University of Waterloo

Video Analysis

Video analysis is a field within computer vision that involves the automatic interpretation of digital video using computer algorithms. Although humans are readily able to interpret digital video, developing algorithms for the computer to perform the same task has been highly evasive and is now an active research field. Applications include tracking people who are walking; interpreting actions of moving objects and people; and using the technology to replace the array of screens used in monitoring high risk environments, such as airport security. Fundamental problems in video analysis include denoising, searching for events in video, object extraction (e.g., extract all the people in the scene), scale indifference (e.g. recognizing small trees or large trees, or trees close or far to the camera), reconstructing 3d scene information from video, removing vibration or jitter in the video, and spatially and temporally aligning video captured from multiple cameras. The VIP lab has active research in the field of video analysis.

Related people

Directors

Students

Alumni

Related demos

Action Recognition in Video

Related publications

Journal Articles

Nazemi A., Javad Shafiee M., Gharaee Z., and Fieguth P, "Memory-Efficient Continual Learning Object Segmentation for Long Videos", IEEE Access, vol. 12, pp. 97067-97084, 2024. Get it here. Vats K., Walters P., Fani M., Clausi D.A., and Zelek J.S, "Player tracking and identification in ice hockey", Expert Systems with Applications, vol. 127, 2023. Get it here. Shaabana A., Gharaee Z., and Fieguth P, "Video Relationship Detection Using Mixture of Experts", IEEE Access, vol. 11, pp. 26048-26058, 2023. Get it here. Bidaki E.Z., Wong A., and Murphy P.J, "A Novel System for Ocular Surface Temperature Measurement and Tracking", IEEE Access, vol. 11, pp. 140893-140899, 2023. Get it here. Pfisterer K.J., Amelard R., Chung A.G., Syrnyk B., MacLean A., Keller H.H., and Wong A, "Automated food intake tracking requires depth-refined semantic segmentation to rectify visual-volume discordance in long-term ca", Scientific Reports, vol. 12, 2022. Get it here. Liu X., Yang X., Wang D., Wong A., Ma L., and Li L, "VidAF: A Motion-Robust Model for Atrial Fibrillation Screening From Facial Videos", IEEE Journal of Biomedical and Health Informatics, vol. 26, pp. 1672-1683, 2022. Get it here. Pfisterer K., Amelard R., Boger J., Keller H., Chung A., and Wong A, "Enhancing Food Intake Tracking in Long-term Care With Automated Food Imaging and Nutrient Intake Tracking (AFINI-T) Technology: ", JMIR Aging, vol. 5, 2022. Get it here. Cudlip A.C., Callaghan J.P., Dulhanty C., Wong A., and Dickerson C.R, "Quantifying supraspinatus tendon responses to exposures emulative of human physiological levels in an animal model", Journal of Biomechanics, vol. 122, 2021. Get it here. Liu X., Yang X., Wang D., and Wong A, "Detecting Pulse Rates from Facial Videos Recorded in Unstable Lighting Conditions: An Adaptive Spatiotemporal Homomorphic Filter", IEEE Transactions on Instrumentation and Measurement, vol. 70, 2021. Get it here. McNally W., Vats K., Wong A., and McPhee J, "EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation Using Accelerated Neuroevolution with Weight Transfer", IEEE Access, vol. 9, pp. 139403-139414, 2021. Get it here. Lee J.R., Wang L., and Wong A, "EmotionNet Nano: An Efficient Deep Convolutional Neural Network Design for Real-Time Facial Expression Recognition", Frontiers in Artificial Intelligence, vol. 3, 2021. Get it here. Younes G., Asmar D., and Zelek J, "Robustifying Direct VO to Large Baseline Motions", Communications in Computer and Information Science, vol. 127, pp. 477-496, 2020. Get it here. Morita P.P., Rocha A.S., Shaker G., Lee D., Wei J., Fong B., Thatte A., Karimi A., Xu L., Ma A., Wong A., and Boger J, "Comparative Analysis of Gait Speed Estimation Using Wideband and Narrowband Radars, Thermal Camera, and Motion Tracking Suit Tec", Journal of Healthcare Informatics Research, vol. 4, pp. 215-237, 2020. Get it here. Laschowski B., McNally W., Wong A., and McPhee J, "ExoNet Database: Wearable Camera Images of Human Locomotion Environments", Frontiers in Robotics and AI, vol. 7, 2020. Get it here. Liu X., Yang X., Jin J., and Wong A, "Detecting Pulse