Pascal Fua
EPFL IC IINFCOM CVLAB
BC 310 (Bâtiment BC)
Station 14
1015 Lausanne
Web site: Web site: https://cvlab.epfl.ch/
+41 21 693 66 47
EPFL
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IC
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IC-SIN
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SIN-ENS
Web site: Web site: https://sin.epfl.ch
Fields of expertise
Computer Vision, Biomedical Imaging, and Machine Learning
Biography
Pascal Fua received an engineering degree from Ecole Polytechnique, Paris, in 1984 and the Ph.D. degree in Computer Science from the University of Orsay in 1989. He then worked at SRI International and INRIA Sophia-Antipolis as a Computer Scientist. He joined EPFL in 1996 where he is now a Professor in the School of Computer and Communication Science and heads the Computer Vision Laboratory.His research interests include shape modeling and motion recovery from images, analysis of microscopy images, and machine learning. He has (co)authored over 300 publications in refereed journals and conferences. 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 cofounded three spinoff companies (Pix4D, PlayfulVision, and NeuralConcept).
Current Work
The research activities of the Computer Vision Laboratory focus on shape and motion recovery from images, object and people detection and tracking in video sequences, and analysis of brain microscopy image-stacks. CVLab also provides undergraduate and graduate teaching and performs technology transfer to both established and start up companies.Pascal Fua
Publications
Infoscience publications
All since 1996
2025
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.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.Improving Human Pose & Shape Estimation with Explicit and Implicit Priors
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-10577.Efficient anatomical labeling of pulmonary tree structures via deep point-graph representation-based implicit fields
Medical image analysis. 2025. DOI : 10.1016/j.media.2024.103367.2024
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. International Conference on Machine Learning, Vienna, July 21-27, 2024.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.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.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.Aggregating Spatial and Photometric Context for Photometric Stereo
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-9806.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.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.Incorporating Projective Geometry into Deep Learning
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10538.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 - 2024-10-10.2023
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.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.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.Deep Learning for 3D Surface Modelling and Reconstruction
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-10386.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.Automated Human Motion Analysis and Synthesis
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-8976.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.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.Geometrically-Conditioned Point Diffusion Models
2023. International Conference on Computer Vision (ICCV), Paris.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.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.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.Dense Image-based Predictions for Comics Analysis
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-10212.A method and system for enforcing smoothness constraints on surface meshes from a graph convolutional neural network
US2023169732 . 2023.Latent Representation of CFD Meshes and Application to Airfoil Aerodynamics
2023LightDepth: 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.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/WACV56688.2023.00021.2022
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. 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.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.Synthesis and Analysis of 3D shapes with Geometric Deep Learning in Computer-Aided Engineering
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8798.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.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.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.Object Priors for Volumetric Image Segmentation
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8853.Temporal Representation Learning on Monocular Videos for 3D Human Pose Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). 2022. DOI : 10.1109/TPAMI.2022.3215307.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.Encoder-Decoder Models for Human Segmentation and Motion Analysis
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8036.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.Counting People by Estimating People Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022. DOI : 10.1109/TPAMI.2021.3102690.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.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.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.Understanding Deep Neural Networks using Adversarial Attacks
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9259.Using Animal Motion Capture to Learn Neural Representations
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9124.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.Persistent Homology with Improved Locality Information for more Effective Delineation
20222021
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.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.Image Matching Across Wide Baselines: From Paper to Practice
International Journal Of Computer Vision. 2021. DOI : 10.1007/s11263-020-01385-0.From Human-Designed Convolutional Neural Networks Towards Robust Neural Architecture Search
Lausanne, EPFL, 2021. DOI : 10.5075/epfl-thesis-8035.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.Robust Differentiable SVD
IEEE Transactions On Pattern Analysis And Machine Intelligence (PAMI). 2021. DOI : 10.1109/TPAMI.2021.3072422.SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation
