# 3D Human Pose and Shape Estimation on Bedlam

Source: [3D Human Pose and Shape Estimation on Bedlam](<https://www.sota2.com/research/sota/3d-human-pose-and-shape-estimation-on-bedlam>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-15T10:12:52.677Z

Evaluation of 3D Human Pose and Shape Estimation performance on the Bedlam dataset, reporting metrics such as PA-PVE.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | 3D Human Pose and Shape Estimation |
| Dataset (including any stated split) | Bedlam |
| Metric | PA-PVE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PA-PVE](<https://www.sota2.com/research/sota/3d-human-pose-and-shape-estimation-on-bedlam.md?metric=PA-PVE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PA-PVE | Result date | Report paper |
| --- | --- | --- | --- |
| Consensus | 57.4 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| AdaMerging+TAP | 60.9 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| TA+TAP | 62 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| TIES | 62.2 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| DUNE† | 62.5 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| DINOv2 (Pretrained) | 63.3 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| TSV | 63.4 | Not recorded | 69df1bc77d0172140ec7bbc8 |
| STAR+TAP | 65 | Not recorded | 69df1bc77d0172140ec7bbc8 |

### Consensus

PA-PVE: 57.4. Result ID: 69df634147f34ce924c8a37e.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2"}. This record does not assert independent reproduction.

### AdaMerging+TAP

PA-PVE: 60.9. Result ID: 69df634147f34ce924c8a37b.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2","Selection mechanism":"TAP"}. This record does not assert independent reproduction.

### TA+TAP

PA-PVE: 62. Result ID: 69df634147f34ce924c8a379.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2","Selection mechanism":"TAP"}. This record does not assert independent reproduction.

### TIES

PA-PVE: 62.2. Result ID: 69df634147f34ce924c8a37c.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2"}. This record does not assert independent reproduction.

### DUNE†

PA-PVE: 62.5. Result ID: 69df634147f34ce924c8a377.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa778f1e209131cea73df5.md>)

[Implementation](<https://europe.naverlabs.com/dune>)

Recorded evaluation configuration: {"Type":"Distilled baseline"}. This record does not assert independent reproduction.

### DINOv2 (Pretrained)

PA-PVE: 63.3. Result ID: 69df634147f34ce924c8a378.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Status":"Pretrained"}. This record does not assert independent reproduction.

### TSV

PA-PVE: 63.4. Result ID: 69df634147f34ce924c8a37d.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2"}. This record does not assert independent reproduction.

### STAR+TAP

PA-PVE: 65. Result ID: 69df634147f34ce924c8a37a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bc77d0172140ec7bbc8.md>)

Recorded evaluation configuration: {"Base Model":"DINOv2","Selection mechanism":"TAP"}. This record does not assert independent reproduction.

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