Papers › MEEV: Body Mesh Estimation On Egocentric Video

MEEV: Body Mesh Estimation On Egocentric Video

21 Oct 2022arXiv:2210.14165archive 2025-07-28

Nicolas Monet, Dongyoon Wee

This technical report introduces our solution, MEEV, proposed to the EgoBody Challenge at ECCV 2022. Captured from head-mounted devices, the dataset consists of human body shape and motion of interacting people. The EgoBody dataset has challenges such as occluded body or blurry image. In order to overcome the challenges, MEEV is designed to exploit multiscale features for rich spatial information. Besides, to overcome the limited size of dataset, the model is pre-trained with the dataset aggregated 2D and 3D pose estimation datasets. Achieving 82.30 for MPJPE and 92.93 for MPVPE, MEEV has won the EgoBody Challenge at ECCV 2022, which shows the effectiveness of the proposed method. The code is available at https://github.com/clovaai/meev

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Tasks

3D Human Pose Estimation3D Pose Estimation3D human pose and shape estimationPose Estimation

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
3D Human Pose Estimation 3DPW MEEV MPJPE 81.74 #118 of 119 Archive leaderboard report
3D human pose and shape estimation EgoBody MEEV Average MPJPE (mm) 82.3032 #1 of 2 Archive leaderboard report
3D human pose and shape estimation EgoBody MEEV MPVPE 92.9391 #1 of 2 Archive leaderboard report
3D human pose and shape estimation EgoBody MEEV PA-MPJPE 55.1292 #1 of 2 Archive leaderboard report
3D human pose and shape estimation EgoBody MEEV PA-MPVPE 62.9764 #1 of 2 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

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