2021. Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track, virtual, December 6-14, 2021.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.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.Joint Segmentation and Path Classification of Curvilinear Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2020. DOI : 10.1109/TPAMI.2019.2921327.DISK: learning local features with policy gradient
2020. Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada (online), December 6-12, 2020.MeshSDF: Differentiable Iso-Surface Extraction
2020. Conference on Neural Information Processing Systems (NeurIPS), [Virtual event], December, 2020.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.Learning and leveraging shared domain semantics to counteract visual domain shifts
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-10000.Visual Correspondences for Unsupervised Domain Adaptation on Electron Microscopy Images
IEEE Transactions on Medical Imaging. 2020. DOI : 10.1109/TMI.2019.2946462.UCLID-Net: Single View Reconstruction in Object Space
2020. 34th Conference on Neural Information Processing Systems, Virtual, December 6-12, 2020.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.Domain-Adaptive Multibranch Networks
2020. International Conference on Learning Representations (ICLR), Addis Ababa, Ethiopia, April 26-30, 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 2020.2019
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
2019. Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, California, USA, June 16-20, 2019. p. 3380 - 3389. DOI : 10.1109/CVPR.2019.00350.Geometry in active learning for binary and multi-class image segmentation
Computer Vision And Image Understanding (CVIU). 2019. DOI : 10.1016/j.cviu.2019.01.007.Mo(2)Cap(2): Real-time Mobile 3D Motion Capture with a Cap-mounted Fisheye Camera
IEEE Transactions On Visualization And Computer Graphics. 2019. DOI : 10.1109/TVCG.2019.2898650.A Performance Evaluation of Local Features for Image-Based 3D Reconstruction
IEEE Transactions on Image Processing. 2019. DOI : 10.1109/TIP.2019.2909640.Learning to Reduce Annotation Load
Lausanne, EPFL, 2019. DOI : 10.5075/epfl-thesis-9074.Learning Approach to Delineation of Curvilinear Structures in 2D and 3D Images
Lausanne, EPFL, 2019. DOI : 10.5075/epfl-thesis-9301.Training Algorithms for Multiple Object Tracking
Lausanne, EPFL, 2019. DOI : 10.5075/epfl-thesis-9203.Beyond Cartesian Representations for Local Descriptors
2019. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, SOUTH KOREA, Oct 27-Nov 02, 2019. p. 253 - 262. DOI : 10.1109/ICCV.2019.00034.Backpropagation-Friendly Eigendecomposition
2019. Conference on Neural Information Processing Systems (NeurIPS), Vancouver, CANADA, Dec 08-14, 2019.Shape optimisation of technical devices via gradient descent using convolutional neural network proxies
US11768983 ; US2021157962 ; EP3679495 ; CN111295657 ; WO2019048085 . 2019.Gravity as a Reference for Estimating a Person's Height from Video
2019. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, SOUTH KOREA, Oct 27-Nov 02, 2019. p. 8568 - 8576. DOI : 10.1109/ICCV.2019.00866.GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping
2019. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, SOUTH KOREA, Oct 27-Nov 02, 2019. p. 8738 - 8747. DOI : 10.1109/ICCV.2019.00883.What Face and Body Shapes Can Tell Us About Height
2019. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, SOUTH KOREA, Oct 27-Nov 02, 2019. p. 1819 - 1827. DOI : 10.1109/ICCVW.2019.00226.2018
Real-Time Seamless Single Shot 6D Object Pose Prediction
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018. p. 292 - 301. DOI : 10.1109/CVPR.2018.00038.Modeling Facial Geometry using Compositional VAEs
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, USA, June 18-22, 2018. p. 3877 - 3886. DOI : 10.1109/CVPR.2018.00408.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
International Journal of Computer Vision. 2018. DOI : 10.1007/s11263-018-1066-6.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.Method, system, and device for learned invariant feature transform for computer images
US10552709 ; US2018096224 . 2018.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.Scale-Adaptive Superpixels
2018. Color and Imaging Conference (CIC26), Vancouver, Canada, November 12-16, 2018. p. 1 - 6(6). DOI : 10.2352.Mean-Field methods for Structured Deep-Learning in Computer Vision
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8677.Beyond Sharing Weights for Deep Domain Adaptation
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2018. DOI : 10.1109/TPAMI.2018.2814042.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.Every Smile is Unique: Landmark-Guided Diverse Smile Generation
2018. 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, UT, Jun 18-23, 2018. p. 7083 - 7092. DOI : 10.1109/CVPR.2018.00740.LF-Net: Learning Local Features from Images
2018. Neural Information Processing Systems (NIPS), Montréal Canada.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.Learning to Find Good Correspondences
2018. Computer Vision and Pattern Recognition (CVPR), Salt Lake City, UT, Jun 18-23, 2018. p. 2666 - 2674. DOI : 10.1109/CVPR.2018.00282.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.Learning Monocular 3D Human Pose Estimation from Multi-view Images
2018. Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, UT, Jun 18-23, 2018. p. 8437 - 8446. DOI : 10.1109/CVPR.2018.00880.Variational Methods for Human Modeling
Lausanne, EPFL, 2018. DOI : 10.5075/epfl-thesis-8680.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.A Domain-Adaptive Two-Stream U-Net For Electron Microscopy Image Segmentation
2018. International Symposium on Biomedical Imaging (ISBI), Washington, DC, Apr 04-07, 2018. p. 400 - 404. DOI : 10.1109/ISBI.2018.8363602.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. MICCAI, Granada, Spain, September 16-20, 2018. p. 283 - 291. DOI : 10.1007/978-3-030-00934-2_32.Learning to Reconstruct Texture-less Deformable Surfaces from a Single View
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
2018. International Conference on Machine Learning (ICML), Stockholm, Sweden, July, 2018. p. 472 - 481.2017
Reconstructing Evolving Tree Structures in Time Lapse Sequences by Enforcing Time-Consistency
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2017. International Conference on Medical Image Computing and Computer-Assisted Intervention (MCCAI), Quebec, Canada.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.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.Three-dimensional electron imaging and reconstruction of dislocations from a single acquisition
