Pascal Fua
EPFL IC IINFCOM CVLAB
BC 310 (Bâtiment BC)
Station 14
1015 Lausanne
+41 21 693 66 47
Office: BC 310
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Website: https://sin.epfl.ch
Expertise
Computer Vision, Machine Learning, Biomedical Imaging, and Computer Assisted Engineering
Pascal Fua received an engineering degree from Ecole Polytechnique, Paris, in 1984 and a Ph.D. in Computer Science from the University of Orsay in 1989. After that, he worked at SRI International and at INRIA Sophia-Antipolis as a Computer Scientist. He joined EPFL in 1996.
His research interests include shape modeling and motion recovery from images, analysis of microscopy images, and machine learning. He has (co)authored over 400 publications in refereed journals and conferences. He has received several ERC grants. He is an IEEE Fellow and has been an Associate Editor of IEEE journal Transactions for Pattern Analysis and Machine Intelligence. He often serves as program committee member, area chair, and program chair of major vision conferences and has co-founded three spinoff companies.
His research interests include shape modeling and motion recovery from images, analysis of microscopy images, and machine learning. He has (co)authored over 400 publications in refereed journals and conferences. He has received several ERC grants. He is an IEEE Fellow and has been an Associate Editor of IEEE journal Transactions for Pattern Analysis and Machine Intelligence. He often serves as program committee member, area chair, and program chair of major vision conferences and has co-founded three spinoff companies.
Awards
AIAA Award for Best Scientific Paper
American Institute of Aeronautics and Astronautics
2024
Koenderink Prize,, Online, 2020.
European Conference on Computer Vision
2020
Selected publications
DeepGeo: Deep Geometric Mapping for Automated and Effective Parameterization in Aerodynamic Shape Optimization
Pascal Fua
Published in American Institute of Aeronautics and Astronautics in 2025
SLIC Superpixels Compared to State-of-the-art Superpixel Methods
R. Achanta, A. Shaj, K. Smith, A. Lucchi, P. Fua, and S. S�sstrunk.
Published in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, num. 11, p. 2274 - 2282, 2012. in
Multicamera People Tracking with a Probabilistic Occupancy Map
F Fleuret, J Berclaz, R Lengagne, and P Fua
Published in Pattern Analysis and Machine Intelligence, 30 (2), 267-282, 2008 in
Keypoint Recognition using Randomized Trees
V. Lepetit and P. Fua
Published in Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, Nr. 9, pp. 1465--1479, 2006. in
Object-Centered Surface Reconstruction: Combining Multi-Image Stereo and Shading
P. Fua and Y. G. Leclerc
Published in International Journal of Computer Vision, Vol. 16, pp. 35-56, 1995. in
A Parallel Stereo Algorithm that Produces Dense Depth Maps and Preserves Image Features
P. Fua
Published in Machine Vision and Applications, Vol. 6, Nr. 1, pp. 35-49, 1993. in
All since 1996
2026
Pairwise-Constrained Implicit Functions for 3D Human Heart Modeling
2026. 28th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2025), Daejeon (Republic of Korea), 2025-09-23 - 2025-09-27. p. 387 - 396. DOI : 10.1007/978-3-032-05325-1_37.DiffAtlas: GenAI-Fying Atlas Segmentation via Image-Mask Diffusion
2026. 28th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2025), Daejeon (Republic of Korea), 2025-09-23 - 2025-09-27. p. 161 - 172. DOI : 10.1007/978-3-032-05325-1_16.2025
A View-consistent Sampling Method for Regularized Training of Neural Radiance Fields
2025. International Conference on Computer Vision 2025, Honolulu, Hawaii, USA, 2025-10-19 - 2025-10-23.Counting Stacked Objects
2025. International Conference on Computer Vision 2025, Honolulu, Hawaii, USA, 2025-10-19 - 2025-10-23.PartSDF: Part-Based Implicit Neural Representation for Composite 3D Shape Parametrization and Optimization
Transactions on Machine Learning Research. 2025.Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates
2025. ACM SIGGRAPH Conference, Vancouver, Canada, 2025-08-10 - 2025-08-14.Automated Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning
AIAA Journal. 2025. DOI : 10.2514/1.j065203.Enforcing View-Consistency in Class-Agnostic 3D Segmentation Fields
2025. 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, Nashville, TN, USA, 2025-06-11 - 2025-06-12. p. 5207 - 5216. DOI : 10.1109/cvprw67362.2025.00516.Real-time Free-view Human Rendering from Sparse-view RGB Videos using Double Unprojected Textures
2025. The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025, Nashville, Tennessee, US, 2025-06-11 - 2025-06-15. p. 562 - 573. DOI : 10.1109/cvpr52734.2025.00061.A novel immersive catheter ablation simulator based on individualized 3D MR patients' heart models improves ablation performance of future electrophysiologists
Europace. 2025. DOI : 10.1093/europace/euaf085.098.Vision-based power line cables and pylons detection for low flying aircraft
MACHINE VISION AND APPLICATIONS. 2025. DOI : 10.1007/s00138-025-01664-1.Harnessing deep learning to detect bronchiolitis obliterans syndrome from chest CT
COMMUNICATIONS MEDICINE. 2025. DOI : 10.1038/s43856-025-00732-x.A Latent Implicit 3D Shape Model for Multiple Levels of Detail
2025. 46th Annual Conference of the German Association for Pattern Recognition (DAGM GCPR 2024), Munich, Germany, 2024-09-10 - 2024-09-13. p. 37 - 52. DOI : 10.1007/978-3-031-85187-2_3.MetaCap: Meta-learning Priors from Multi-view Imagery for Sparse-View Human Performance Capture and Rendering
2025. 18th European Conference on Computer Vision, Milan, Italy, 2024-09-29 - 2024-10-04. p. 341 - 361. DOI : 10.1007/978-3-031-72952-2_20.Deep Active Latent Surfaces for Medical Geometries
2025. 6 Northern Lights Deep Learning Conference, Tromso, Norway, 2025-01-07 - 2025-01-09.Temporally-Consistent Surface Reconstruction Using Metrically-Consistent Atlases
IEEE transactions on pattern analysis and machine intelligence. 2025. DOI : 10.1109/TPAMI.2025.3538776.Efficient anatomical labeling of pulmonary tree structures via deep point-graph representation-based implicit fields
Medical image analysis. 2025. DOI : 10.1016/j.media.2024.103367.Neural Garment Modeling
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-11370.Image-based Pose Estimation for Previously-Unseen Objects
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-11262.Uncertainty in Modern Deep Learning
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-10548.Improving Human Pose & Shape Estimation with Explicit and Implicit Priors
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-10577.2024
Reconstruction of Manipulated Garment with Guided Deformation Prior
2024. 38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, 2024-12-10 - 2024-12-15.No Identity, no problem: Motion through detection for people tracking
Transactions on Machine Learning Research. 2024.CLOAF: CoLlisiOn-Aware Human Flow
2024. 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition CVPR 2024, Seattle, WA, USA, 2024-06-17 - 2024-06-21. p. 1176 - 1185. DOI : 10.1109/CVPR52733.2024.00118.Enabling Uncertainty Estimation in Iterative Neural Networks
2024. 41st International Conference on Machine Learning (ICML) 2024, Vienna, Austria, 2024-07-21 - 2024-07-24. p. 12172 - 12189.Using Motion Cues to Supervise Single-Frame Body Pose and Shape Estimation in Low Data Regimes
Transactions on Machine Learning Research. 2024. DOI : 10.48550/arXiv.2402.02736.DeepMesh: Differentiable Iso-Surface Extraction
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2024.DeepGeo: Deep Geometric Mapping for Automated and Effective Parameterization in Aerodynamic Shape Optimization
2024.MedShapeNet - a large-scale dataset of 3D medical shapes for computer vision
Biomedizinische Technik. Biomedical engineering. 2024. DOI : 10.1515/bmt-2024-0396.Detecting Road Obstacles by Erasing Them
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2024. DOI : 10.1109/TPAMI.2023.3335152.A Closed-Form Pairwise Solution to Local Non-Rigid Structure-from-Motion
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2024. DOI : 10.1109/TPAMI.2024.3383316.Generating Anatomically Accurate Heart Structures via Neural Implicit Fields
2024. International Conference on Medical Image Computing and Computer-Assisted Intervention, MARRAKESH, MOROCCO, 2024-10-06 - 2024-10-10.Incorporating Projective Geometry into Deep Learning
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10538.DiffAirfoil: An Efficient Novel Airfoil Sampler Based on Latent Space Diffusion Model for Aerodynamic Shape Optimization
2024. AIAA AVIATION Forum, Las Vegas, NV, USA, July 29–August 2, 2024.Aggregating Spatial and Photometric Context for Photometric Stereo
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-9806.2023
Learning for Multi-View Tracking
2023Latent Representation of Computational Fluid Dynamics Meshes and Application to Airfoil Aerodynamics
Aiaa Journal. 2023. DOI : 10.2514/1.J062533.State of the Art in Dense Monocular Non-Rigid 3D Reconstruction
Computer Graphics Forum. 2023. DOI : 10.1111/cgf.14774.BigNeuron: a resource to benchmark and predict performance of algorithms for automated tracing of neurons in light microscopy datasets
Nature Methods. 2023. DOI : 10.1038/s41592-023-01848-5.Perspective Aware Road Obstacle Detection
Ieee Robotics And Automation Letters. 2023. DOI : 10.1109/LRA.2023.3245410.Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage
ASME Journal of Heat and Mass Transfer. 2023. DOI : 10.1115/1.4056663.Informing Neural Networks with Simplified Physics for Better Flow Prediction
2023Multi-view Tracking UsingWeakly Supervised Human Motion Prediction
2023. 23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, Jan 03-07, 2023. p. 1582 - 1592. DOI : 10.1109/WACV56688.2023.00163.DrapeNet: Garment Generation and Self-Supervised Draping
2023. The 2023 IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), Vancouver, Canada, 2023-06-18 - 2023-06-22. p. 1451 - 1460. DOI : 10.1109/CVPR52729.2023.00146.Automated Human Motion Analysis and Synthesis
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-8976.GECCO: Geometrically-Conditioned Point Diffusion Models
2023. IEEE/CVF International Conference on Computer Vision (ICCV), Paris, FRANCE, OCT 02-06, 2023. p. 2128 - 2138. DOI : 10.1109/ICCV51070.2023.00203.ISP: Multi-Layered Garment Draping with Implicit Sewing Patterns
2023. Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), New Orleans, Louisiana, USA, December 10-16, 2023. DOI : 10.48550/arXiv.2305.14100.Multi-view Tracking Using Weakly Supervised Human Motion Prediction
