# Hand-object interaction image generation on HO3D v3

Source: [Hand-object interaction image generation on HO3D v3](<https://www.sota2.com/research/sota/hand-object-interaction-image-generation-on-ho3d-v3>)

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

Data updated: 2026-02-26T05:44:19.555Z

Evaluation of generative models for synthesizing images depicting hand-object interactions using the HO3D v3 dataset, assessed via perceptual and distribution metrics (FID, LPIPS, UPR).

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-object interaction image generation |
| Dataset (including any stated split) | HO3D v3 |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [FID](<https://www.sota2.com/research/sota/hand-object-interaction-image-generation-on-ho3d-v3.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/hand-object-interaction-image-generation-on-ho3d-v3.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [UPR](<https://www.sota2.com/research/sota/hand-object-interaction-image-generation-on-ho3d-v3.md?metric=UPR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| HOGAN | 41.3 | Not recorded | 68fa6e061e209131cea3d78d |
| MG2T + OBJ | 45.6 | Not recorded | 68fa6e061e209131cea3d78d |
| GestureGAN + OBJ | 82 | Not recorded | 68fa6e061e209131cea3d78d |

### HOGAN

FID: 41.3. Result ID: 698fffd93a6c314849fd5d66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d78d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d78d.md>)

[Implementation](<https://play-with-hoi-generation.github.io/>)

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

### MG2T + OBJ

FID: 45.6. Result ID: 698fffd93a6c314849fd5d65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d78d.md>)

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

### GestureGAN + OBJ

FID: 82. Result ID: 698fffd93a6c314849fd5d64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d78d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e40c.md>)

[Implementation](<https://github.com/Ha0Tang/GestureGAN>)

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.