# Appearance Rendering on THuman 2.1

Source: [Appearance Rendering on THuman 2.1](<https://www.sota2.com/research/sota/appearance-rendering-on-thuman-2-1>)

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

Data updated: 2026-02-26T05:56:20.595Z

Evaluation of Appearance Rendering performance on the THuman 2.1 dataset, reporting image quality metrics such as PSNR, SSIM, and LPIPS.

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 | Appearance Rendering |
| Dataset (including any stated split) | THuman 2.1 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/appearance-rendering-on-thuman-2-1.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/appearance-rendering-on-thuman-2-1.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/appearance-rendering-on-thuman-2-1.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| PSHuman | 20.8548 | Not recorded | 68fa77981e209131cea743a7 |
| GTA | 19.6071 | Not recorded | 68fa77981e209131cea743a7 |
| SIFU | 19.4417 | Not recorded | 68fa77981e209131cea743a7 |
| PaMIR | 19.413 | Not recorded | 68fa77981e209131cea743a7 |
| PIFu | 19.3957 | Not recorded | 68fa77981e209131cea743a7 |
| SITH | 18.458 | Not recorded | 68fa77981e209131cea743a7 |

### PSHuman

PSNR: 20.8548. Result ID: 699549ac3badfaffe638b4ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Implementation](<https://penghtyx.github.io/PSHuman>)

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

### GTA

PSNR: 19.6071. Result ID: 699549ac3badfaffe638b4eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e4d7.md>)

[Implementation](<https://github.com/River-Zhang/GTA>)

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

### SIFU

PSNR: 19.4417. Result ID: 699549ac3badfaffe638b4ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cb1e209131cea5874f.md>)

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

### PaMIR

PSNR: 19.413. Result ID: 699549ac3badfaffe638b4ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f51e209131cea1f542.md>)

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

### PIFu

PSNR: 19.3957. Result ID: 699549ac3badfaffe638b4e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12636.md>)

[Implementation](<https://shunsukesaito.github.io/PIFu/>)

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

### SITH

PSNR: 18.458. Result ID: 699549ac3badfaffe638b4ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584ca.md>)

[Implementation](<https://ait.ethz.ch/sith>)

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

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