2023. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023), Waikoloa, Hawaii, USA, January 3-7, 2023. DOI : 10.1109/WACV56688.2023.0016.Two-level Data Augmentation for Calibrated Multi-view Detection
2023. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023), Waikoloa, Hawaii, USA, January 3-7, 2023. p. 128 - 136. DOI : 10.1109/WACV56688.2023.00021.Geometrically-Conditioned Point Diffusion Models
2023. International Conference on Computer Vision (ICCV), Paris.LightDepth: Single-View Depth Self-Supervision from Illumination Decline
2023. International Conference on Computer Vision (ICCV), Paris, October 3-5, 2023. DOI : 10.1109/ICCV51070.2023.01945.Dense Image-based Predictions for Comics Analysis
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-10212.Improving Object Detection under Domain Shifts
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-9805.Detecting Anomalies and Obstacles in Road Scenes
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-8972.Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning
2023. AIAA Aviation Forum 2023, San Diego, CA, USA, June 12-16, 2023. DOI : 10.2514/6.2023-3471.Latent Representation of CFD Meshes and Application to Airfoil Aerodynamics
2023A method and system for enforcing smoothness constraints on surface meshes from a graph convolutional neural network
US2023169732 . 2023.LightNeuS: Neural Surface Reconstruction in Endoscopy using Illumination Decline
2023. 26th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Vancouver, Canadda, October 8-12, 2023. p. 502 - 512. DOI : 10.1007/978-3-031-43999-5_48.Deep Learning for 3D Surface Modelling and Reconstruction
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-10386.Tracking Adaptation to Improve SuperPoint for 3D Reconstruction in Endoscopy
2023. 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, BC, Canada, October 8–12, 2023. p. 583 - 593. DOI : 10.1007/978-3-031-43907-0_56.Topologically Better Delineation of Curvilinear Structures
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-9749.2022
Overcoming the Domain Gap in Neural Action Representations
International Journal Of Computer Vision. 2022. DOI : 10.1007/s11263-022-01713-6.Self-supervised Segmentation via Background Inpainting
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022. DOI : 10.1109/TPAMI.2021.3123902.3D Pose Based Feedback For Physical Exercises
2022. 16th Asian Conference on Computer Vision (ACCV 2022), Macau, China, December 4-8, 2022. p. 1316 - 1332. DOI : 10.1007/978-3-031-26316-3_12.Adversarial Parametric Pose Prior
2022. 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, USA, June 18-24, 2022. p. 10987 - 10995. DOI : 10.1109/CVPR52688.2022.01072.Weakly Supervised Volumetric Image Segmentation with Deformed Templates
2022. 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore, September 18-22, 2022. p. 422 - 432. DOI : 10.1007/978-3-031-16443-9_41.Long Term Motion Prediction Using Keyposes
2022. International Conference on 3D Vision (3DV), Prague, Czech Republic, September 12-15, 2022. p. 12 - 21. DOI : 10.1109/3DV57658.2022.00014.On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation
2022. 10th International Conference on 3D Vision 2022 (3DV), Prague, Czechia, September 12-15, 2022. p. 577 - 586. DOI : 10.1109/3DV57658.2022.00068.Generating LOD3 building models from structure-from-motion and semantic segmentation
Automation In Construction. 2022. DOI : 10.1016/j.autcon.2022.104430.TOPO-Loss for continuity-preserving crack detection using deep learning
Construction And Building Materials. 2022. DOI : 10.1016/j.conbuildmat.2022.128264.Adjusting the Ground Truth Annotations for Connectivity-Based Learning to Delineate
IEEE Transactions on Medical Imaging (T-MI). 2022. DOI : 10.1109/TMI.2022.3193072.ImplicitAtlas: Learning Deformable Shape Templates in Medical Imaging
2022. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). p. 15840 - 15850. DOI : 10.1109/CVPR52688.2022.01540.3D reconstruction of curvilinear structures with stereo matching deep convolutional neural networks
Ultramicroscopy. 2022. DOI : 10.1016/j.ultramic.2021.113460.Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis
2022. 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Singapore, SINGAPORE, Sep 18-22, 2022. p. 503 - 513. DOI : 10.1007/978-3-031-16440-8_48.MeshUDF: Fast and Differentiable Meshing of Unsigned Distance Field Networks
2022. European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel, October 23-27, 2022. p. 576 - 592. DOI : 10.1007/978-3-031-20062-5_33.Improving the Training of Compact Neural Networks for Visual Recognition
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9061.Learning to Represent and Reconstruct 3D Deformable Objects
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-7974.Encoder-Decoder Models for Human Segmentation and Motion Analysis
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8036.Counting People by Estimating People Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022. DOI : 10.1109/TPAMI.2021.3102690.Temporal Representation Learning on Monocular Videos for 3D Human Pose Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022. DOI : 10.1109/TPAMI.2022.3215307.Leveraging Self-Supervision for Cross-Domain Crowd Counting
2022. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, Jun 18-24, 2022. p. 5331 - 5342. DOI : 10.1109/CVPR52688.2022.00527.Learning to Simulate Realistic LiDARs
2022. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), Kyoto, Japan, October 23-27, 2022. p. 8173 - 8180. DOI : 10.1109/IROS47612.2022.9981120.Enforcing Connectivity of 3D Linear Structures Using Their 2D Projections
2022. 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Singapore, SINGAPORE, Sep 18-22, 2022. p. 591 - 601. DOI : 10.1007/978-3-031-16443-9_57.HybridSDF: Combining Deep Implicit Shapes and Geometric Primitives for 3D Shape Representation and Manipulation
2022. International Conference on 3D Vision, Prague, Czechia, September 12-15, 2022. DOI : 10.1109/3DV57658.2022.00072.Understanding Deep Neural Networks using Adversarial Attacks
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9259.Persistent Homology with Improved Locality Information for more Effective Delineation
2022Synthesis and Analysis of 3D shapes with Geometric Deep Learning in Computer-Aided Engineering
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8798.DIG: Draping Implicit Garment over the Human Body
2022. 16th Asian Conference on Computer Vision (ACCV 2022), Macau SAR, China, December 4-8, 2022. p. 344 - 359. DOI : 10.1007/978-3-031-26319-4_21.Learning to Align Sequential Actions in the Wild
2022. CVPR 2022 : IEEE/CVF Conference on Computer Vision and Pattern Recognition, New Orleans, LA, United States, Jun 18-24, 2022. p. 2171 - 2181. DOI : 10.1109/CVPR52688.2022.00222.Using Animal Motion Capture to Learn Neural Representations
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9124.Object Priors for Volumetric Image Segmentation
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8853.Promoting Connectivity of Network-Like Structures by Enforcing Region Separation
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022. DOI : 10.1109/TPAMI.2021.3074366.2021
Human Detection and Segmentation via Multi-view Consensus
2021. ICCV 2021 International Conference on Computer Vision, Montreal, Canada (online), October 11-17, 2021. p. 2835 - 2844. DOI : 10.1109/ICCV48922.2021.00285.Defect segmentation for multi-illumination quality control systems
Machine Vision and Applications. 2021. DOI : 10.1007/s00138-021-01244-z.Structure-aware Multi-view 3D Reconstruction of Dislocations in TEM with Message Passing Neural Networks
Joint Meeting of Dreiländertagung & Multinational Congress on Microscopy (Microscopy Conference 2021), Digital, August 22-26, 2021.Eigendecomposition-Free Training of Deep Networks for Linear Least-Square Problems
Ieee Transactions On Pattern Analysis And Machine Intelligence. 2021. DOI : 10.1109/TPAMI.2020.2978812.Temporally-Coherent Surface Reconstruction via Metric-Consistent Atlases
2021. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Montreal, Canada (online), October 11-17, 2021. p. 10438 - 10447. DOI : 10.1109/ICCV48922.2021.01029.LiftPose3D, a deep learning-based approach for transforming two-dimensional to three-dimensional poses in laboratory animals
Nature Methods. 2021. DOI : 10.1038/s41592-021-01226-z.Wide-Depth-Range 6D Object Pose Estimation in Space
2021. Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 19-25, 2021. p. 15870 - 15879. DOI : 10.1109/CVPR46437.2021.01561.Deep Active Surface Models
2021. Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 21-25, 2021. p. 11652 - 11661. DOI : 10.1109/CVPR46437.2021.01148.Masksembles for Uncertainty Estimation
2021. Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, June 19-25, 2021. p. 13539 - 13548. DOI : 10.1109/CVPR46437.2021.01333.Matching Seqlets: An Unsupervised Approach for Locality Preserving Sequence Matching
IEEE Transactions On Pattern Analysis And Machine Intelligence (PAMI). 2021. DOI : 10.1109/TPAMI.2019.2934052.Human-Centered Scene Understanding via Crowd Counting
Lausanne, EPFL, 2021. DOI : 10.5075/epfl-thesis-8979.Sketch2Mesh: Reconstructing and Editing 3D Shapes from Sketches
2021. International Conference on Computer Vision (ICCV), Virtual, October 11-17, 2021. p. 13003 - 13012. DOI : 10.1109/ICCV48922.2021.01278.From Human-Designed Convolutional Neural Networks Towards Robust Neural Architecture Search
Lausanne, EPFL, 2021. DOI : 10.5075/epfl-thesis-8035.Image Matching Across Wide Baselines: From Paper to Practice
International Journal Of Computer Vision. 2021. DOI : 10.1007/s11263-020-01385-0.SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation
2021. Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track, virtual, December 6-14, 2021.Robust Differentiable SVD
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2021. DOI : 10.1109/TPAMI.2021.3072422.Leveraging Spatial and Photometric Context for Calibrated Non-Lambertian Photometric Stereo
2021. 9th International Conference on 3D Vision (3DV), ELECTR NETWORK, Dec 01-03, 2021. p. 394 - 402. DOI : 10.1109/3DV53792.2021.00049.Motion Prediction Using Temporal Inception Module
2021. Asian Conference on Computer Vision (ACCV), Kyoto, Japan, December, 2020. p. 651 - 665. DOI : 10.1007/978-3-030-69532-3_39.2020
Deformation-aware Unpaired Image Translation for Pose Estimation on Laboratory Animals