Wave from Unstable Facial Videos Recorded from Consumer-Level Cameras: A Disturbance-Adaptive Orthogonal Matchin", IEEE Transactions on Biomedical Engineering, vol. 67, pp. 3352-3362, 2020. Get it here. Famouri M., Azimifar Z., and Wong A, "A Novel Motion Plane-Based Approach to Vehicle Speed Estimation", IEEE Transactions on Intelligent Transportation Systems, vol. 20, pp. 1237-1246, 2019. Get it here. Pfisterer K.J., Boger J., and Wong A, "Prototyping the automated food imaging and nutrient intake tracking system: Modified participatory iterative design sprint", JMIR Human Factors, vol. 6, 2019. Get it here. Shafiee M.J., Siva P., Fieguth P., and Wong A, "Real-Time Embedded Motion Detection via Neural Response Mixture Modeling", Journal of Signal Processing Systems, vol. 90, pp. 931-946, 2018. Get it here. Fani M., Yazdi M., Clausi D.A., and Wong A, "Soccer Video Structure Analysis by Parallel Feature Fusion Network and Hidden-to-Observable Transferring Markov Model", IEEE Access, vol. 5, pp. 27322-27336, 2017. Get it here. Liu C., Wong A., Akhlagh Moayed A., Fieguth P., Bie H., and Bizheva K, "Automatic tracking of pupillary dynamics from in vivo functional optical coherence tomography images", Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization, vol. 4, pp. 306-316, 2016. Get it here. Kachouie N.N., and Fieguth P.W, "Extended-Hungarian-JPDA: Exact single-frame stem cell tracking", IEEE Transactions on Biomedical Engineering, vol. 54, pp. 2011-2019, 2015. Get it here. Jin F., Fieguth P., and Winger L, "Wavelet video denoising with regularized multiresolution motion estimation", Eurasip Journal on Applied Signal Processing, vol. 127, pp. 1-11, 2015. Get it here. Shafiee M.J., Azimifar Z., Wong A., and Wang Y, "A deep-structured conditional random field model for object silhouette tracking", PLoS ONE, vol. 10, 2015. Get it here. Shabani A.H., Zelek J.S., and Clausi D.A, "Multiple scale-specific representations for improved human action recognition", Pattern Recognition Letters, vol. 34, pp. 1771-1779, 2013. Get it here. Bullock D., and Zelek J, "Towards real-time 3-D monocular visual tracking of human limbs in unconstrained environments", Real-Time Imaging, vol. 11, pp. 323-353, 2013. Get it here. Bullock D.J., and Zelek J.S, "Real-time tracking for visual interface applications in cluttered and occluding situations", Image and Vision Computing, vol. 22, pp. 1083-1091, 2013. Get it here. Wang G., Zelek J.S., and Wu Q.M.J, "Structure and motion recovery based on spatial-and-temporal-weighted factorization", IEEE Transactions on Circuits and Systems for Video Technology, vol. 22, pp. 1590-1603, 2012. Get it here. Wong A., Shafiee M.J., and Azimifar Z, "Statistical Conditional Sampling for Variable-Resolution Video Compression", PLoS ONE, vol. 7, 2012. Get it here. Tung F., Zelek J.S., and Clausi D.A, "Goal-based trajectory analysis for unusual behaviour detection in intelligent surveillance", Image and Vision Computing, vol. 29, pp. 230-240, 2011. Get it here. Karimi A.-H., Wong A., and Bizheva K, "Automated detection and cell density assessment of keratocytes in the human corneal stroma from ultrahigh resolution optical coh", Biomedical Optics Express, vol. 2, pp. 2905-2916, 2011. Get it here. Siva P., Wayne Brodland G., and Clausi D, "Detection of mitoses in embryonic epithelia using motion field analysis", Computer Methods in Biomechanics and Biomedical Engineering, vol. 12, pp. 151-163, 2009. Get it here. Wong A., Dunk N.M., and Callaghan J.P, "A systematic approach to feature tracking of lumbar spine vertebrae from fluoroscopic images using complex-valued wavelets", Computer Methods in Biomechanics and Biomedical Engineering, vol. 12, pp. 607-616, 2009. Get it here. Korhonen M.D., Clausi D.A., and Jernigan M.E, "Modeling emotional content of music using system identification", IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 36, pp. 588-599, 2006. Get it here. Kachouie N.N., Fieguth P., Ramunas J., and Jervis E, "Probabilistic model-based cell tracking", International Journal of Biomedical Imaging, vol. 127, 2006. Get it here. Chen K., Abbasi N., Wong A., and Bizheva K, "In vivo, contactless, cellular resolution imaging of the human cornea with Powell lens based line field OCT", Scientific Reports, vol. 14, . Get it here.