2017. Microscopy Conference, Lausanne, Switzerland.Vision-based detection of aircrafts and UAVs
Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7589.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.Method, System and Device for Direct Prediction of 3D Body Poses from Motion Compensated Sequence
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2017. MICCAI, Quebec City, Canada, September 10-14, 2017. p. 165 - 173. DOI : 10.1007/978-3-319-66185-8_19.Network Flow Integer Programming to Track Elliptical Cells in Time-Lapse Sequences
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Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2017. DOI : 10.1109/TPAMI.2016.2564408.Tilt-less 3-D electron imaging and reconstruction of complex curvilinear structures
Scientific Reports. 2017. DOI : 10.1038/s41598-017-07537-6.Learning Lightprobes for Mixed Reality Illumination
2017. International Symposium on Mixed and Augmented Reality (ISMAR), Nantes, France, October 9–13, 2017.Stereo-vision three-dimensional reconstruction of curvilinear structures imaged with a TEM
Ultramicroscopy. 2017. DOI : 10.1016/j.ultramic.2017.08.010.Geometric Graph Matching Using Monte Carlo Tree Search
Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2017. DOI : 10.1109/Tpami.2016.2636200.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.Imposing Hard Constraints on Deep Networks: Promises and Limitations
2017. CVPR Workshop on Negative Results in Computer Vision, Hawaii, HI, 2017.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.2017.266.2016
Towards Scalable Segmentation of 3D Image Stacks
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6937.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.Globally Optimal Cell Tracking using Integer Programming
2016Computer vision profiling of neurite outgrowth dynamics reveals spatio-temporal modularity of Rho GTPase signaling
Journal of Cell Biology. 2016. DOI : 10.1083/jcb.201506018.Principled 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.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.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.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.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.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.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.Tracking Interacting Objects Using Intertwined Flows
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2513406.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.Multiscale Centerline Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2462363.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.Parsing human skeletons in an operating room
Machine Vision and Applications. 2016. DOI : 10.1007/s00138-016-0792-4.Automated Reconstruction of Evolving Curvilinear Tree Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6930.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.Multiscale Centerline Extraction Based on Regression and Projection onto the Set of Elongated Structures
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7241.Template-based Monocular 3-D Shape Reconstruction And Tracking Using Laplacian Meshes
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6891.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.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.Template-based Monocular 3D Shape Recovery using Laplacian Meshes
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2016. DOI : 10.1109/Tpami.2015.2435739.Measuring the accuracy of softball impact simulations
Sports Engineering. 2016. DOI : 10.1007/s12283-016-0210-1.Robust 3D Object Pose Estimation and Tracking from Monocular Images in Industrial Environments
Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7282.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.Simultaneous segmentation and anatomical labeling of the cerebral vasculature
Medical Image Analysis. 2016. DOI : 10.1016/j.media.2016.03.006.2015
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.Detecting and Tracking Cells using Network Flow Programming
2015Dense 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.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.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.On Rendering Synthetic Images for Training an Object Detector
Computer Vision and Image Understanding. 2015. DOI : 10.1016/j.cviu.2014.12.006.Kullback-Leibler Proximal Variational Inference
2015. Advances in Neural Information Processing Systems (NIPS), Montreal, Canada, December 9, 2015. p. 3402 - 3410.Live Texturing of Augmented Reality Characters from Colored Drawings
IEEE Transactions on Visualization and Computer Graphics. 2015. DOI : 10.1109/Tvcg.2015.2459871.Learning Separable Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2015. DOI : 10.1109/Tpami.2014.2343229.Systems and methods for tracking interacting objects
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Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6632.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.Learning Structured Models for Segmentation of 2D and 3D Imagery
IEEE Transactions on Medical Imaging. 2015. DOI : 10.1109/TMI.2014.2376274.Non-Rigid Graph Registration using Active Testing Search
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2015. DOI : 10.1109/TPAMI.2014.2343235.Domain Adaptation for Microscopy Imaging
IEEE Transactions on Medical Imaging. 2015. DOI : 10.1109/Tmi.2014.2376872.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.Localizing Polygonal Objects in Man-Made Environments
Lausanne, EPFL, 2015. DOI : 10.5075/epfl-thesis-6622.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.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.Special Section: Pose & Gesture
Computer Vision And Image Understanding. 2015. DOI : 10.1016/j.cviu.2015.10.011.Modeling Brain Circuitry over a Wide Range of Scales
Frontiers in Neuroanatomy. 2015. DOI : 10.3389/fnana.2015.00042.NeuroMorph: A Toolset for the Morphometric Analysis and Visualization of 3D Models Derived from Electron Microscopy Image Stacks
Neuroinformatics. 2015. DOI : 10.1007/s12021-014-9242-5.2014
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2014Reconstructing 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.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.Learning and Matching Binary Local Feature Descriptors