2020. Conference on Computer Vision and Pattern Recognition (CVPR). p. 13155 - 13165. DOI : 10.1109/CVPR42600.2020.01317.TopoAL: An Adversarial Learning Approach for Topology-Aware Road Segmentation
2020. European Conference on Computer Vision (ECCV), [Online event], August 23-28, 2020.XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera
Acm Transactions On Graphics (TOG). 2020. DOI : 10.1145/3386569.3392410.Single-Stage 6D Object Pose Estimation
2020. Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, June 16 - 18, 2020. p. 2927 - 2936. DOI : 10.1109/CVPR42600.2020.00300.Shape Reconstruction by Learning Differentiable Surface Representations
2020. Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 14-16, 2020. p. 4715 - 4724. DOI : 10.1109/CVPR42600.2020.00477.DISK: learning local features with policy gradient
2020. Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada (online), December 6-12, 2020.Joint Segmentation and Path Classification of Curvilinear Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2020. DOI : 10.1109/TPAMI.2019.2921327.MeshSDF: Differentiable Iso-Surface Extraction
2020. Conference on Neural Information Processing Systems (NeurIPS), [Virtual event], December, 2020.ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture
2020. Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, USA, June 14-19, 2020. p. 100 - 109. DOI : 10.1109/CVPR42600.2020.00018.Real-time camera pose estimation for sports fields
Machine Vision and Applications (MVA). 2020. DOI : 10.1007/s00138-020-01064-7.Tracing in 2D to reduce the annotation effort for 3D deep delineation of linear structures
Medical Image Analysis. 2020. DOI : 10.1016/j.media.2019.101590.Local Non-Rigid Structure-from-Motion from Locally Diffeomorphic Mappings
2020. Computer Vision and Pattern Recognition (CVPR), Seattle, USA, June 16-18, 2020. p. 2056 - 2064. DOI : 10.1109/CVPR42600.2020.00213.Towards Reliable Evaluation of Algorithms for Road Network Reconstruction from Aerial Images
2020. European Conference on Computer Vision (ECCV 2020), [Virtual conference], August 23-28, 2020.Better Patch Stitching for Parametric Surface Reconstruction
2020. 8th International Conference on 3D Vision (3DV), ELECTR NETWORK, Nov 25-28, 2020. p. 593 - 602. DOI : 10.1109/3DV50981.2020.00069.Learning and leveraging shared domain semantics to counteract visual domain shifts
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-10000.Domain-Adaptive Multibranch Networks
2020. International Conference on Learning Representations (ICLR), Addis Ababa, Ethiopia, April 26-30, 2020.UCLID-Net: Single View Reconstruction in Object Space
2020. 34th Conference on Neural Information Processing Systems, Virtual, December 6-12, 2020.Voxel2Mesh: 3D Mesh Model Generation from Volumetric Data
2020. International Conference On Medical Image Computing & Computer Assisted Intervention (MICCAI), Lima, Peru, 4-8 OCTOBER 2020.Visual Correspondences for Unsupervised Domain Adaptation on Electron Microscopy Images
IEEE Transactions on Medical Imaging (T-MI). 2020. DOI : 10.1109/TMI.2019.2946462.2019
Geometric and Physical Constraints for Drone-Based Head Plane Crowd Density Estimation
2019. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Macau, China, November 4-8, 2019. p. 244 - 249. DOI : 10.1109/IROS40897.2019.8967852.Detecting the Unexpected via Image Resynthesis
2019. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, SOUTH KOREA, Oct 27-Nov 02, 2019. p. 2152 - 2161. DOI : 10.1109/ICCV.2019.00224.Probabilistic Atlases to Enforce Topological Constraints
2019. 22rd International Conference On Medical Image Computing & Computer Assisted Intervention, Shenzhen, China, 2019-10-13. DOI : 10.1007/978-3-030-32239-7_25.DeepFly3D, a deep learning-based approach for 3D limb and appendage tracking in tethered, adult Drosophila
eLife. 2019. DOI : 10.7554/eLife.48571.Are Existing Monocular Computer Vision-Based 3D Motion Capture Approaches Ready for Deployment? A Methodological Study on the Example of Alpine Skiing
Sensors. 2019. DOI : 10.3390/s19194323.Eliminating Exposure Bias and Metric Mismatch in Multiple Object Tracking
2019. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, Jun 16-20, 2019. p. 4634 - 4643. DOI : 10.1109/CVPR.2019.00477.Aerodynamic shape optimization via surrogate modelling with convolutional neural networks
2019Neural Scene Decomposition for Multi-Person Motion Capture
2019. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, Jun 16-20, 2019. p. 7695 - 7705. DOI : 10.1109/CVPR.2019.00789.Context-Aware Crowd Counting
2019. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, USA, June 16-20, 2019. p. 5094 - 5103. DOI : 10.1109/CVPR.2019.00524.Segmentation-driven 6D Object Pose Estimation
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Lausanne, EPFL, 2019. DOI : 10.5075/epfl-thesis-9074.GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping
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2019. Conference on Neural Information Processing Systems (NeurIPS), Vancouver, CANADA, Dec 08-14, 2019.Beyond Cartesian Representations for Local Descriptors
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2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018. p. 292 - 301. DOI : 10.1109/CVPR.2018.00038.Learning to Reconstruct Texture-less Deformable Surfaces from a Single View
2018. International Conference on 3D Vision, Verona, Italy, September 5-8, 2018.Learning Latent Representations of 3D Human Pose with Deep Neural Networks
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2018. Neural Information Processing Systems (NIPS), Montréal Canada.Eigendecomposition-free Training of Deep Networks with Zero Eigenvalue-based Losses
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2018. International Symposium on Biomedical Imaging (ISBI), Washington, DC, Apr 04-07, 2018. p. 400 - 404. DOI : 10.1109/ISBI.2018.8363602.Learning Monocular 3D Human Pose Estimation from Multi-view Images
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2018. International Symposium of Biomedical Imaging (ISBI), Washington DC, USA, April 4-7, 2018. p. 400 - 404. DOI : 10.1109/ISBI.2018.8363602.Residual Parameter Transfer for Deep Domain Adaptation
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2018. 6th International Conference on 3D Vision (3DV), Verona, ITALY, Sep 05-08, 2018. p. 606 - 615. DOI : 10.1109/3DV.2018.00075.Geodesic Convolutional Shape Optimization
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2018. MICCAI, Granada, Spain, September 16-20, 2018. p. 283 - 291. DOI : 10.1007/978-3-030-00934-2_32.Learning Robust Features and Latent Representations for Single View 3D Pose Estimation of Humans and Objects
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2017. Microscopy Conference, Lausanne, Switzerland.Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery
2017. International Conference on Medical Image Computing and Computer-Assisted Intervention (MCCAI), Quebec, Canada.Reconstructing Evolving Tree Structures in Time Lapse Sequences by Enforcing Time-Consistency
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2017. International Symposium on Mixed and Augmented Reality (ISMAR), Nantes, France, October 9–13, 2017.Imposing Hard Constraints on Deep Networks: Promises and Limitations
2017. CVPR Workshop on Negative Results in Computer Vision, Hawaii, HI, 2017.Detecting Flying Objects using a Single Moving Camera
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2016Three-dimensional electron imaging of dislocations from a single sample tilt
2016. The 16th European Microscopy Congress 2016, Lyon, France, 28 August - 2 September, 2016. DOI : 10.1002/9783527808465.Template-based Monocular 3-D Shape Reconstruction And Tracking Using Laplacian Meshes
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2016. Computer Vision and Pattern Recognition (CVPR), Las Vegas, Nevada, USA, June 26-July 1, 2016. p. 107 - 116. DOI : 10.1109/CVPR.2016.19.Vision-Based Unmanned Aerial Vehicle Detection and Tracking for Sense and Avoid Systems
2016. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Korea, October 9-14, 2016. p. 1556 - 1561. DOI : 10.1109/IROS.2016.7759252.Automated Reconstruction of Evolving Curvilinear Tree Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6930.Multiscale Centerline Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2462363.Parsing human skeletons in an operating room
Machine Vision and Applications. 2016. DOI : 10.1007/s00138-016-0792-4.What Players do with the Ball: A Physically Constrained Interaction Modeling
2016. International Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, Jun 26 - Jul 1 2016. p. 972 - 981. DOI : 10.1109/CVPR.2016.111.Tracking Interacting Objects Using Intertwined Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2513406.Structured Prediction of 3D Human Pose with Deep Neural Networks
2016. British Machine Vision Conference (BMVC), York, UK, September 19-22, 2016. p. 130.1 - 130.11. DOI : 10.5244/C.30.130.Towards Scalable Segmentation of 3D Image Stacks
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6937.Measuring the accuracy of softball impact simulations
Sports Engineering. 2016. DOI : 10.1007/s12283-016-0210-1.Analyzing Volleyball Match Data from the 2014 World Championships Using Machine Learning Techniques
2016. Conference on Knowledge Discovery and Data Mining, San Francisco, CA, August, 2016. p. 627 - 634. DOI : 10.1145/2939672.2939725.Template-based Monocular 3D Shape Recovery using Laplacian Meshes
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2435739.Scalable Unsupervised Domain Adaptation for Electron Microscopy
2016. MICCAI 2016, Athens, Greece, October 17-21, 2016. p. 326 - 334. DOI : 10.1007/978-3-319-46723-8_38.Robust 3D Object Pose Estimation and Tracking from Monocular Images in Industrial Environments
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7282.Reconstructing Curvilinear Networks using Path Classifiers and Integer Programming
IEEE Transactions On Pattern Analysis And Machine Intelligence (PAMI). 2016. DOI : 10.1109/Tpami.2016.2519025.Simultaneous segmentation and anatomical labeling of the cerebral vasculature
Medical Image Analysis. 2016. DOI : 10.1016/j.media.2016.03.006.Multiscale Centerline Extraction Based on Regression and Projection onto the Set of Elongated Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7241.Learning to Match Aerial Images with Deep Attentive Architectures
2016. Computer Vision and Pattern Recognition, Las Vegas, Nevada, USA, June 27-30, 2016. p. 3539 - 3547. DOI : 10.1109/CVPR.2016.385.Do We Need Binary Features for 3D Reconstruction?
