Datasets › AH36M
AH36M (Ambiguous Human3.6M)
Since H36M is captured in a controlled environment, it rarely depicts challenging real-world scenarios such as body occlusions that are the main source of ambiguity in the single-view 3D shape estimation problem. Hence, we construct an adapted version of H36M with synthetically-generated occlusions by randomly hiding a subset of the 2D keypoints and re-computing an image crop around the remaining visible joints.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multi-Hypotheses 3D Human Pose Estimation | AH36M | MHEntropy (3D) Best-Hypothesis PMPJPE (n = 25) 50.6 | MHEntropy: Entropy Meets Multiple Hypotheses for Pose... | GloryyrolG/MHEntropy | 10 | Compare |
Papers archive 2025-07-28
6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation | 1 | 1 | 11 May 2023 | ran 3 of 6 samples (3 unverified) |
| MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery | 1 | 2 | 1 Jan 2023 | not harvested |
| Probabilistic Modeling for Human Mesh Recovery | 1 | 2 | 26 Aug 2021 | not harvested |
| 3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data | 0 | 2 | 2 Nov 2020 | not harvested |
| Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network | 2 | 1 | 11 Apr 2019 | ran 1 of 11 samples (10 unverified) |
| End-to-end Recovery of Human Shape and Pose | 10 | 2 | 18 Dec 2017 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- AH36M
1 variant name, as the archive lists them.
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