Conference Papers

Bright J., Balaji B., Chen Y., Clausi D.A., and Zelek J.S, "PitcherNet: Powering the Moneyball Evolution in Baseball Video Analytics", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2024. Get it here. Huang Y., Chen Y., and Zelek J, "Zero-Shot Monocular Motion Segmentation in the Wild by Combining Deep Learning with Geometric Motion Model Fusion", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2024. Get it here. Li Y., Sridhar D., Liang H., and Wong A, "Spot the Difference! Temporal Coarse to Fine to Finer Difference Spotting for Action Recognition in Videos", Proceedings - IEEE International Conference on Multimedia and Expo, 2024. Get it here. Nazemi A., Moustafa Z., and Fieguth P, "CLVOS23: A Long Video Object Segmentation Dataset for Continual Learning", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2023. Get it here. Abedi H., Ansariyan A., Morita P.P., Wong A., Boger J., and Shaker G, "AI-Assisted Markerless Activity Tracking System for Supporting Aging and Wellness", 2023 IEEE Microwaves, Antennas, and Propagation Conference, MAPCON 2023, 2023. Get it here. Gebotys B., Wong A., and Clausi D.A, "M2A: Motion Aware Attention for Accurate Video Action Recognition", Proceedings - 2022 19th Conference on Robots and Vision, CRV 2022, 2022. Get it here. McNally W., Vats K., Wong A., and McPhee J, "Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-person Human Pose Estimation", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2022. Get it here. Liu X., Yang X., Wang D., Wong A., Ma L., and Li L, "VidAF: A Motion-Robust Model for Screening Atrial Fibrillation from Facial Videos", IEEE Journal of Biomedical and Health Informatics, 2022. Get it here. Vats K., Fani M., Clausi D.A., and Zelek J, "Puck localization and multi-task event recognition in broadcast hockey videos", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2021. Get it here. Liu X., Yang X., Meng Z., Wang Y., Zhang J., and Wong A, "MANet: A Motion-Driven Attention Network for Detecting the Pulse from a Facial Video with Drastic Motions", Proceedings of the IEEE International Conference on Computer Vision, 2021. Get it here. Vats K., Fani M., Walters P., Clausi D.A., and Zelek J, "Event detection in coarsely annotated sports videos via parallel multi receptive field 1D convolutions", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2020. Get it here. Hou Lee J.R., and Wong A, "TimeConvNets: A Deep Time Windowed Convolution Neural Network Design for Real-time Video Facial Expression Recognition", Proceedings - 2020 17th Conference on Computer and Robot Vision, CRV 2020, 2020. Get it here. Cai Z., Neher H., Vats K., Clausi D.A., and Zelek J, "Temporal hockey action recognition via pose and optical flows", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2019. Get it here. Vats K., Neher H., Clausi D.A., and Zelek J, "Two-stream action recognition in ice hockey using player pose sequences and optical flows", Proceedings - 2019 16th Conference on Computer and Robot Vision, CRV 2019, 2019. Get it here. Fani M., Vats K., Dulhanty C., Clausi D.A., and Zelek J, "Pose-projected action recognition hourglass network (PARHN) in soccer", Proceedings - 2019 16th Conference on Computer and Robot Vision, CRV 2019, 2019. Get it here. Vats K., Neher H., Wong A., Clausi D.A., and Zelek J, "Kptransfer: improved performance and faster convergence from keypoint subset-wise domain transfer in human pose estimation", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019. Get it here. Sankar V., Fieguth P., and Lamm M, "Human Visual System Inspired Artifact Reduction in Projector Compensation", Digest of Technical Papers - SID International Symposium, 2019. Get it here. McNally W., Vats K., Pinto T., Dulhanty C., McPhee J., and Wong A, "GolfDB: A video database for golf swing sequencing", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2019. Get it here. McNally W., Wong A., and McPhee J, "STAR-Net: Action recognition using spatiooral activation reprojection", Proceedings - 2019 16th Conference on Computer and Robot Vision, CRV 2019, 2019. Get it here. Wong A., Lin Z.Q., and Chwyl B, "AttoNets: Compact and efficient deep neural networks for the edge via human-machine collaborative design", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2019. Get it here. Fani M., Neher H., Clausi D.A., Wong A., and Zelek J, "Hockey Action Recognition via Integrated Stacked Hourglass Network", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2017. Get it here. Kasiri K., Gawish A., and Fieguth P, "Seam tracking in automated welding", 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017, 2017. Get it here. Shafiee M.J., Siva P., Fieguth P., and Wong A, "Embedded Motion Detection via Neural Response Mixture