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Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6632.On Rendering Synthetic Images for Training an Object Detector
Computer Vision and Image Understanding. 2015. DOI : 10.1016/j.cviu.2014.12.006.Domain Adaptation for Microscopy Imaging
IEEE Transactions on Medical Imaging (T-MI). 2015. DOI : 10.1109/Tmi.2014.2376872.Detecting and Tracking Cells using Network Flow Programming
2015Dense image registration and deformable surface reconstruction in presence of occlusions and minimal texture
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2015. International Conference on Computer Vision, Santiago, Chile, December 13-16, 2015. p. 118 - 126. DOI : 10.1109/ICCV.2015.22.Live Texturing of Augmented Reality Characters from Colored Drawings
IEEE Transactions on Visualization and Computer Graphics. 2015. DOI : 10.1109/Tvcg.2015.2459871.Modeling Brain Circuitry over a Wide Range of Scales
Frontiers in Neuroanatomy. 2015. DOI : 10.3389/fnana.2015.00042.Probability Occupancy Maps for Occluded Depth Images
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2015. International Conference on Computer Vision (ICCV), Santiago, Chile, December 11-18, 2015. p. 316 - 324. DOI : 10.1109/ICCV.2015.44.Localizing Polygonal Objects in Man-Made Environments
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6622.2014
Exploiting Enclosing Membranes and Contextual Cues for Mitochondria Segmentation
2014. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Boston, Massachusetts, USA, September 2014.On Rendering Synthetic Images for Training an Object Detector
2014Simultaneous Segmentation and Anatomical Labeling of the Cerebral Vasculature
2014. International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Boston, Massachusetts, USA, Sep. 14-19, 2014.Free-Shape Polygonal Object Localization
2014. European Conference on Computer Vision (ECCV), Zurich, Switzerland, Sep 6-12, 2014. p. 317 - 332. DOI : 10.1007/978-3-319-10599-4_21.Multi-Commodity Network Flow for Tracking Multiple People
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2014. DOI : 10.1109/Tpami.2013.210.Re-Identification for Improved People Tracking
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2014. European Conference on Computer Vision (ECCV), Zurich, Switzerland, September 6-12, 2014. p. 17 - 32. DOI : 10.1007/978-3-319-10590-1_2.Take your Eyes off the Ball: Improving Ball-Tracking by Focusing on Team Play
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2014Caenorhabditis elegant segmentation using texture-based models for motility phenotyping
IEEE Transactions on Biomedical Engineering. 2014. DOI : 10.1109/Tbme.2014.2298612.On the Relevance of Sparsity for Image Classification
Computer Vision and Image Understanding. 2014. DOI : 10.1016/j.cviu.2014.03.009.Real-time landing place assessment in man-made environments
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2014[DEMO] Tracking Texture-less, Shiny Objects with Descriptor Fields
2014. International Symposium on Mixed and Augmented Reality (ISMAR), Munich, 2014. p. 331 - 332. DOI : 10.1109/ISMAR.2014.6948474.Dendritic tree extraction from noisy maximum intensity projection images in C-elegans
Biomedical Engineering Online. 2014. DOI : 10.1186/1475-925X-13-74.Multiple Human Pose Estimation with Temporally Consistent 3D Pictorial Structures
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2014. European Conference on Computer Vision (ECCV) Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment, Zurich, Switzerland, September 6-12, 2014. p. 367 - 379. DOI : 10.1007/978-3-319-16220-1_26.Multiscale Centerline Detection by Learning a Scale-Space Distance Transform
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Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6031.Identity-Preserving Multiple People Tracking
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6035.Reconstructing Evolving Tree Structures in Time Lapse Sequences
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Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6226.Correlative In Vivo 2-Photon Beam Scanning Electron Microscopy: 3D Analysis of Neuronal Ultrastructure
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2013. Computer Vision and Pattern Recognition (CVPR), Portland, USA. p. 2874 - 2881. DOI : 10.1109/Cvpr.2013.370.Non-Linear Domain Adaptation with Boosting
2013. Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada, USA, December 5-8, 2013.Automated Reconstruction of Curvilinear Networks from 2D and 3D Imagery
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5933.Learning Separable Filters with Shared Parts
2013KernelBoost: Supervised Learning of Image Features For Classification
2013Tracking Multiple Players using a Single Camera
2013An Optimal Policy for Target Localization with Application to Electron Microscopy
2013. International Conference on Machine Learning (ICML), Atlanta, GA, USA, June 16-21, 2013. p. 1 - 9.Detecting Irregular Curvilinear Structures in Gray Scale and Color Imagery using Multi-Directional Oriented Flux
2013. International Conference on Computer Vision (ICCV), Sydney, Australia, December, 2013. p. 1553 - 1560. DOI : 10.1109/ICCV.2013.196.Semi-Automated Reconstruction of Curvilinear Structures in Noisy 2D images and 3D image stacks
2013Tracking Multiple Handball Players using Multi-Commodity Network Flow for Assessing Tactical Behavior
2013. Scientific Conference Women and Handball: Scientific and Practical Approaches, Vienna, Austria, November, 2013.Learning Discriminative Features and Structured Models for Segmentation in Microscopy and Natural Images
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5836.Learning Context Cues for Synapse Segmentation
IEEE Transactions on Medical Imaging (T-MI). 2013. DOI : 10.1109/Tmi.2013.2267747.Learning for Structured Prediction Using Approximate Subgradient Descent with Working Sets
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 23-28, 2013. DOI : 10.1109/Cvpr.2013.259.TPAMI CVPR Special Section
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2013. DOI : 10.1109/TPAMI.2013.208.Separable Filter Learning with Tensor Decomposition
2013Tubular Geodesics using Oriented Flux: An ITK Implementation
Insight Journal. 2013.Flash Scanning Electron Microscopy
2013. 16th Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Nagoya, Japan, September 22-26, 2013.Keypoint Recognition using Random Forests and Random Ferns
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2013. International Conference on Information Processing in Medical Imaging (IPMI), Asilomar, California, USA, June 28, 2013. p. 572 - 583. DOI : 10.1007/978-3-642-38868-2_48.Reconstructing Loopy Curvilinear Structures Using Integer Programming
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June, 2013. DOI : 10.1109/Cvpr.2013.238.Facial Descriptors for Identity-Preserving Multiple People Tracking
2013Method and apparatus for multiple object tracking with k-shortest paths
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2013Learning Separable Filters
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 25-27, 2013. p. 2754 - 2761. DOI : 10.1109/Cvpr.2013.355.Supervised Feature Learning for Curvilinear Structure Segmentation
2013. International Conference on Medical Image Computing And Computer Assisted Intervention (MICCAI), Nagoya, Japan, September 22-26, 2013. p. 526 - 533. DOI : 10.1007/978-3-642-40811-3_66.Detection of Aircrafts on a Collision Course using Spatio-Temporal HOG
2013Stochastic Exploration of Ambiguities for Non-Rigid Shape Recovery
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2013. DOI : 10.1109/Tpami.2012.102.Fast Object Detection with Entropy-Driven Evaluation
2013. Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 23-28, 2013. p. 3270 - 3277. DOI : 10.1109/CVPR.2013.420.2012
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2012. Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, June 2012. p. 996 - 1003. DOI : 10.1109/CVPR.2012.6247776.Hybrid Algorithms for the Minimum-Weight Rooted Arborescence Problem
2012. International Conference on Swarm Intelligence, Brussels, Belgium, September, 2012.Learning Image Descriptors with the Boosting-Trick
2012. NIPS, Lake Tahoe, CA, USA, 2012.Data-Driven Visual Tracking in Retinal Microsurgery
2012. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Nice, France, October, 2012. p. 568 - 575. DOI : 10.1007/978-3-642-33418-4_70.Learning to Detect Objects with Minimal Supervision
Lausanne, EPFL, 2012. DOI : 10.5075/epfl-thesis-5310.Gradient Response Maps for Real-Time Detection of Textureless Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.206.SLIC Superpixels Compared to State-of-the-art Superpixel Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2012.120.Learning Separable Filters
2012AUTOMATIC MAPPING FROM ULTRA-LIGHT UAV IMAGERY
2012. EuroCOW 2012, Barceloa, Spain, February 8-10, 2012.Structured Image Segmentation using Kernelized Features
2012. European Conference on Computer Vision, Florence, Italy, October 2012.Automated Reconstruction of Tree Structures using Path Classifiers and Mixed Integer Programming
2012. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, Rhode Island, June 16-21, 2012. p. 566 - 573. DOI : 10.1109/CVPR.2012.6247722.Efficient Scanning for EM Based Target Localization
2012. 15th International Conference on Medical Image Computing and Computer Assisted Intervention, Nice, France, October, 2012. p. 337 - 344. DOI : 10.1007/978-3-642-33454-2_42.LDAHash: Improved Matching with Smaller Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.103.Real time multi-object tracking using multiple cameras
2012Worldwide Pose Estimation Using 3D Point Clouds
2012. European Conference on Computer Vision (ECCV), Florence, Italy, October, 2012. p. 15 - 29. DOI : 10.1007/978-3-642-33718-5_2.Thick Boundaries in Binary Space and Their Influence on Nearest-Neighbor Search
Pattern Recognition Letters. 2012. DOI : 10.1016/j.patrec.2012.08.006.A Constrained Latent Variable Model
2012. IEEE Conference on Computer Vision and Pattern Recognition, Providence, Rhode Island, USA, June 16-21, 2012. p. 2248 - 2255. DOI : 10.1109/CVPR.2012.6247934.Supervoxel-Based Segmentation of Mitochondria in EM Image Stacks with Learned Shape Features
IEEE Transactions on Medical Imaging (T-MI). 2012. DOI : 10.1109/TMI.2011.2171705.On the Relevance of Sparsity for Image Classification
2012Laplacian Meshes for Monocular 3D Shape Recovery
2012. European Conference on Computer Vision, Florence, October 2012.Efficient Large Scale Multi-View Stereo for Ultra High Resolution Image Sets
Machine Vision and Applications. 2012. DOI : 10.1007/s00138-011-0346-8.Transfer Learning by Sharing Support Vectors
2012Resolving Ambiguities in Monocular 3D Reconstruction of Deformable Surfaces
Lausanne, EPFL, 2012. DOI : 10.5075/epfl-thesis-5458.Monocular 3D Reconstruction of Locally Textured Surfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.196.A Real-Time Deformable Detector
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.117.Learning Context Cues for Synapse Segmentation in EM Volumes
2012. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). p. 585 - 592. DOI : 10.1007/978-3-642-33415-3_72.BRIEF: Computing a Local Binary Descriptor Very Fast
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.222.2011
Turning Augmented Reality into a media: Design exploration to build a dedicated visual language
2011. 2011 IEEE International Symposium on Mixed and Augmented Reality - Arts, Media, and Humanities, Basel, Switzerland, 26-29 October, 2011. p. 83 - 89. DOI : 10.1109/ISMAR-AMH.2011.6093661.The Accuracy of Automatic Photogrammetric Techniques on Ultra-light UAV Imagery
2011. UAV-g 2011 - Unmanned Aerial Vehicle in Geomatics, Zürich, CH, September 14-16, 2011.Spatio-Chromatic Decorrelation by Shift-Invariant Filtering
2011. IEEE CVPR Workshop on Biologically Consistent Vision, Colorado Springs, CO, USA, June 2011. DOI : 10.1109/CVPRW.2011.5981688.Are Spatial and Global Constraints Really Necessary for Segmentation?
