# Stain Translation on MIST Ki67

Source: [Stain Translation on MIST Ki67](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67>)

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

Data updated: 2026-02-26T06:03:22.181Z

Evaluation of Stain Translation performance on the MIST Ki67 dataset, measured using metrics including SSIM, PHV scores, FID, and KID.

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 | Stain Translation |
| Dataset (including any stated split) | MIST Ki67 |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PHV Layer 1](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=PHV%20Layer%201>): Higher is better; unit: SCALAR.

- [PHV Layer 2](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=PHV%20Layer%202>): Higher is better; unit: SCALAR.

- [PHV Layer 3](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=PHV%20Layer%203>): Higher is better; unit: SCALAR.

- [PHV Layer 4](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=PHV%20Layer%204>): Higher is better; unit: SCALAR.

- [PHV Average](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=PHV%20Average>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=FID>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/stain-translation-on-mist-ki67.md?metric=KID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| CycleGAN | 0.3875 | Not recorded | 68fa6ec81e209131cea4212b |
| LASP | 0.241 | Not recorded | 68fa6ec81e209131cea4212b |
| PyramidP2P | 0.2286 | Not recorded | 68fa6ec81e209131cea4212b |
| CUT+LGP | 0.1909 | Not recorded | 68fa6ec81e209131cea4212b |
| Pix2Pix | 0.1819 | Not recorded | 68fa6ec81e209131cea4212b |

### CycleGAN

SSIM: 0.3875. Result ID: 699059b93a6c314849ffe7ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

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

### LASP

SSIM: 0.241. Result ID: 699059b93a6c314849ffe803.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

[Implementation](<https://github.com/lifangda01/AdaptiveSupervisedPatchNCE>)

Recorded evaluation configuration: {"loss":"L\_ASP (lambda, linear)"}. This record does not assert independent reproduction.

### PyramidP2P

SSIM: 0.2286. Result ID: 699059b93a6c314849ffe802.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c861e209131cea347a0.md>)

[Implementation](<https://bupt-ai-cz.github.io/BCI>)

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

### CUT+LGP

SSIM: 0.1909. Result ID: 699059b93a6c314849ffe800.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

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

### Pix2Pix

SSIM: 0.1819. Result ID: 699059b93a6c314849ffe801.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea4212b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0821e.md>)

[Implementation](<https://github.com/phillipi/pix2pix>)

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

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