Background Modeling", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2016. Get it here. Chung A., Wang X.Y., Amelard R., Scharfenberger C., Leong J., Kulinski J., Wong A., and Clausi D.A, "High-resolution motion-compensated imaging photoplethysmography for remote heart rate monitoring", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2015. Get it here. Liu Y., Wong A., and Fieguth P, "A structure-guided conditional sampling model for video resolution enhancement", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Moayedi F., Azimifar Z., Fieguth P., and Kazemi A, "Adaptive multi-resolution CRF-based contour tracking", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Shafiee M.J., Azimifar Z., and Fieguth P, "Temporal conditional random fields: A conditional state space predictor for visual tracking", 2010 6th Iranian Conference on Machine Vision and Image Processing, MVIP 2010, 2015. Get it here. Shafiee M.J., Azimifar Z., and Fieguth P, "Model-based tracking: Temporal conditional random fields", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Kachouie N.N., and Fieguth P, "Toward an optimal solution for multitarget tracking", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Wang G., Zelek J.S., and Wu Q.M.J, "Robust structure from motion of nonrigid objects in the presence of outlying and missing data", Proceedings - 2013 International Conference on Computer and Robot Vision, CRV 2013, 2013. Get it here. Wang G., Zelek J.S., Wu Q.M.J., and Bajcsy R, "Robust rank-4 affine factorization for structure from motion", Proceedings of IEEE Workshop on Applications of Computer Vision, 2013. Get it here. Wang G., Zelek J.S, and Jonathan Wu Q.M, "Structure and motion factorization of nonrigid objects", 3D Reconstruction: Methods, Applications and Challenges, 2013. Get it here. Fakih A., and Zelek J, "Extending filter-based structure from motion to large baselines", Proceedings - 2011 Canadian Conference on Computer and Robot Vision, CRV 2011, 2013. Get it here. Fakih A., and Zelek J, "Efficient augmentation of the EKF structure from motion with frame-to-frame features", CRV 2010 - 7th Canadian Conference on Computer and Robot Vision, 2013. Get it here. Ng S., Fakih A., Fourney A., Poupart P., and Zelek J, "Probabilistic 3D tracking: rollator users' leg pose from coronal images", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2013. Get it here. Fakih A., and Zelek J, "Scalable near-optimal recursive structure from motion", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2013. Get it here. Ng S., Fakih A., Fourney A., Poupart P., and Zelek J, "Towards a mobility diagnostic tool: Tracking rollator users' leg pose with a monocular vision system", Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009, 2013. Get it here. Fakih A., and Zelek J, "Structure from Motion: Combining features correspondences and optical flow", Proceedings - International Conference on Pattern Recognition, 2013. Get it here. Fakih A.H., and Zelek J, "A factorized recursive estimation of structure and motion from image velocities", Proceedings - Fourth Canadian Conference on Computer and Robot Vision, CRV 2007, 2013. Get it here. Ersi E.F., and Zelek J, "Robust human skin detection in complex environments", VISAPP 2006 - Proceedings of the 1st International Conference on Computer Vision Theory and Applications, 2013. Get it here. Wu H., and Zelek J.S, "The extension of statistical face detection to face tracking", Proceedings - 1st Canadian Conference on Computer and Robot Vision, 2013. Get it here. Zelek J.S., and Asmar D, "A robot's spatial perception communicated via human touch", Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, 2013. Get it here. Zelek J.S., and Bullock D, "Real-time automated concurrent visual tracking of many animals and subsequent behavioural compilation", Proceedings of the IEEE International Conference on Computer Vision, 2013. Get it here. Scharfenberger C., Chakraborty S., Zelek J., and Clausi D, "Motion stereo-based collision avoidance for an intelligent smart car door system", IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC, 2012. Get it here. Shabani A.H., Clausi D.A., and Zelek J.S, "Evaluation of local spatio-temporal salient feature detectors for human action recognition", Proceedings of the 2012 9th Conference on Computer and Robot Vision, CRV 2012, 2012. Get it here. Bandekar N., Wong A., Clausi D., and Gorbet M, "A novel approach to automated cell counting for studying human corneal epithelial cells", Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2011. Get it here. Shabani A.H., Clausi D.A., and Zelek J.S, "Improved spatio-temporal salient feature detection for action recognition", BMVC 2011 - Proceedings of the British Machine Vision Conference 2011, 2011. Get it here. Miao Y.