# Hand Mesh Reconstruction on DexYCB (S0)

Source: [Hand Mesh Reconstruction on DexYCB (S0)](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0>)

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

Data updated: 2026-07-03T08:00:37.282Z

Evaluation of 3D Hand Mesh Reconstruction performance on the S0 split of the DexYCB dataset, utilizing metrics focused on pose accuracy (PA-J-AUC, PA-V-PE, F@5, etc.).

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 | Hand Mesh Reconstruction |
| Dataset (including any stated split) | DexYCB (S0) |
| Metric | PA-V-PE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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-V-PE](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=PA-V-PE>): Lower is better; unit: SCALAR.

- [PA-J-AUC](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=PA-J-AUC>): Higher is better; unit: PERCENT.

- [PA-V-AUC](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=PA-V-AUC>): Higher is better; unit: PERCENT.

- [PA-F@5](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=PA-F%405>): Higher is better; unit: PERCENT.

- [PA-F@15](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=PA-F%4015>): Higher is better; unit: PERCENT.

- [J-AUC](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=J-AUC>): Higher is better; unit: PERCENT.

- [V-PE](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=V-PE>): Lower is better; unit: SCALAR.

- [V-AUC](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=V-AUC>): Higher is better; unit: PERCENT.

- [F@5](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=F%405>): Higher is better; unit: PERCENT.

- [F@15](<https://www.sota2.com/research/sota/hand-mesh-reconstruction-on-dexycb-s0.md?metric=F%4015>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PA-V-PE | Result date | Report paper |
| --- | --- | --- | --- |
| GenHOI | 4.9 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| HOMAE | 4.9 | Not recorded | 68fa79561e209131cea7d26a |
| HOISDF | 5.1 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| UniHOPE | 5.4 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| UniHOPE | 5.4 | Not recorded | 68fa79561e209131cea7d26a |
| HandOccNet | 5.5 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| H2ONet | 5.5 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| HandOccNet | 5.5 | Not recorded | 68fa79561e209131cea7d26a |
| H2ONet | 5.5 | Not recorded | 68fa79561e209131cea7d26a |
| MobRecon | 5.6 | Not recorded | 69bcd4aa0636e5bf4afc2be5 |
| MobRecon | 5.6 | Not recorded | 68fa79561e209131cea7d26a |

### GenHOI

PA-V-PE: 4.9. Result ID: 69bd1f1d47f34ce924a7ded9.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HOMAE

PA-V-PE: 4.9. Result ID: 6a476c2360b88bb339935d63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HOISDF

PA-V-PE: 5.1. Result ID: 69bd1f1d47f34ce924a7ded7.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725e1e209131cea55ff1.md>)

[Implementation](<https://github.com/amathislab/HOISDF>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UniHOPE

PA-V-PE: 5.4. Result ID: 69bd1f1d47f34ce924a7ded8.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.md>)

[Implementation](<https://github.com/JoyboyWang/UniHOPE_Pytorch>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UniHOPE

PA-V-PE: 5.4. Result ID: 6a476c2360b88bb339935d62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.md>)

[Implementation](<https://github.com/JoyboyWang/UniHOPE_Pytorch>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HandOccNet

PA-V-PE: 5.5. Result ID: 69bd1f1d47f34ce924a7ded4.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea32477.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### H2ONet

PA-V-PE: 5.5. Result ID: 69bd1f1d47f34ce924a7ded6.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HandOccNet

PA-V-PE: 5.5. Result ID: 6a476c2360b88bb339935d5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea32477.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### H2ONet

PA-V-PE: 5.5. Result ID: 6a476c2360b88bb339935d61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c44a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MobRecon

PA-V-PE: 5.6. Result ID: 69bd1f1d47f34ce924a7ded5.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4aa0636e5bf4afc2be5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea32880.md>)

[Implementation](<https://github.com/SeanChenxy/HandMesh>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MobRecon

PA-V-PE: 5.6. Result ID: 6a476c2360b88bb339935d60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79561e209131cea7d26a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2c1e209131cea32880.md>)

[Implementation](<https://github.com/SeanChenxy/HandMesh>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