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6226.[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.Better features for image categorization and segmentation
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6031.Efficient scanning for em based target localization
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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.Dense Methods for Image Alignment with an Application to 3D Tracking
2014Re-Identification for Improved People Tracking
Person Re-Identification; Springer, 2014. p. 309 - 330.Multi-Commodity Network Flow for Tracking Multiple People
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2014. DOI : 10.1109/Tpami.2013.210.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.Real-time landing place assessment in man-made environments
Machine Vision And Applications. 2014. DOI : 10.1007/s00138-013-0560-7.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.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.Multiple 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.Dendritic tree extraction from noisy maximum intensity projection images in C-elegans
Biomedical Engineering Online. 2014. DOI : 10.1186/1475-925X-13-74.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.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.Identity-Preserving Multiple People Tracking
Lausanne, EPFL, 2014. DOI : 10.5075/epfl-thesis-6035.Receptive Fields Selection for Binary Feature Description
IEEE Transactions on Image Processing. 2014. DOI : 10.1109/TIP.2014.2317981.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.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.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 - 361.2013
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.Learning Context Cues for Synapse Segmentation
IEEE Transactions on Medical Imaging. 2013. DOI : 10.1109/Tmi.2013.2267747.Stochastic Exploration of Ambiguities for Non-Rigid Shape Recovery
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2013. DOI : 10.1109/Tpami.2012.102.Learning Discriminative Features and Structured Models for Segmentation in Microscopy and Natural Images
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5836.Semi-Automated Reconstruction of Curvilinear Structures in Noisy 2D images and 3D image stacks
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.Boosting Binary Keypoint Descriptors
2013. Computer Vision and Pattern Recognition (CVPR), Portland, USA. p. 2874 - 2881. DOI : 10.1109/Cvpr.2013.370.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.Method and apparatus for multiple object tracking with k-shortest paths
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Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5933.Non-Linear Domain Adaptation with Boosting
2013. Neural Information Processing Systems (NIPS), Lake Tahoe, Nevada, USA, December 5-8, 2013.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.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.Learning Separable Filters with Shared Parts
2013Multi-camera face detection and recognition applied to people tracking
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.Separable Filter Learning with Tensor Decomposition
2013Tracking Multiple Players using a Single Camera
2013KernelBoost: Supervised Learning of Image Features For Classification
2013Keypoint Recognition using Random Forests and Random Ferns
Decision Forests for Computer Vision and Medical Image Analysis; Springer, 2013. p. 111 - 124.Tracklet-based Multi-Commodity Network Flow for Tracking Multiple People
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2013. 16th Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Nagoya, Japan, September 22-26, 2013.Tubular Geodesics using Oriented Flux: An ITK Implementation
Insight Journal. 2013.TPAMI CVPR Special Section
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2013. DOI : 10.1109/TPAMI.2013.208.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.Facial Descriptors for Identity-Preserving Multiple People Tracking
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.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
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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.Learning Separable Filters
2012BRIEF: Computing a Local Binary Descriptor Very Fast
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.222.AUTOMATIC 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.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 to Detect Objects with Minimal Supervision
Lausanne, EPFL, 2012. DOI : 10.5075/epfl-thesis-5310.Monocular 3D Reconstruction of Locally Textured Surfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.196.Supervoxel-Based Segmentation of Mitochondria in EM Image Stacks with Learned Shape Features
IEEE Transactions on Medical Imaging. 2012. DOI : 10.1109/TMI.2011.2171705.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.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.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.A Real-Time Deformable Detector
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2012. DOI : 10.1109/TPAMI.2011.117.Robust Non-Rigid Registration of 2D and 3D Graphs
2012. Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, June 2012. p. 996 - 1003. DOI : 10.1109/CVPR.2012.6247776.Real time multi-object tracking using multiple cameras
2012Efficient 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.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.Worldwide 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.Transfer Learning by Sharing Support Vectors
2012Laplacian Meshes for Monocular 3D Shape Recovery
2012. European Conference on Computer Vision, Florence, October 2012.Resolving Ambiguities in Monocular 3D Reconstruction of Deformable Surfaces
Lausanne, EPFL, 2012. DOI : 10.5075/epfl-thesis-5458.Efficient Large Scale Multi-View Stereo for Ultra High Resolution Image Sets
Machine Vision and Applications. 2012. DOI : 10.1007/s00138-011-0346-8.On the Relevance of Sparsity for Image Classification
2012Learning Context Cues for Synapse Segmentation in EM Volumes
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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.myCopter – Enabling Technologies for Personal Aerial Transportation Systems