-Q., Fieguth P., and Kamel M.S, "Maneuvering head motion tracking by coarse-to-fine particle filter", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2011. Get it here. Wang G., Zelek J.S., and Wu Q.M.J, "Spatial-and-temporal-weighted structure from motion", Proceedings - 2011 Canadian Conference on Computer and Robot Vision, CRV 2011, 2011. Get it here. Glaister J., Chan C., Frankovich M., Tang A., and Wong A, "Hybrid video compression using selective keyframe identification and patch-based super-resolution", Proceedings - 2011 IEEE InternationalSymposium on Multimedia, ISM 2011, 2011. Get it here. Shabani A.-H., Zelek J.S., and Clausi D.A, "Human action recognition using salient opponent-based motion features", CRV 2010 - 7th Canadian Conference on Computer and Robot Vision, 2010. Get it here. Bizheva K., Hyun C., Eichel J., Hariri S., Mishra A., Clausi D., Fieguth P., Simpson T., and Hutchings N, "Evaluation of hypoxic swelling of human cornea with high speed, ultrahigh resolution optical coherence tomography", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2009. Get it here. Tung F., Zelek J.S., and Clausi D, "Efficient target recovery using stage for mean-shift tracking", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. Shabani H., Clausi D.A., and Zelek J.S, "Towards a robust spatio-temporal interest point detection for human action recognition", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. Zaboli S., and Clausi D.A, "Video pause detection using wavelets", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. El Nabbout N.M., Zelek J.S., and Clausi D, "Automatically detecting and tracking people walking through a transparent door with vision", Proceedings of the 5th Canadian Conference on Computer and Robot Vision, CRV 2008, 2008. Get it here. Wong A., Mishra A., Fieguth P., Clausi D., Dunk N.M., and Callaghan J.P, "Shape-guided active contour based segmentation and tracking of lumbar vertebrae in video fluoroscopy using complex wavelets", Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology", 2008. Get it here. Wong A., and Bishop W, "Practical perceptually adaptive approach to video logo placement in TV broadcasts", Canadian Conference on Electrical and Computer Engineering, 2007. Get it here. Hansen M., Wong A., and Bishop W, "A hardware implementation of real-time video deblocking using shifted thresholding", Canadian Conference on Electrical and Computer Engineering, 2007. Get it here. Wong A., and Kennings A, "Adaptive multiple texture approach to texture packing for 3D video games", Proceedings of the 2007 Conference on Future Play, Future Play '07, 2007. Get it here. Kachouie N.N., Fieguth P., Ramunas J., and Jervis E, "A statistical thresholding method for cell tracking", Sixth IEEE International Symposium on Signal Processing and Information Technology, ISSPIT, 2006. Get it here. Wong A., and Bishop W, "An efficient, parallel multi-key encryption of compressed video streams", Proceedings of the 8th IASTED International Conference on Signal and Image Processing, SIP 2006, 2006. Get it here. Wong A., and Bishop W, "Efficient deblocking of block-transform compressed images and video using shifted thresholding", Proceedings of the 8th IASTED International Conference on Signal and Image Processing, SIP 2006, 2006. Get it here. Wong A., and Bishop W, "Practical content-adaptive subsampling for image and video compression", ISM 2006 - 8th IEEE International Symposium on Multimedia, 2006. Get it here. Wong A., and Bishop W, "Adaptive perceptual degradation based on video usage", ISM 2006 - 8th IEEE International Symposium on Multimedia, 2006. Get it here. Jin F., Fieguth P., and Winger L, "Motion-compensated wavelet video denoising", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2004. Get it here. Jin F., Khellah F.M., Fieguth P.W., and Winger L, "Motion estimation of sparse, remotely-sensed fields", Canadian Conference on Electrical and Computer Engineering, 2001. Get it here. Fieguth Paul, and Terzopoulos Demetr, "Color-based tracking of heads and other mobile objects at video frame rates", Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1997. Get it here. Balaji B., Bright J., Prakash H., Chen Y., Clausi D.A., and Zelek J, "Jersey Number Recognition using Keyframe Identification from Low-Resolution Broadcast Videos", MMSports 2023 - Proceedings of the 6th International Workshop on Multimedia Content Analysis in Sports, Co-located with: MM 2023, . Get it here. Bright J., Chen Y., and Zelek J, "Mitigating Motion Blur for Robust 3D Baseball Player Pose Modeling for Pitch Analysis", MMSports 2023 - Proceedings of the 6th International Workshop on Multimedia Content Analysis in Sports, Co-located with: MM 2023, . Get it here.