2011. IEEE International Conference on Computer Vision (ICCV), Barcelona. p. 9 - 16. DOI : 10.1109/ICCV.2011.6126219.myCopter – Enabling Technologies for Personal Aerial Transportation Systems
2011. International HELI World Conference, Frankfurt/Main, Germany, 2011.Filter Learning for Linear Structure Segmentation
2011Conditional Random Fields for Multi-Camera Object Detection
2011. International Conference on Computer Vision, Barcelona, Spain, November 6-13, 2011. p. 563 - 570. DOI : 10.1109/ICCV.2011.6126289.Rotational Features Extraction for Ridge Detection
2011myCopter: Enabling Technologies for Personal Air Transport Systems
2011. RAeS Rotorcraft Conference: The Future Rotorcraft – Enabling Capability Through the Application of Technology, London, UK, 15-16th June 2011.Multiple Object Tracking using K-Shortest Paths Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2011. DOI : 10.1109/TPAMI.2011.21.myCopter – Enabling Technologies for Personal Aerial Transportation Systems.
2011. European Rotorcraft Forum, Vergiate/Gallarate, Italy, September 13-15, 2011.Automated Detection and Delineation of Tree Structures in Noisy Micrographs
Lausanne, EPFL, 2011. DOI : 10.5075/epfl-thesis-5065.Learning Real-Time Perspective Patch Rectification
International Journal of Computer Vision. 2011. DOI : 10.1007/s11263-010-0379-x.Automated Reconstruction of Dendritic and Axonal Trees by Global Optimization with Geometric Priors
Neuroinformatics. 2011. DOI : 10.1007/s12021-011-9122-1.Long Term Real Trajectory Reuse Through Region Goal Satisfaction
2011. International Conference on Motion in Games (MIG), Edinburgh, UK, November 13-15, 2011. p. 412 - 423. DOI : 10.1007/978-3-642-25090-3_35.Real-time vehicle tracking for driving assistance
Machine Vision and Applications. 2011. DOI : 10.1007/s00138-009-0243-6.Simplified Building Models Extraction From Ultra-Light UAV Imagery
2011. UAV-g 2011 - Unmanned Aerial Vehicle in Geomatics, Zürich, CH, September 14-16, 2011.Linear Local Models for Monocular Reconstruction of Deformable Surfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2011. DOI : 10.1109/TPAMI.2010.158.Tracking Multiple People under Global Appearance Constraints
2011. International Conference on Computer Vision, Barcelona, Spain, November 6-13, 2011. p. 137 - 144. DOI : 10.1109/ICCV.2011.6126235.2010
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2010. 11th European Conference on Computer Vision (ECCV). p. 778 - 792. DOI : 10.1007/978-3-642-15561-1_56.SLIC Superpixels
2010Pareto-optimal Dictionaries for Signatures
2010. Conference on Computer Vision and Pattern Recognition, June. p. 3011 - 3018. DOI : 10.1109/CVPR.2010.5540050.Robust, High-Speed Interest Point Matching for Real-Time Applications
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4868.Dynamic and Scalable Large Scale Image Reconstruction
2010. 23rd IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, U.S.A, June 13-19, 2010. p. 406 - 413. DOI : 10.1109/CVPR.2010.5540184.Large occlusion completion using normal maps
2010. Asian Conference on Computer Vision, Queenstown, New Zealand, November 8-12, 2010.L'Hydroptère: A story of a dream
2010. 21st HISWA International Symposium on Yacht Design and Yacht Construction, Amsterdam, The Netherlands, November 15-16, 2010.Reconstructing Geometrically Consistent Tree Structures from Noisy Images
2010. Medical Image Computing and Computer-Assisted Intervention (MICCAI), Beijing, China, September 20-24, 2010. p. 291 - 299. DOI : 10.1007/978-3-642-15705-9_36.DAISY: A Fast Descriptor for Dense Wide Baseline Stereo and Multiview Reconstruction
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4830.Exploring Ambiguities for Monocular Non-Rigid Shape Estimation
2010. European Conference on Computer Vision, Heraklion, Greece, September, 2010. p. 370 - 383. DOI : 10.1007/978-3-642-15558-1_27.View-Based Maps
International Journal of Robotics Research. 2010. DOI : 10.1177/0278364910370376.Bridging the Gap between Detection and Tracking for 3D Human Motion Recovery
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4699.Pedestrian localization, tracking and behavior analysis from multiple cameras
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4629.Making Action Recognition Robust to Occlusions and Viewpoint Changes
2010. European Conference on Computer Vision, Heraklion, Greece, September, 2010. p. 635 - 648. DOI : 10.1007/978-3-642-15558-1_46.Monocular 3D Reconstruction of Locally Textured Surfaces
2010Daisy: An Efficient Dense Descriptor Applied to Wide Baseline Stereo
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2010. DOI : 10.1109/TPAMI.2009.77.Learning Pose Invariant and Covariant Classifiers from Image Sequences
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4746.L'HYDROPTERE: HOW MULTIDISCIPLINARY SCIENTIFIC RESEARCH MAY HELP BREAK THE SAILING SPEED RECORD
2010. 2nd INTERNATIONAL CONFERENCE ON INNOVATION IN HIGH PERFORMANCE SAILING YACHTS (Innov'Sail), Lorient, France, June 30 - 1st July 1st, 2010.Supervoxel-Based Segmentation of EM Image Stacks with Learned Shape Features
2010LDAHash: Improved matching with smaller descriptors
2010Deformable Surface 3D Reconstruction from Monocular Images
Morgan-Claypool, 2010.From Canonical Poses to 3D Motion Capture Using a Single Camera
Ieee Transactions On Pattern Analysis And Machine Intelligence. 2010. DOI : 10.1109/TPAMI.2009.108.Least-Squares Minimization Under Constraints
2010Combining Geometric and Appearance Priors for Robust Homography Estimation
2010. p. 58 - 72. DOI : 10.1007/978-3-642-15558-1_5.Fast Keypoint Recognition using Random Ferns
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2010. DOI : 10.1109/TPAMI.2009.23.A Fully Automated Approach to Segmentation of Irregularly Shaped Cellular Structures in EM Images
2010. International Conference on Medical Image Computing and Computer Assisted Intervention, Beijing, September 20-24, 2010. p. 463 - 471. DOI : 10.1007/978-3-642-15745-5_57.Simultaneous Pose, Correspondence and Non-Rigid Shape
2010. Conference on Computer Vision and Pattern Recognition. p. 1189 - 1196. DOI : 10.1109/CVPR.2010.5539831.Delineating Trees in Noisy 2D Images and 3D Image Stacks
2010. International Conference on Computer Vision and Pattern Recognition. p. 2799 - 2806. DOI : 10.1109/CVPR.2010.5540010.Simultaneous Point Matching and 3D Deformable Surface Reconstruction
2010. 23rd IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, U.S.A., June 13-19, 2010. p. 1221 - 1228. DOI : 10.1109/CVPR.2010.5539827.2009
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2009. International Conference on Computer Vision, Kyoto, September 27 - October 4, 2009.Learning Rotational Features for Filament Detection
2009. International Conference on Computer Vision and Pattern Recognition. p. 1582 - 1589. DOI : 10.1109/CVPR.2009.5206511.Image Summaries using Database Saliency
2009. The 2nd ACM SIGGRAPH Conference and Exhibition in Asia (SIGGRAPH Asia), Yokohama, Japan, December 16-19, 2009. DOI : 10.1145/1666778.1666821.EPnP: An Accurate O(n) Solution to the PnP Problem
International Journal Of Computer Vision. 2009. DOI : 10.1007/s11263-008-0152-6.Steerable Features for Statistical 3D Dendrite Detection
2009. Twelfth International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI'09), London, UK, September 20-24, 2009. p. 625 - 632. DOI : 10.1007/978-3-642-04271-3_76.View-Based Maps
2009. Robotics: Science and Systems Conference, Seattle, June 2009.Capturing 3D Stretchable Surfaces from Single Images in Closed Form
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2009Compact Signatures for High-speed Interest Point Description and Matching
2009. IEEE International Conference on Computer Vision, Kyoto, JAPAN, Sep 29-Oct 02, 2009. p. 357 - 364. DOI : 10.1109/ICCV.2009.5459272.Memories of the world of the mountains
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2009. DAGM Symposium on Pattern Recognition, Jena, GERMANY, Sep 09-11, 2009. p. 151 - 160. DOI : 10.1007/978-3-642-03798-6_16.Multiple Object Tracking using Flow Linear Programming
2009. 12th IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (Winter-PETS 2009), Snowbird, Utah. DOI : 10.1109/PETS-WINTER.2009.5399488.Compact Signatures for High-speed Interest Point Description and Matching
2009. International Conference on Computer Vision, September, 2009.Classification-based Probabilistic Modeling of Texture Transition for Fast Line Search Tracking and Delineation
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2009. DOI : 10.1109/TPAMI.2008.236.Appearance-based Keypoint Clustering
2009. IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2009), Miami Beach, FL, USA, June 20-25, 2009. DOI : 10.1109/CVPR.2009.5206514.Learning and recovering 3D surface deformations
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2009. IEEE Conference on Computer Vision and Pattern Recognition, Miami, Florida, USA, June 22 - 24, 2009. p. 1137 - 1144. DOI : 10.1109/CVPR.2009.5206489.Specularities as an information source in the presence of texture
Lausanne, EPFL, 2009. DOI : 10.5075/epfl-thesis-4387.2008
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2008. European Conference on Computer Vision, Marseille, FRANCE, Oct 12-18, 2008. p. 58 - 71. DOI : 10.1007/978-3-540-88682-2_6.Closed-Form Solution to Non-rigid 3D Surface Registration
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2008. ISPRS Congress, Beijing, 2008. p. 303 - 308.3D pose refinement from reflections
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2008. ISPRS Congress Beijing 2008, Beijing, 2008.Tracking Articulated Bodies using Generalized Expectation Maximization
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2008. Conference on Computer Vision and Pattern Recognition, Alaska, USA, June 24-26, 2008. DOI : 10.1109/CVPR.2008.4587673.Multi-Camera People Tracking with a Probabilistic Occupancy Map
