Papers › MEEV: Body Mesh Estimation On Egocentric Video
MEEV: Body Mesh Estimation On Egocentric Video
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
Code
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| 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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