Papers › Multi-view Tracking Using Weakly Supervised Human Motion Prediction

Multi-view Tracking Using Weakly Supervised Human Motion Prediction

19 Oct 2022arXiv:2210.10771archive 2025-07-28

Martin Engilberge, Weizhe Liu, Pascal Fua

Multi-view approaches to people-tracking have the potential to better handle occlusions than single-view ones in crowded scenes. They often rely on the tracking-by-detection paradigm, which involves detecting people first and then connecting the detections. In this paper, we argue that an even more effective approach is to predict people motion over time and infer people's presence in individual frames from these. This enables to enforce consistency both over time and across views of a single temporal frame. We validate our approach on the PETS2009 and WILDTRACK datasets and demonstrate that it outperforms state-of-the-art methods.

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cvlab-epfl/mvflow officialmentioned in paperpytorch report

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Tasks

Human motion predictionMulti-Object TrackingMultiview DetectionPredictionmotion prediction

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Multi-Object Tracking Wildtrack MVFlow IDF1 93.5 #3 of 9 Archive leaderboard report
Multi-Object Tracking Wildtrack MVFlow MOTA 91.3 #3 of 9 Archive leaderboard report
Multiview Detection Wildtrack MVFlow MODA 91.9 #5 of 10 Archive leaderboard report

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