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2008. DOI : 10.1109/TPAMI.2007.1174.On Benchmarking Camera Calibration and Multi-View Stereo for High Resolution Imagery
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International Journal of Computer Vision. 2007. DOI : 10.1007/s11263-006-8595-0.2006
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IEEE Transactions on Pattern Analysis and Machine Intelligence. 2006. DOI : 10.1109/TPAMI.2006.188.Motion models for robust 3D human body tracking
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2004.Fast Texture-Based Tracking and Delineation Using Texture Entropy
2004Point Matching as a Classification Problem for Fast and Robust Object Pose Estimation
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2004Combining Edge and Texture Information for Real-Time Accurate 3D Camera Tracking
2004. International Symposium on Mixed and Augmented Reality, Arlington, VA. DOI : 10.1109/ISMAR.2004.24.Accurate Face Models from Uncalibrated and Ill-Lit Video Sequences
2004. Conference on Computer Vision and Pattern Recognition. DOI : 10.1109/CVPR.2004.1315278.3D Human Body Tracking using Deterministic Temporal Motion Models
2004Using biomechanical constraints to improve video-based motion capture
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2004Mahalanobis Motion Generation
2004Hierarchical Implicit Surface Joint Limits for Human Body Tracking
2004Towards Recognizing Feature Points using Classification Trees
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2004Monocular 3-D Tracking of the Golf Swing
2004Implicit Meshes for Surface Reconstruction
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2004Accurate Face Models from Uncalibrated and Ill-Lit Video Sequences
2004Randomized Trees for Real-Time Keypoint Recognition
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2004.Markov-based Silhouette Extraction for Three--Dimensional Body Tracking in Presence of Cluttered Background
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Lausanne, EPFL, 2004. DOI : 10.5075/epfl-thesis-3114.Stable Real-Time 3D Tracking Using Online and Offline Information
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2004. DOI : 10.1109/TPAMI.2004.92.2003
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2003.Articulated Soft Objects for Multi-View Shape and Motion Capture
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2003.Automatic Determination of Shoulder Joint Limits using Experimentally Determined Quaternion Field Boundaries
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2003. XIX Congress for the International Society for Photogrammetry and Remote Sensing Congress, Amsterdam, Netherlands, 16-23 July 2003.Fully Automated and Stable Registration for Augmented Reality Applications
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2003. Conference on Computer Vision and Pattern Recognition, Madison, WI. DOI : 10.1109/CVPR.2003.1211506.Visual Golf Club Tracking for Enhanced Swing Analysis Tools
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PLOS ONE. 2018. DOI : 10.1371/journal.pone.0198131.Robust 3D Object Tracking from Monocular Images Using Stable Parts
Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2018. DOI : 10.1109/TPAMI.2017.2708711.A versatile calibration procedure for portable coded aperture gamma cameras and RGB-D sensors
NUCLEAR INSTRUMENTS AND METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT. 2018. DOI : 10.1016/j.nima.2017.12.065.Learning Robust Features and Latent Representations for Single View 3D Pose Estimation of Humans and Objects
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8753.Learning to Segment 3D Linear Structures Using Only 2D Annotations
2018-01-01. MICCAI, Granada, Spain, September 16-20, 2018. p. 283-291. DOI : 10.1007/978-3-030-00934-2_32.Real-Time Generative Hand Modeling and Tracking
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8573.Eigendecomposition-free Training of Deep Networks with Zero Eigenvalue-based Losses
2018. European Conference on Computer Vision, Munich, Germany, September 8-14, 2018. p. 768-783. DOI : 10.1007/978-3-030-01228-1_47.Unsupervised Geometry-Aware Representation Learning for 3D Human Pose Estimation
2018. European Conference on Computer Vision (ECCV). p. 765–782. DOI : 10.1007/978-3-030-01249-6_46.WILDTRACK: A Multi-camera HD Dataset for Dense Unscripted Pedestrian Detection
2018. Proceedings of the IEEE international conference on Computer Vision and Pattern Recognition, Salt Lake City, UT, Jun 18-23, 2018. p. 5030-5039. DOI : 10.1109/CVPR.2018.00528.Variational Methods for Human Modeling
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8680.Mean-Field methods for Structured Deep-Learning in Computer Vision
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8677.Geodesic Convolutional Shape Optimization
2018. International Conference on Machine Learning (ICML), Stockholm, Sweden, July, 2018. p. 472-481.Beyond the Pixel-Wise Loss for Topology-Aware Delineation
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, USA, June 18-22, 2018. p. 3136-3145. DOI : 10.1109/CVPR.2018.00331.Computational Aesthetics and Image Enhancements using Deep Neural Networks
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8420.A Domain-Adaptive Two-Stream U-Net for Electron Microscopy Image Segmentation
2018. International Symposium of Biomedical Imaging (ISBI), Washington DC, USA, April 4-7, 2018. p. 400-404. DOI : 10.1109/ISBI.2018.8363602.Residual Parameter Transfer for Deep Domain Adaptation
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, USA, June 18-22, 2018. p. 4339-4348. DOI : 10.1109/CVPR.2018.00456.Learning to Find Good Correspondences
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, USA, June 18-22, 2018. p. 2666-2674. DOI : 10.1109/CVPR.2018.00282.Beyond Sharing Weights for Deep Domain Adaptation
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2018. DOI : 10.1109/TPAMI.2018.2814042.2017
Imposing Hard Constraints on Deep Networks: Promises and Limitations
2017. CVPR Workshop on Negative Results in Computer Vision, Hawaii, HI, 2017.Learning Active Learning from Data
2017. Conference on Neural Information Processing Systems (NIPS).Non-Markovian Globally Consistent Multi-Object Tracking
2017. 2017 IEEE International Conference on Computer Vision (ICCV). p. 2563-2573. DOI : 10.1109/ICCV.2017.278.Deep Occlusion Reasoning for Multi-Camera Multi-Target Detection
2017. p. 271-279. DOI : 10.1109/ICCV.2017.38.Method, System and Device for Direct Prediction of 3D Body Poses from Motion Compensated Sequence
US2017316578 . 2017.Geometric Graph Matching Using Monte Carlo Tree Search
Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2017. DOI : 10.1109/Tpami.2016.2636200.Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery
2017. International Conference on Medical Image Computing and Computer-Assisted Intervention (MCCAI), Quebec, Canada.Physics-based Reconstruction and Animation of Humans
Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7880.Tilt-less 3-D electron imaging and reconstruction of complex curvilinear structures
Scientific Reports. 2017. DOI : 10.1038/s41598-017-07537-6.Sparse Gradient Optimization and its Applications in Image Processing
Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7913.Stereo-vision three-dimensional reconstruction of curvilinear structures imaged with a TEM
Ultramicroscopy. 2017. DOI : 10.1016/j.ultramic.2017.08.010.Miniature hyperspectral systems
Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7647.Learning to Fuse 2D and 3D Image Cues for Monocular Body Pose Estimation
2017. International Conference on Computer Vision (ICCV). p. 3961-3970. DOI : 10.1109/ICCV.2017.425.Three-dimensional electron imaging and reconstruction of dislocations from a single acquisition
2017. Microscopy Conference, Lausanne, Switzerland.Social Scene Understanding: End-to-End Multi-Person Action Localization and Collective Activity Recognition
2017. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Hawaii, USA, July 21-26, 2017. p. 3425-3434. DOI : 10.1109/Cvpr.2017.365.Computer Vision Techniques Applied to the Reconstruction of the 3-D Structure of Dislocations
2017. Microscopy & Microanalysis, St Louis, MO, USA, 2017. p. 102-103. DOI : 10.1017/S1431927617001192.Active Learning and Proofreading for Delineation of Curvilinear Structures
2017. MICCAI, Quebec City, Canada, September 10-14, 2017. p. 165–173. DOI : 10.1007/978-3-319-66185-8_19.Learning Lightprobes for Mixed Reality Illumination
2017. International Symposium on Mixed and Augmented Reality (ISMAR), Nantes, France, October 9–13, 2017.Multi-Modal Mean-Fields via Cardinality-Based Clamping
2017. Conference on Computer Vision and Pattern Recognition (CVPR 2017), Honolulu, Hawaii, USA, July 21-26, 2017. p. 4303-4312. DOI : 10.1109/Cvpr.2017.458.Vision-based detection of aircrafts and UAVs
Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7589.Flight Dynamics-based Recovery of a UAV Trajectory using Ground Cameras
2017. Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, USA, July, 2017. p. 2482-2491. DOI : 10.1109/Cvpr.2017.266.Reconstructing Evolving Tree Structures in Time Lapse Sequences by Enforcing Time-Consistency
Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2017. DOI : 10.1109/TPAMI.2017.2680444.Network Flow Integer Programming to Track Elliptical Cells in Time-Lapse Sequences
Transactions on Medical Imaging (TMI). 2017. DOI : 10.1109/Tmi.2016.2640859.Detecting Flying Objects using a Single Moving Camera
Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2017. DOI : 10.1109/TPAMI.2016.2564408.2016
Three-dimensional electron imaging of dislocations from a single sample tilt
2016. The 16th European Microscopy Congress 2016, Lyon, France, 28 August - 2 September, 2016. DOI : 10.1002/9783527808465.Do We Need Binary Features for 3D Reconstruction?
