# Hand Pose Estimation on DexYCB (S0)

Source: [Hand Pose Estimation on DexYCB (S0)](<https://www.sota2.com/research/sota/hand-pose-estimation-on-dexycb-s0>)

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

Data updated: 2026-02-26T05:47:35.451Z

Evaluation of 3D Hand Pose Estimation performance on the DexYCB dataset, specifically the S0 split, using metrics like Joint Pose Error (J-PE) and Volumetric Pose Error (V-PE).

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 Pose Estimation |
| Dataset (including any stated split) | DexYCB (S0) |
| Metric | J-PE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 36 of 36 |
| 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

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

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

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

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

## Recorded results

| Method | J-PE | Result date | Report paper |
| --- | --- | --- | --- |
| UniHOPE | 12.42 | Not recorded | 68fa77761e209131cea7344a |
| UniHOPE | 12.59 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 12.61 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 12.63 | Not recorded | 68fa77761e209131cea7344a |
| HFL-Net | 12.77 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet | 12.79 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 12.79 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 12.8 | Not recorded | 68fa77761e209131cea7344a |
| UniHOPE | 12.84 | Not recorded | 68fa77761e209131cea7344a |
| HFL-Net | 13.02 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet | 13.04 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 13.08 | Not recorded | 68fa77761e209131cea7344a |
| SimpleHand | 13.13 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 13.3 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 13.32 | Not recorded | 68fa77761e209131cea7344a |
| HFL-Net | 13.41 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet | 13.42 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 13.43 | Not recorded | 68fa77761e209131cea7344a |
| Liu et al. | 13.53 | Not recorded | 68fa77761e209131cea7344a |
| SimpleHand | 13.66 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet | 13.76 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 13.81 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet | 13.89 | Not recorded | 68fa77761e209131cea7344a |
| Liu et al. | 14.06 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet + HFL-Net | 14.09 | Not recorded | 68fa77761e209131cea7344a |
| H2ONet | 14.1 | Not recorded | 68fa77761e209131cea7344a |
| MobRecon | 14.18 | Not recorded | 68fa77761e209131cea7344a |
| MobRecon | 14.34 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 14.4 | Not recorded | 68fa77761e209131cea7344a |
| HandOccNet + HFL-Net | 14.41 | Not recorded | 68fa77761e209131cea7344a |
| SimpleHand | 14.48 | Not recorded | 68fa77761e209131cea7344a |
| MobRecon | 14.57 | Not recorded | 68fa77761e209131cea7344a |
| Liu et al. | 14.87 | Not recorded | 68fa77761e209131cea7344a |
| Keypoint Trans. | 15.39 | Not recorded | 68fa77761e209131cea7344a |
| Keypoint Trans. | 16.61 | Not recorded | 68fa77761e209131cea7344a |
| Keypoint Trans. | 18.5 | Not recorded | 68fa77761e209131cea7344a |

### UniHOPE

J-PE: 12.42. Result ID: 699532c83badfaffe6193709.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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

J-PE: 12.59. Result ID: 699532c83badfaffe61936f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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.

### H2ONet + HFL-Net

J-PE: 12.61. Result ID: 699532c83badfaffe6193705.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### HandOccNet + HFL-Net

J-PE: 12.63. Result ID: 699532c83badfaffe6193707.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### HFL-Net

J-PE: 12.77. Result ID: 699532c83badfaffe6193704.

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

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

### HandOccNet

J-PE: 12.79. Result ID: 699532c83badfaffe61936fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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 + HFL-Net

J-PE: 12.79. Result ID: 699532c83badfaffe6193706.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### HandOccNet + HFL-Net

J-PE: 12.8. Result ID: 699532c83badfaffe6193708.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### UniHOPE

J-PE: 12.84. Result ID: 699532c83badfaffe61936fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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.

### HFL-Net

J-PE: 13.02. Result ID: 699532c83badfaffe61936ec.