2011. International HELI World Conference, Frankfurt/Main, Germany, 2011.Conditional 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
2011Are 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.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.Multiple Object Tracking using K-Shortest Paths Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2011. DOI : 10.1109/TPAMI.2011.21.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.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.Filter Learning for Linear Structure Segmentation
2011Long 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.Automated Detection and Delineation of Tree Structures in Noisy Micrographs
Lausanne, EPFL, 2011. DOI : 10.5075/epfl-thesis-5065.myCopter – Enabling Technologies for Personal Aerial Transportation Systems.
2011. European Rotorcraft Forum, Vergiate/Gallarate, Italy, September 13-15, 2011.Learning Real-Time Perspective Patch Rectification
International Journal of Computer Vision. 2011. DOI : 10.1007/s11263-010-0379-x.myCopter: 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.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.Automated Reconstruction of Dendritic and Axonal Trees by Global Optimization with Geometric Priors
Neuroinformatics. 2011. DOI : 10.1007/s12021-011-9122-1.Real-time vehicle tracking for driving assistance
Machine Vision and Applications. 2011. DOI : 10.1007/s00138-009-0243-6.2010
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.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.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.Robust, High-Speed Interest Point Matching for Real-Time Applications
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4868.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.Simultaneous Pose, Correspondence and Non-Rigid Shape
2010. Conference on Computer Vision and Pattern Recognition. p. 1189 - 1196. DOI : 10.1109/CVPR.2010.5539831.Bridging the Gap between Detection and Tracking for 3D Human Motion Recovery
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4699.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.Pareto-optimal Dictionaries for Signatures
2010. Conference on Computer Vision and Pattern Recognition, June. p. 3011 - 3018. DOI : 10.1109/CVPR.2010.5540050.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.SLIC Superpixels
2010Learning Pose Invariant and Covariant Classifiers from Image Sequences
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4746.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.Daisy: An Efficient Dense Descriptor Applied to Wide Baseline Stereo
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2010. DOI : 10.1109/TPAMI.2009.77.Fast Keypoint Recognition using Random Ferns
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2010. DOI : 10.1109/TPAMI.2009.23.Large occlusion completion using normal maps
2010. Asian Conference on Computer Vision, Queenstown, New Zealand, November 8-12, 2010.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.Least-Squares Minimization Under Constraints
2010Pareto-optimal Dictionaries for Signatures
2010. Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, CA, Jun 13-18, 2010. p. 3011 - 3018. DOI : 10.1109/CVPR.2010.5540050.Combining Geometric and Appearance Priors for Robust Homography Estimation
2010. p. 58 - 72. DOI : 10.1007/978-3-642-15558-1_5.Monocular 3D Reconstruction of Locally Textured Surfaces
2010View-Based Maps
International Journal of Robotics Research. 2010. DOI : 10.1177/0278364910370376.Pedestrian localization, tracking and behavior analysis from multiple cameras
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4629.BRIEF: Binary Robust Independent Elementary Features
2010. 11th European Conference on Computer Vision (ECCV). p. 778 - 792. DOI : 10.1007/978-3-642-15561-1_56.Deformable Surface 3D Reconstruction from Monocular Images
Morgan-Claypool.DAISY: A Fast Descriptor for Dense Wide Baseline Stereo and Multiview Reconstruction
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4830.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.LDAHash: Improved matching with smaller descriptors
2010L'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
20102009
Joint Pose Estimator and Feature Learning for Object Detection
2009. IEEE International Conference on Computer Vision. p. 1373 - 1380. DOI : 10.1109/ICCV.2009.5459304.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.Specularities as an information source in the presence of texture
Lausanne, EPFL, 2009. DOI : 10.5075/epfl-thesis-4387.Capturing 3D Stretchable Surfaces from Single Images in Closed Form
2009. Computer Vision and Pattern Recognition (CVPR). p. 1842 - 1849. DOI : 10.1109/CVPR.2009.5206758.Observable Subspaces for 3D Human Motion Recovery
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.Learning Rotational Features for Filament Detection
2009. International Conference on Computer Vision and Pattern Recognition. p. 1582 - 1589. DOI : 10.1109/CVPR.2009.5206511.View-Based Maps
2009. Robotics: Science and Systems Conference, Seattle, June 2009.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.Multiple Object Tracking using Flow Linear Programming
2009Pose Estimation for Category Specific Multiview Object Localization
2009. Conference on Computer Vision and Pattern Recognition, Miami, 2009. p. 778 - 785. DOI : 10.1109/CVPR.2009.5206633.Compact 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
Leonardo. 2009. DOI : 10.1162/leon.2009.42.4.350.EPnP: An Accurate O(n) Solution to the PnP Problem
International Journal Of Computer Vision. 2009. DOI : 10.1007/s11263-008-0152-6.Template-Free Monocular Reconstruction of Deformable Surfaces
2009. International Conference on Computer Vision, Kyoto, September 27 - October 4, 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.Compact Signatures for High-speed Interest Point Description and Matching
2009. International Conference on Computer Vision, September, 2009.Training for Task Specific Keypoint Detection
2009. DAGM Symposium on Pattern Recognition, Jena, GERMANY, Sep 09-11, 2009. p. 151 - 160. DOI : 10.1007/978-3-642-03798-6_16.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.Evaluation of Probabilistic Occupancy Map People Detection for Surveillance Systems
2009. IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, Miami, Florida, USA, June 20-25, 2009. p. 55 - 62.Learning and recovering 3D surface deformations