2016. Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Las Vegas, NV, June, 2016. p. 1126-1135. DOI : 10.1109/Cvprw.2016.144.Measuring the accuracy of softball impact simulations
Sports Engineering. 2016. DOI : 10.1007/s12283-016-0210-1.Multiscale Centerline Extraction Based on Regression and Projection onto the Set of Elongated Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7241.Robust 3D Object Pose Estimation and Tracking from Monocular Images in Industrial Environments
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7282.Simultaneous segmentation and anatomical labeling of the cerebral vasculature
Medical Image Analysis. 2016. DOI : 10.1016/j.media.2016.03.006.LIFT: Learned Invariant Feature Transform
2016. European Conference on Computer Vision (ECCV), Amsterdam, The Netherlands, October 8-16, 2016. p. 467-483. DOI : 10.1007/978-3-319-46466-4_28.Embedding Local Quality Measures in Minutiae-Based Biometric Recognition
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7035.Vision-Based Unmanned Aerial Vehicle Detection and Tracking for Sense and Avoid Systems
2016. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Korea, October 9-14, 2016. p. 1556-1561. DOI : 10.1109/IROS.2016.7759252.Scalable Unsupervised Domain Adaptation for Electron Microscopy
2016. MICCAI 2016, Athens, Greece, October 17-21, 2016. p. 326–334. DOI : 10.1007/978-3-319-46723-8_38.Structured Prediction of 3D Human Pose with Deep Neural Networks
2016. British Machine Vision Conference (BMVC), York, UK, September 19-22, 2016. p. 130.1-130.11. DOI : 10.5244/C.30.130.Parsing human skeletons in an operating room
Machine Vision and Applications. 2016. DOI : 10.1007/s00138-016-0792-4.Towards Scalable Segmentation of 3D Image Stacks
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6937.Analyzing Volleyball Match Data from the 2014 World Championships Using Machine Learning Techniques
2016. Conference on Knowledge Discovery and Data Mining, San Francisco, CA, August, 2016. p. 627–634. DOI : 10.1145/2939672.2939725.Principled Parallel Mean-Field Inference for Discrete Random Fields
2016. p. 5848-5857. DOI : 10.1109/CVPR.2016.630.Learning to Assign Orientations to Feature Points
2016. Computer Vision and Pattern Recognition (CVPR), Las Vegas, Nevada, USA, June 26-July 1, 2016. p. 107-116. DOI : 10.1109/CVPR.2016.19.Learning to Match Aerial Images with Deep Attentive Architectures
2016. Computer Vision and Pattern Recognition, Las Vegas, Nevada, USA, June 27-30, 2016. p. 3539-3547. DOI : 10.1109/CVPR.2016.385.Active Learning for Delineation of Curvilinear Structures
2016. Conference on Computer Vision and Pattern Recognition, Las Vegas, Nevada, USA, 2016. p. 5231-5239. DOI : 10.1109/CVPR.2016.565.Direct Prediction of 3D Body Poses from Motion Compensated Sequences
2016. Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, Nevada, USA, June 26-July 1, 2016. p. 991-1000. DOI : 10.1109/CVPR.2016.113.What Players do with the Ball: A Physically Constrained Interaction Modeling
2016. International Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, Jun 26 - Jul 1 2016. p. 972-981. DOI : 10.1109/CVPR.2016.111.Template-based Monocular 3-D Shape Reconstruction And Tracking Using Laplacian Meshes
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6891.Automated Reconstruction of Evolving Curvilinear Tree Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6930.Globally Optimal Cell Tracking using Integer Programming
2016Principled Parallel Mean-Field Inference for Discrete Random Fields
2016. Computer Vision and Pattern Recognition (CVPR), Las Vegas. p. 5848-5857. DOI : 10.1109/CVPR.2016.630.Computer vision profiling of neurite outgrowth dynamics reveals spatio-temporal modularity of Rho GTPase signaling
Journal of Cell Biology. 2016. DOI : 10.1083/jcb.201506018.Tracking Interacting Objects Using Intertwined Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2513406.Multiscale Centerline Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2462363.Reconstructing Curvilinear Networks using Path Classifiers and Integer Programming
IEEE Transactions On Pattern Analysis And Machine Intelligence (PAMI). 2016. DOI : 10.1109/Tpami.2016.2519025.Template-based Monocular 3D Shape Recovery using Laplacian Meshes
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2435739.2015
Systems and methods for tracking interacting objects
US9794525 ; US2015281655 . 2015.Special Section: Pose & Gesture
Computer Vision And Image Understanding. 2015. DOI : 10.1016/j.cviu.2015.10.011.Kullback-Leibler Proximal Variational Inference
2015. Advances in Neural Information Processing Systems (NIPS), Montreal, Canada, December 9, 2015. p. 3402-3410.Kullback-Leibler Proximal Variational Inference
2015.Joint Acquisition of Color and Near-Infrared Images on a Single Sensor
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6766.Gaze Analysis methods for Learning Analytics
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6696.Discriminative Learning of Deep Convolutional Feature Point Descriptors
2015. International Conference on Computer Vision, Santiago, Chile, December 13-16, 2015. p. 118-126. DOI : 10.1109/ICCV.2015.22.Introducing Geometry in Active Learning for Image Segmentation
2015. international conference in Computer Vision, Santiago, Chile, December 13-16, 2015. p. 2974-2982. DOI : 10.1109/ICCV.2015.340.A Novel Representation of Parts for Accurate 3D Object Detection and Tracking in Monocular Images
2015. International Conference on Computer Vision (ICCV), Santiago, Chile, December 13-16, 2015. p. 4391–4399. DOI : 10.1109/ICCV.2015.499.Projection onto the Manifold of Elongated Structures for Accurate Extraction
2015. International Conference on Computer Vision (ICCV), Santiago, Chile, December 11-18, 2015. p. 316-324. DOI : 10.1109/ICCV.2015.44.Dense image registration and deformable surface reconstruction in presence of occlusions and minimal texture
2015. International Conference on Computer Vision (ICCV), Santiago, Chile, December 13-16, 2015. p. 2273-2281. DOI : 10.1109/ICCV.2015.262.Realtime Face Tracking and Animation
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6666.Localizing Polygonal Objects in Man-Made Environments
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6622.Live Texturing of Augmented Reality Characters from Colored Drawings
IEEE Transactions on Visualization and Computer Graphics. 2015. DOI : 10.1109/Tvcg.2015.2459871.Tracking Interacting Objects in Image Sequences
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6632.TILDE: A Temporally Invariant Learned DEtector
2015. Computer Vision and Pattern Recognition (CVPR), Boston, Massachusetts, USA. p. 5279-5288. DOI : 10.1109/CVPR.2015.7299165.Modeling Brain Circuitry over a Wide Range of Scales
Frontiers in Neuroanatomy. 2015. DOI : 10.3389/fnana.2015.00042.Flying Objects Detection from a Single Moving Camera
2015. Conference on Computer Vision and Pattern Recognition (CVPR), Boston, Massachusetts, USA, June 7-12, 2015. p. 4128-4136. DOI : 10.1109/CVPR.2015.7299040.Probability Occupancy Maps for Occluded Depth Images
2015. Conference on Computer Vision and Pattern Recognition (CVPR), Boston, Massachusetts, USA, June 7-12, 2015. p. 2829-2837. DOI : 10.1109/CVPR.2015.7298900.Detecting and Tracking Cells using Network Flow Programming
2015On Rendering Synthetic Images for Training an Object Detector
Computer Vision and Image Understanding. 2015. DOI : 10.1016/j.cviu.2014.12.006.Learning Structured Models for Segmentation of 2D and 3D Imagery
IEEE Transactions on Medical Imaging. 2015. DOI : 10.1109/TMI.2014.2376274.Domain Adaptation for Microscopy Imaging
IEEE Transactions on Medical Imaging. 2015. DOI : 10.1109/Tmi.2014.2376872.NeuroMorph: A Toolset for the Morphometric Analysis and Visualization of 3D Models Derived from Electron Microscopy Image Stacks
Neuroinformatics. 2015. DOI : 10.1007/s12021-014-9242-5.Learning Separable Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2015. DOI : 10.1109/Tpami.2014.2343229.Non-Rigid Graph Registration using Active Testing Search
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2015. DOI : 10.1109/TPAMI.2014.2343235.2014
Efficient scanning for em based target localization
WO2014001157 ; US8588509 . 2014.[DEMO] Tracking Texture-less, Shiny Objects with Descriptor Fields
2014. International Symposium on Mixed and Augmented Reality (ISMAR), Munich, 2014. p. 331-332. DOI : 10.1109/ISMAR.2014.6948474.Correlative In Vivo 2-Photon Beam Scanning Electron Microscopy: 3D Analysis of Neuronal Ultrastructure
Correlative Light And Electron Microscopy II; San Diego: Elsevier Academic Press Inc, 2014. p. 339-361.Refining Mitochondria Segmentation in Electron Microscopy Imagery with Active Surfaces
2014. European Conference on Computer Vision (ECCV) Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment, Zurich, Switzerland, September 6-12, 2014. p. 367-379. DOI : 10.1007/978-3-319-16220-1_26.Dendritic tree extraction from noisy maximum intensity projection images in C-elegans
Biomedical Engineering Online. 2014. DOI : 10.1186/1475-925X-13-74.Learning and Matching Binary Local Feature Descriptors