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

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

### HandOccNet

J-PE: 13.04. Result ID: 699532c83badfaffe61936e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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 + HFL-Net

J-PE: 13.08. Result ID: 699532c83badfaffe61936ed.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### SimpleHand

J-PE: 13.13. Result ID: 699532c83badfaffe6193701.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72671e209131cea56459.md>)

[Implementation](<http://simplehand.github.io/>)

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

### H2ONet + HFL-Net

J-PE: 13.3. Result ID: 699532c83badfaffe61936ee.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### HandOccNet + HFL-Net

J-PE: 13.32. Result ID: 699532c83badfaffe61936ef.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### HFL-Net

J-PE: 13.41. Result ID: 699532c83badfaffe61936f8.

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

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

### HandOccNet

J-PE: 13.42. Result ID: 699532c83badfaffe61936f2.

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

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

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

### HandOccNet + HFL-Net

J-PE: 13.43. Result ID: 699532c83badfaffe61936f0.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### Liu et al.

J-PE: 13.53. Result ID: 699532c83badfaffe6193702.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea26096.md>)

[Implementation](<https://stevenlsw.github.io/Semi-Hand-Object>)

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

### SimpleHand

J-PE: 13.66. Result ID: 699532c83badfaffe61936e9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72671e209131cea56459.md>)

[Implementation](<http://simplehand.github.io/>)

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

### H2ONet

J-PE: 13.76. Result ID: 699532c83badfaffe6193700.

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

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

### H2ONet + HFL-Net

J-PE: 13.81. Result ID: 699532c83badfaffe61936f9.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### H2ONet

J-PE: 13.89. Result ID: 699532c83badfaffe61936e8.

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

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

### Liu et al.

J-PE: 14.06. Result ID: 699532c83badfaffe61936ea.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea26096.md>)

[Implementation](<https://stevenlsw.github.io/Semi-Hand-Object>)

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

### H2ONet + HFL-Net

J-PE: 14.09. Result ID: 699532c83badfaffe61936fa.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### H2ONet

J-PE: 14.1. Result ID: 699532c83badfaffe61936f4.

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

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

### MobRecon

J-PE: 14.18. Result ID: 699532c83badfaffe61936ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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

J-PE: 14.34. Result ID: 699532c83badfaffe61936e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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.

### HandOccNet + HFL-Net

J-PE: 14.4. Result ID: 699532c83badfaffe61936fb.

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

Recorded evaluation configuration: {"variant":"dagger"}. This record does not assert independent reproduction.

### HandOccNet + HFL-Net

J-PE: 14.41. Result ID: 699532c83badfaffe61936fc.

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

Recorded evaluation configuration: {"variant":"double-dagger"}. This record does not assert independent reproduction.

### SimpleHand

J-PE: 14.48. Result ID: 699532c83badfaffe61936f5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72671e209131cea56459.md>)

[Implementation](<http://simplehand.github.io/>)

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

### MobRecon

J-PE: 14.57. Result ID: 699532c83badfaffe61936f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7344a.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.

### Liu et al.

J-PE: 14.87. Result ID: 699532c83badfaffe61936f6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea26096.md>)

[Implementation](<https://stevenlsw.github.io/Semi-Hand-Object>)

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

### Keypoint Trans.

J-PE: 15.39. Result ID: 699532c83badfaffe6193703.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5d1e209131cea339d1.md>)

[Implementation](<https://www.tugraz.at/index.php?id=57823>)

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

### Keypoint Trans.

J-PE: 16.61. Result ID: 699532c83badfaffe61936eb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5d1e209131cea339d1.md>)

[Implementation](<https://www.tugraz.at/index.php?id=57823>)

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

### Keypoint Trans.

J-PE: 18.5. Result ID: 699532c83badfaffe61936f7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5d1e209131cea339d1.md>)

[Implementation](<https://www.tugraz.at/index.php?id=57823>)

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.