Lausanne, EPFL, 2009. DOI : 10.5075/epfl-thesis-4270.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.2009.5206514.2008
Automated Delineation of Dendritic Networks in Noisy Image Stacks
2008. European Conference on Computer Vision. p. 214 - 227. DOI : 10.1007/978-3-540-88693-8_16.A fast local descriptor for dense matching
2008. Conference on Computer Vision and Pattern Recognition, Alaska, USA, June 24-26, 2008. DOI : 10.1109/CVPR.2008.4587673.Retrieving multiple light sources in the presence of specular reflections and texture
Computer Vision And Image Understanding. 2008. DOI : 10.1016/j.cviu.2007.11.002.Linking Pose and Motion
2008. European Conference on Computer Vision, Marseille, October 12-18, 2008. p. 200 - 213. DOI : 10.1007/978-3-540-88693-8_15.Fast Non-Rigid Surface Detection, Registration and Realistic Augmentation
International Journal of Computer Vision. 2008. DOI : 10.1007/s11263-006-0017-9.Automated Delineation of Dendritic Networks in Noisy Image Stacks
2008. European Conference on Computer Vision, Marseille, October 13-16, 2008. p. 214 - 227. DOI : 10.1007/978-3-540-88693-8_16.Multi-Camera Tracking and Atypical Motion Detection with Behavioral Maps
2008. Proceedings of the 10th European Conference on Computer Vision, Marseille, October 12-18, 2008. p. 112 - 125. DOI : 10.1007/978-3-540-88690-7_9.Keypoint Signatures for Fast Learning and Recognition
2008. European Conference on Computer Vision, Marseille, FRANCE, Oct 12-18, 2008. p. 58 - 71. DOI : 10.1007/978-3-540-88682-2_6.Tracking Articulated Bodies using Generalized Expectation Maximization
2008. CVPR Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment, Anchorage, June 27-28, 2006. DOI : 10.1109/CVPRW.2008.4563073.A Generative Model for True Orthorectification
2008. ISPRS Congress Beijing 2008, Beijing, 2008.Making Background Subtraction Robust to Sudden Illumination Changes
2008. European Conference on Computer Vision, Marseille, France, Oct 12-18, 2008. p. 567 - 580. DOI : 10.1007/978-3-540-88693-8_42.Local deformation models for monocular 3D shape recovery
2008. IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, AK, Jun 23-28, 2008. p. 1213 - 1220. DOI : 10.1109/CVPR.2008.4587499.Principled Detection-by-Classification from Multiple Views
2008. International Conference on Computer Vision Theory and Applications, Funchal, Madeira, January 22-25, 2008. p. 375 - 382.Augmented reality for non-rigid surfaces
Lausanne, EPFL, 2008. DOI : 10.5075/epfl-thesis-4192.Pose Priors for Simultaneously Solving Alignment and Correspondence
2008. European Conference on Computer Vision, Marseille, France, Oct 12-18, 2008. p. 405 - 418. DOI : 10.1007/978-3-540-88688-4_30.Multi-Camera People Tracking with a Probabilistic Occupancy Map
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2008. DOI : 10.1109/TPAMI.2007.1174.Closed-Form Solution to Non-rigid 3D Surface Registration
2008. European Conference on Computer Vision, Marseille, FRANCE, Oct 12-18, 2008. p. 581 - 594. DOI : 10.1007/978-3-540-88693-8_43.3D pose refinement from reflections
2008. IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, AK, Jun 23-28, 2008. p. 1205 - 1212. DOI : 10.1109/CVPR.2008.4587498.IA Generative Model for True Orthorectification
2008. ISPRS Congress, Beijing, 2008. p. 303 - 308.On Benchmarking Camera Calibration and Multi-View Stereo for High Resolution Imagery
2008. IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, June 24-26, 2008. DOI : 10.1109/CVPR.2008.4587706.Keypoint Signatures for Fast Learning and Recognition
2008. European Conference on Computer Vision, Marseilles, October 2008. p. 58 - 71. DOI : 10.1007/978-3-540-88682-2_6.2007
Accurate Non-Iterative O(n) Solution to the PnP Problem
2007. International Conference on Computer Vision, 2007.Retexturing in the Presence of Complex Illumination and Occlusions
2007. International Symposium on Mixed and Augmented Reality, Nara, Japan, November, 2007.Fast Keypoint Recognition in Ten Lines of Code
2007. IEEE Conference on Computer Vision and Pattern Recognition, Minneapolis, June 18-23, 2007. DOI : 10.1109/CVPR.2007.383123.Spatio-temporal human pose detection
Lausanne, EPFL, 2007. DOI : 10.5075/epfl-thesis-3903.Bridging the Gap between Detection and Tracking for 3D Monocular Video-Based Motion Capture
2007. IEEE Conference on Computer Vision and Pattern Recognition, Minneapolis, June 17-22, 2007. p. 1 - 8. DOI : 10.1109/CVPR.2007.383297.Robust Multi-View Change Detection
2007. British Machine Vision Conference, Warwick, September 10-13, 2007. p. 72.1 - 72.10. DOI : 10.5244/C.21.72.Surface Deformation Models for Non-Rigid 3--D Shape Recovery
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2007. DOI : 10.1109/TPAMI.2007.1080.Implicit Meshes for Effective Silhouette Handling
International Journal of Computer Vision. 2007. DOI : 10.1007/s11263-006-8595-0.Accurate non-iterative O(n) solution to the PnP problem
2007. 11th IEEE International Conference on Computer Vision, Rio de Janeiro, BRAZIL, Oct 14-21, 2007. p. 2252 - 2259. DOI : 10.1109/ICCV.2007.4409116.2006
Temporal Motion Models for Monocular and Multiview 3–D Human Body Tracking
Computer Vision and Image Understanding. 2006. DOI : 10.1016/j.cviu.2006.08.006.Robust People Tracking with Global Trajectory Optimization
2006. IEEE Computer Society Conference on Computer Vision and Pattern Recognition, New York, June 17-22, 2006. p. 744 - 750. DOI : 10.1109/CVPR.2006.258.Dendrite Tracking in Microscopic Images using Minimum Spanning Trees and Localized E-M
2006Keypoint Recognition using Randomized Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2006. DOI : 10.1109/TPAMI.2006.188.Motion models for robust 3D human body tracking
Lausanne, EPFL, 2006. DOI : 10.5075/epfl-thesis-3541.Implicit Meshes for Surface Reconstruction
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2006. DOI : 10.1109/TPAMI.2006.37.3D people tracking with Gaussian process dynamical models
2006. Computer Vision and Pattern Recognition, June, 2006. p. 238 - 245. DOI : 10.1109/CVPR.2006.15.Feature Harvesting for Tracking-by-Detection
2006. European Conference on Computer Vision, Graz, May 7-13, 2006. p. 592 - 605. DOI : 10.1007/11744078_46.Human body pose detection using Bayesian spatio-temporal templates
Computer Vision and Image Understanding. 2006. DOI : 10.1016/j.cviu.2006.07.007.Estimation and visualization of sagittal kinematics of lower limbs orientation using body-fixed sensors