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6226.Beyond KernelBoost
2014Multiple Human Pose Estimation with Temporally Consistent 3D Pictorial Structures
2014. European Conference on Computer Vision, ChaLearn Looking at People Workshop, Zurich, Switzerland, September 6-12, 2014. p. 742-754. DOI : 10.1007/978-3-319-16178-5_52.Free-Shape Polygonal Object Localization
2014. European Conference on Computer Vision (ECCV), Zurich, Switzerland, Sep 6-12, 2014. p. 317-332. DOI : 10.1007/978-3-319-10599-4_21.Tracking Interacting Objects Optimally Using Integer Programming
2014. European Conference on Computer Vision (ECCV), Zurich, Switzerland, September 6-12, 2014. p. 17-32. DOI : 10.1007/978-3-319-10590-1_2.On Rendering Synthetic Images for Training an Object Detector
2014Exploiting Enclosing Membranes and Contextual Cues for Mitochondria Segmentation
2014. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Boston, Massachusetts, USA, September 2014.Simultaneous Segmentation and Anatomical Labeling of the Cerebral Vasculature
2014. International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Boston, Massachusetts, USA, Sep. 14-19, 2014.Fast Part-Based Classification for Instrument Detection in Minimally Invasive Surgery
2014. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Boston, Massachusetts, USA, September 14-18, 2014. p. 692-699. DOI : 10.1007/978-3-319-10470-6_86.Scalable Probabilistic Models for Face and Speaker Recognition
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6175.Receptive Fields Selection for Binary Feature Description
IEEE Transactions on Image Processing. 2014. DOI : 10.1109/TIP.2014.2317981.Reconstructing Evolving Tree Structures in Time Lapse Sequences
2014. Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, OH, USA, 2014. p. 3035-3042. DOI : 10.1109/CVPR.2014.388.Multiscale Centerline Detection by Learning a Scale-Space Distance Transform
2014. Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, June 24-27, 2014. p. 2697-2704. DOI : 10.1109/CVPR.2014.351.On the Relevance of Sparsity for Image Classification
Computer Vision and Image Understanding. 2014. DOI : 10.1016/j.cviu.2014.03.009.Dense Methods for Image Alignment with an Application to 3D Tracking
2014Real-time landing place assessment in man-made environments
Machine Vision And Applications. 2014. DOI : 10.1007/s00138-013-0560-7.Identity-Preserving Multiple People Tracking
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6035.Caenorhabditis elegant segmentation using texture-based models for motility phenotyping
IEEE Transactions on Biomedical Engineering. 2014. DOI : 10.1109/Tbme.2014.2298612.Better features for image categorization and segmentation
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6031.Object Classification and Detection in High Dimensional Feature Space
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6043.Re-Identification for Improved People Tracking
Person Re-Identification; Springer, 2014. p. 309-330.Take your Eyes off the Ball: Improving Ball-Tracking by Focusing on Team Play
Computer Vision and Image Understanding. 2014. DOI : 10.1016/j.cviu.2013.11.010.Multi-Commodity Network Flow for Tracking Multiple People
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2014. DOI : 10.1109/Tpami.2013.210.2013
Separable Filter Learning with Tensor Decomposition
2013Method and apparatus for multiple object tracking with k-shortest paths
US8615107 ; US2013177200 . 2013.Learning Separable Filters with Shared Parts
2013TPAMI CVPR Special Section
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2013. DOI : 10.1109/TPAMI.2013.208.Tangible Interfaces for Learning
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5931.Tracking Multiple Handball Players using Multi-Commodity Network Flow for Assessing Tactical Behavior
2013. Scientific Conference Women and Handball: Scientific and Practical Approaches, Vienna, Austria, November, 2013.Detecting Irregular Curvilinear Structures in Gray Scale and Color Imagery using Multi-Directional Oriented Flux
2013. International Conference on Computer Vision (ICCV), Sydney, Australia, December, 2013. p. 1553-1560. DOI : 10.1109/ICCV.2013.196.Automated Reconstruction of Curvilinear Networks from 2D and 3D Imagery
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5933.Keypoint Recognition using Random Forests and Random Ferns
Decision Forests for Computer Vision and Medical Image Analysis; Springer, 2013. p. 111-124.Non-Linear Domain Adaptation with Boosting
2013. Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada, USA, December 5-8, 2013.Learning Discriminative Features and Structured Models for Segmentation in Microscopy and Natural Images
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5836.Supervised Feature Learning for Curvilinear Structure Segmentation
2013. International Conference on Medical Image Computing And Computer Assisted Intervention (MICCAI), Nagoya, Japan, September 22-26, 2013. p. 526-533. DOI : 10.1007/978-3-642-40811-3_66.Facial Descriptors for Identity-Preserving Multiple People Tracking
2013Incorporating Near-Infrared into Scene Understanding
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5806.Active Testing Search for Point Cloud Matching
2013. International Conference on Information Processing in Medical Imaging (IPMI), Asilomar, California, USA, June 28, 2013. p. 572-583. DOI : 10.1007/978-3-642-38868-2_48.Flash Scanning Electron Microscopy
2013. 16th Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Nagoya, Japan, September 22-26, 2013.Tracklet-based Multi-Commodity Network Flow for Tracking Multiple People
EP2780871 ; EP2780871 ; WO2013072401 ; WO2013072401 . 2013.Models of Reward-Modulated Spike-Timing-Dependent Plasticity
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5683.Boosting Binary Keypoint Descriptors
2013. Computer Vision and Pattern Recognition (CVPR), Portland, USA. p. 2874-2881. DOI : 10.1109/Cvpr.2013.370.Reconstructing Loopy Curvilinear Structures Using Integer Programming
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June, 2013. DOI : 10.1109/Cvpr.2013.238.Patch-based methods for variational image processing problems
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5693.Learning for Structured Prediction Using Approximate Subgradient Descent with Working Sets
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 23-28, 2013. DOI : 10.1109/Cvpr.2013.259.Detection of Aircrafts on a Collision Course using Spatio-Temporal HOG
2013Fast Object Detection with Entropy-Driven Evaluation
2013. Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 23-28, 2013. p. 3270-3277. DOI : 10.1109/CVPR.2013.420.Learning Separable Filters
2013. Conference on Computer Vision and Pattern Recognition (CVPR), Portland, Oregon, USA, June 25-27, 2013. p. 2754-2761. DOI : 10.1109/Cvpr.2013.355.An Optimal Policy for Target Localization with Application to Electron Microscopy
2013. International Conference on Machine Learning (ICML), Atlanta, GA, USA, June 16-21, 2013. p. 1-9.Multi-camera face detection and recognition applied to people tracking
2013Learning Context Cues for Synapse Segmentation
IEEE Transactions on Medical Imaging. 2013. DOI : 10.1109/Tmi.2013.2267747.Tubular Geodesics using Oriented Flux: An ITK Implementation
Insight Journal. 2013.Teaching & PhD
Current Phd
Aoxiang Fan, Zhantao Deng, Deniz Sayin Mercadier, Yihong Chen, Edouard Robert A. Dufour, Tianzong Zhang, Hantao Zhang, Nicolas Talabot, Saqib Javed, Zhen Wei, Corentin Dumery, Yingxuan You, Federico Stella
Past Phd As Director
Ralf Plänkers, Lorna Herda, Luca Vacchetti, Slobodan Ilic, Seyed Ali Shahrokni, Raquel Urtasun, Miodrag Dimitrijevic, Julien Pilet, Pascal Lagger, Mathieu Salzmann, Jérôme Berclaz, Mustafa Özuysal, Andrea Fossati, Engin Tola, Michael Calonder, Germán González Serrano, Aydin Varol, Karim Ali, Engin Türetken, Aurélien Lucchi, Horesh Beny Ben Shitrit, Roberto Rigamonti, Tomasz Trzcinski, Xinchao Wang, Xiaolu Sun, Przemyslaw Rafal Glowacki, Tien Dat Ngo, Carlos Joaquin Becker, Amos Sironi, Alberto Crivellaro, Artem Rozantsev, Bugra Tekin, Timur Bagautdinov, Pierre Bruno Baqué, Ksenia Konyushkova, Andrii Maksai, Agata Justyna Mosinska, Róger Bermúdez Chacón, Weizhe Liu, Kaicheng Yu, Pamuditha Udaranga Wickramasinghe, Isinsu Katircioglu, Edoardo Remelli, Jan Bednarík, Krishna Kanth Nakka, Shuxuan Guo, Semih Günel, Vidit Vidit, Sena Kiciroglu, Krzysztof Maciej Lis, Deblina Bhattacharjee, Doruk Oner, Benoît Guillard, Michal Jan Tyszkiewicz, David Honzátko, Nikita Durasov, Ren Li, Davydov Andrey
Past Phd As Codirector
Courses
Computer vision
Computer Vision aims at modeling the world from digital images acquired using video or infrared cameras, and other imaging sensors. We will focus on images acquired using digital cameras. We will introduce basic processing techniques and discuss their field of applicability.
Introduction to machine learning
Machine learning and data analysis are becoming increasingly central in many sciences and applications. In this course, fundamental principles and methods of machine learning will be introduced, analyzed and practically implemented.