# Video Generation on Taichi-HD

Source: [Video Generation on Taichi-HD](<https://www.sota2.com/research/sota/video-generation-on-taichi-hd>)

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

Data updated: 2026-03-11T09:21:41.453Z

Evaluation of Video Generation models on the Taichi-HD dataset, measured using FVD.

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 | Video Generation |
| Dataset (including any stated split) | Taichi-HD |
| Metric | FVD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [FVD](<https://www.sota2.com/research/sota/video-generation-on-taichi-hd.md?metric=FVD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FVD | Result date | Report paper |
| --- | --- | --- | --- |
| AR-Diffusion | 66.3 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| FrameDiT-H | 95.5 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| FrameDiT-G | 96.8 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| Latte | 97.1 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| LVDM | 99 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| AR-Diffusion | 100.9 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| VIDM | 121.9 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| DIGAN | 128.1 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| StyleGAN-V | 143.5 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| FVDM | 194.6 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| Diffusion Forcing | 202 | Not recorded | 69b0f70f2d603e6de3e45d72 |
| PVDM | 540.2 | Not recorded | 69b0f70f2d603e6de3e45d72 |

### AR-Diffusion

FVD: 66.3. Result ID: 69b1341c6dbb7075b95be2eb.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77561e209131cea72818.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### FrameDiT-H

FVD: 95.5. Result ID: 69b1341c6dbb7075b95be2ee.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### FrameDiT-G

FVD: 96.8. Result ID: 69b1341c6dbb7075b95be2ed.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### Latte

FVD: 97.1. Result ID: 69b1341c6dbb7075b95be2ea.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa785e1e209131cea78093.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### LVDM

FVD: 99. Result ID: 69b1341c6dbb7075b95be2e6.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42510.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### AR-Diffusion

FVD: 100.9. Result ID: 69b1341c6dbb7075b95be2ec.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77561e209131cea72818.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256","Checkpoint":"Official"}. This record does not assert independent reproduction.

### VIDM

FVD: 121.9. Result ID: 69b1341c6dbb7075b95be2e7.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e156.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### DIGAN

FVD: 128.1. Result ID: 69b1341c6dbb7075b95be2e3.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd71e209131cea307d7.md>)

[Implementation](<https://sihyun-yu.github.io/digan/>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### StyleGAN-V

FVD: 143.5. Result ID: 69b1341c6dbb7075b95be2e4.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351ec.md>)

[Implementation](<https://github.com/universome/stylegan-v>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### FVDM

FVD: 194.6. Result ID: 69b1341c6dbb7075b95be2e8.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751b1e209131cea65cfd.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### Diffusion Forcing

FVD: 202. Result ID: 69b1341c6dbb7075b95be2e9.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762a1e209131cea6b9aa.md>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

### PVDM

FVD: 540.2. Result ID: 69b1341c6dbb7075b95be2e5.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f70f2d603e6de3e45d72.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42aea.md>)

[Implementation](<https://sihyun.me/PVDM>)

Recorded evaluation configuration: {"Number of frames":"16","Resolution":"256 × 256"}. This record does not assert independent reproduction.

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