Ieee Transactions on Biomedical Engineering. 2006. DOI : 10.1109/TBME.2006.873678.An all-in-one solution to geometric and photometric calibration
2006. International Symposium on Mixed and Augmented Reality, Santa Barbara, CA, October 2006. DOI : 10.1109/ISMAR.2006.297796.2005
Fast Texture-Based Tracking and Delineation Using Texture Entropy
2005. p. 1154 - 1160. DOI : 10.1109/ICCV.2005.97.Priors for People Tracking from Small Training Sets
2005. International Conference in Computer Vision. p. 403 - 410. DOI : 10.1109/ICCV.2005.193.Augmenting Deformable Objects in Real-Time
2005. International Symposium on Mixed and Augmented Reality, Vienna, Austria, October 2005. p. 134 - 137. DOI : 10.1109/ISMAR.2005.18.An Investigation of Model Bias in 3D Face Tracking
2005. Conference on Analysis and Modelling of Faces and Gestures. p. 125 - 139. DOI : 10.1007/11564386_11.Implicit meshes : unifying implicit and explicit surface representations for 3D reconstruction and tracking
Lausanne, EPFL, 2005. DOI : 10.5075/epfl-thesis-3243.Human Body Pose Recognition Using Spatio-Temporal Templates
2005. ICCV workshop on Modeling People and Human Interaction, Beijing, China.Hierarchical Implicit Surface Joint Limits for Human Body Tracking
Computer Vision and Image Understanding. 2005. DOI : 10.1016/j.cviu.2005.01.005.Real-Time Non-Rigid Surface Detection
2005. Conference on Computer Vision and Pattern Recognition, San Diego, CA. p. 822 - 828. DOI : 10.1109/CVPR.2005.293.Physically Valid Shape Parameterization for Monocular 3-D Deformable Surface Tracking
2005. p. 12.1 - 12.10. DOI : 10.5244/C.19.12.Parameterizing Deformable Surfaces for Monocular 3--D Tracking
2005Randomized Trees for Real-Time Keypoint Recognition
2005. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), San Diego, CA. p. 775 - 781. DOI : 10.1109/CVPR.2005.288.Fixed Point Probability Field for Complex Occlusion Handling
2005. p. 694 - 700. DOI : 10.1109/ICCV.2005.102.Probabilistic modeling of texture transition for fast tracking and delineation
Lausanne, EPFL, 2005. DOI : 10.5075/epfl-thesis-3377.Classifier-based Contour Tracking for Rigid and Deformable Objects
2005. British Machine Vision Conference. p. 56.1 - 56.10. DOI : 10.5244/C.19.56.Monocular 3--D Tracking of the Golf Swing
2005. Conference on Computer Vision and Pattern Recognition, San Diego. p. 932 - 939. DOI : 10.1109/CVPR.2005.229.Implicit Surfaces Make for Better Silhouettes
2005. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), San Diego, CA. p. 1135 - 1142. DOI : 10.1109/CVPR.2005.185.Multiple Light Sources Recovery in the Presence of Specularities and Texture
2005Real-Time Non-Rigid Surface Detection
2005. Conference on Computer Vision and Pattern Recognition, San Diego, CA, June 2005. p. 822 - 828. DOI : 10.1109/CVPR.2005.293.Monocular Model-Based 3D Tracking of Rigid Objects: A Survey
Foundations and Trends in Computer Graphics and Vision. 2005. DOI : 10.1561/0600000001.2004
Style-based Motion Synthesis
Computer Graphics Forum. 2004. DOI : 10.1111/j.1467-8659.2004.00809.x.Point Matching as a Classification Problem for Fast and Robust Object Pose Estimation
2004. Conference on Computer Vision and Pattern Recognition. DOI : 10.1109/CVPR.2004.1315170.Real-time non-rigid surface detection
2004Accurate Face Models from Uncalibrated and Ill-Lit Video Sequences
2004Fixed Point Probability Field for Occlusion Handling
2004Using biomechanical constraints to improve video-based motion capture
Lausanne, EPFL, 2004. DOI : 10.5075/epfl-thesis-2892.3D Human Body Tracking using Deterministic Temporal Motion Models
2004Hierarchical Implicit Surface Joint Limits to Constrain Video-Based Motion Capture
2004. European Conference on Computer Vision, Prague, Czech Republic. p. 405 - 418. DOI : 10.1007/978-3-540-24671-8_32.Point Matching as a Classification Problem for Fast and Robust Object Pose Estimation
20043--D Motion Analysis and Synthesis from Inertial Gyroscopes and Image Data
2004.Fast Texture-Based Tracking and Delineation Using Texture Entropy
20043D Tracking for Gait Characterization and Recognition
2004. DOI : 10.1109/AFGR.2004.1301503.Combining 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.Randomized Trees for Real-Time Keypoint Recognition
20043D Tracking for Gait Characterization and Recognition
2004Mahalanobis Motion Generation
2004Stable Real-Time 3D Tracking Using Online and Offline Information
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2004. DOI : 10.1109/TPAMI.2004.92.A Stable Real-Time AR Framework for Training and Planning in Industrial Environments
2004. p. 129 - 146. DOI : 10.1007/978-1-4471-3873-0_8.Implicit Meshes Make for Better Silhouettes
2004Implicit Meshes for Surface Reconstruction
2004Markov-based Silhouette Extraction for Three--Dimensional Body Tracking in Presence of Cluttered Background
2004. British Machine Vision Conference. p. 17.1 - 17.10. DOI : 10.5244/C.18.17.Towards Recognizing Feature Points using Classification Trees
2004Accurate 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
2004. 8th European Conference on Computer Vision, Prague, CZECH REPUBLIC, May 11-14, 2004. p. 92 - 106. DOI : 10.1007/978-3-540-24672-5_8.Multi modal tracking in complex environments for augmented reality applications
Lausanne, EPFL, 2004. DOI : 10.5075/epfl-thesis-3114.Monocular 3-D Tracking of the Golf Swing
2004Hierarchical Implicit Surface Joint Limits for Human Body Tracking
2004Texture Boundary Detection for Real-Time Tracking
2004.Stable Real-Time AR Framework for Training and Planning in Industrial Environments
Virtual and Augmented Reality Applications in Manufacturing; Springer-Verlag, 2004. p. 129 - 145.2003
Self-consistency and MDL: a paradigm for evaluating point correspondence algorithms and detecting change
International Journal of Computer Vision. 2003. DOI : 10.1023/A:1020940807324.Automatic Determination of Shoulder Joint Limits using Experimentally Determined Quaternion Field Boundaries
International Journal of Robotics Research. 2003. DOI : 10.1177/0278364903022006005.Fully Automated and Stable Registration for Augmented Reality Applications
2003. International Symposium on Mixed and Augmented Reality, Tokyo, Japan. DOI : 10.1109/ISMAR.2003.1240692.Robust tracking and segmentation of human motion in an image sequence
2003. p. 29 - 32. DOI : 10.1109/ICASSP.2003.1199099.From Explicit to Implicit Surfaces for Visualization, Animation and Modeling
2003.Least Squares Matching Tracking Algorithm for Human Body Modeling
2003. XIX Congress for the International Society for Photogrammetry and Remote Sensing Congress, Amsterdam, Netherlands, 16-23 July 2003.Stable Real-Time Interaction Between Virtual Humans and Real Scenes
2003. International Conference on 3-D Digital Imaging and Modeling, Banff, Alberta, Canada. p. 449 - 456. DOI : 10.1109/IM.2003.1240281.Fusing Online and Offline Information for Stable 3D Tracking in Real-Time
2003. Conference on Computer Vision and Pattern Recognition, Madison, WI, USA. DOI : 10.1109/CVPR.2003.1211476.Bundle Adjustment for Markerless Body Tracking in Monocular Video Sequences
2003.Articulated Soft Objects for Multi-View Shape and Motion Capture
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2003. DOI : 10.1109/TPAMI.2003.1227995.Robust Data Association For Online Applications
2003. DOI : 10.1109/CVPR.2003.1211365.Generic Deformable Implicit Mesh Models for Automated Reconstruction
2003. ICCV workshop on Higher-Level Knowledge in 3D Modelling and Motion Analysis, Nice, France. p. 29 - 38. DOI : 10.1109/HLK.2003.1240856.Real-time augmented face
2003. International Symposium on Mixed and Augmented Reality. p. 346 - 347. DOI : 10.1109/ISMAR.2003.1240753.Visual Golf Club Tracking for Enhanced Swing Analysis Tools
2003. British Machine Vision Conference, Norwich, UK. p. 47.1 - 47.10. DOI : 10.5244/C.17.47.Implicit Meshes for Modeling and Reconstruction
2003. Conference on Computer Vision and Pattern Recognition, Madison, WI. DOI : 10.1109/CVPR.2003.1211506.2002
Polyhedral object detection and pose estimation for augmented reality applications
2002. Computer Animation, Geneva, Switzerland. p. 65 - 69. DOI : 10.1109/CA.2002.1017508.An Automatic Method For Determining Quaternion Field Boundaries for Ball-and-Socket Joint Limits
2002. Automated Face and Gesture Recognition, Washington, DC. p. 95 - 100. DOI : 10.1109/AFGR.2002.1004138.The radiometry of multiple images
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2002. DOI : 10.1109/34.982882.Model-Based Silhouette Extraction for Accurate People Tracking
2002. European Conference on Computer Vision, Copenhagen, Denmark. p. 325 - 339. DOI : 10.1007/3-540-47967-8_22.Recovery of Reflectances and Varying Illuminants from Multiple Views
2002. European Conference on Computer Vision, Copenhagen, Denmark. p. 163 - 179. DOI : 10.1007/3-540-47977-5_11.Markerless Full Body Shape and Motion Capture from Video Sequences
2002.Using Dirichlet Free Form Deformation to Fit Deformable Models to Noisy 3-D Data
2002. European Conference on Computer Vision (ECCV), Copenhagen, Denmark. p. 704 - 717. DOI : 10.1007/3-540-47967-8_47.2001
Using skeleton-based tracking to increase the reliability of optical motion capture
Human Movement Science. 2001. DOI : 10.1016/S0167-9457(01)00050-1.Real-Time 3D Object Recognition for Automatic Tracker Initialization
2001. International Symposium on Augmented Reality, Newyork, USA, 29-30 October, 2001. p. 175 - 176. DOI : 10.1109/ISAR.2001.970529.Tracking and Modeling People in Video Sequences
Computer Vision and Image Understanding. 2001. DOI : 10.1006/cviu.2000.0891.Human body modeling from video sequences
Lausanne, EPFL, 2001. DOI : 10.5075/epfl-thesis-2493.On Implicit Modeling for Fitting Purposes
2001. p. 109 - 119. DOI : 10.1007/978-0-306-47002-8_10.Interaction Techniques with Virtual Humans in Mixed Environments
2001. International Symposium on Mixed Reality, Tokyo, Japan.Interaction Techniques with Virtual Humans in Mixed Environments
2001.Incorporating Differential Constraints in the 3D Reconstruction Process : Application to Stereo
2001. International Conference on Computer Vision, Vancouver, Canada. p. 573 - 580. DOI : 10.1109/ICCV.2001.937569.Articulated Soft Objects for Video-based Body Modeling
2001. International Conference on Computer Vision, Vancouver, Canada. p. 394 - 401. DOI : 10.1109/ICCV.2001.937545.2000
Detecting Changes in 3-D Shape using Self-Consistency
2000. Conference on Computer Vision and Pattern Recognition, Hilton Head Island, SouthCarolina. p. 395 - 402. DOI : 10.1109/CVPR.2000.855846.Selected publications
| R. Achanta, A. Shaj, K. Smith, A. Lucchi, P. Fua, and S. S�sstrunk. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, num. 11, p. 2274 - 2282, 2012. |
SLIC Superpixels Compared to State-of-the-art Superpixel Methods |
| F Fleuret, J Berclaz, R Lengagne, and P Fua Pattern Analysis and Machine Intelligence, 30 (2), 267-282, 2008 |
Multicamera People Tracking with a Probabilistic Occupancy Map |
| V. Lepetit and P. Fua Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, Nr. 9, pp. 1465--1479, 2006. |
Keypoint Recognition using Randomized Trees |
| P. Fua and Y. G. Leclerc International Journal of Computer Vision, Vol. 16, pp. 35-56, 1995. |
Object-Centered Surface Reconstruction: Combining Multi-Image Stereo and Shading |
| P. Fua Machine Vision and Applications, Vol. 6, Nr. 1, pp. 35-49, 1993. |
A Parallel Stereo Algorithm that Produces Dense Depth Maps and Preserves Image Features |
Teaching & PhD
Teaching
Computer Science
Communication Systems
PhD Students
Chen Yihong, Deng Zhantao, Dumery Corentin Camille Marius, Durasov Nikita, Fan Aoxiang, Javed Saqib, Li Ren, Sayin Mercadier Deniz, Stella Federico, Talabot Nicolas, Wei Zhen, Zhang Tianzong, Zhao Chen,Past EPFL PhD Students
Ali Karim , Bagautdinov Timur , Baqué Pierre Bruno , Becker Carlos Joaquin , Bednarík Jan , Ben Shitrit Horesh Beny , Berclaz Jérôme , Bermúdez Chacón Róger , Bhattacharjee Deblina , Calonder Michael , Crivellaro Alberto , Davydov Andrey , Fossati Andrea , Glowacki Przemyslaw Rafal , González Serrano Germán , Guillard Benoît Alain René , Guo Shuxuan , Günel Semih , Honzátko David , Katircioglu Isinsu , Kiciroglu Sena , Konyushkova Ksenia , Lis Krzysztof Maciej , Liu Weizhe , Lucchi Aurélien , Maksai Andrii , Mosinska Agata Justyna , Nakka Krishna Kanth , Ngo Tien Dat , Oner Doruk , Pilet Julien , Remelli Edoardo , Rigamonti Roberto , Rozantsev Artem , Salzmann Mathieu , Sironi Amos , Sun Xiaolu , Tekin Bugra , Tola Engin , Trzcinski Tomasz Piotr , Tyszkiewicz Michal Jan , Türetken Engin , Varol Aydin , Vidit Vidit , Wang Xinchao , Wickramasinghe Pamuditha Udaranga , Yu Kaicheng , Özuysal Mustafa ,Courses
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.
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.