# Image Classification on Colorectal Histology

Source: [Image Classification on Colorectal Histology](<https://www.sota2.com/research/sota/image-classification-on-colorectal-histology>)

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

Data updated: 2026-02-26T05:29:24.239Z

Evaluation of Image Classification performance on the Colorectal Histology dataset, reporting metrics such as Accuracy.

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 | Image Classification |
| Dataset (including any stated split) | Colorectal Histology |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-colorectal-histology.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SoViT-400m/14 | 81.5 | Not recorded | 68fa71d01e209131cea531ae |
| ViT-L/16 | 79.4 | Not recorded | 68fa71d01e209131cea531ae |
| ViT-g/14 | 78.9 | Not recorded | 68fa71d01e209131cea531ae |

### SoViT-400m/14

Accuracy: 81.5. Result ID: 6991fd1e3a6c3148490be096.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531ae.md>)

[Implementation](<https://github.com/google-research/big_vision>)

Recorded evaluation configuration: {"N-shot":"10","Probe":"linear regression"}. This record does not assert independent reproduction.

### ViT-L/16

Accuracy: 79.4. Result ID: 6991fd1e3a6c3148490be095.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"N-shot":"10","Probe":"linear regression"}. This record does not assert independent reproduction.

### ViT-g/14

Accuracy: 78.9. Result ID: 6991fd1e3a6c3148490be097.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d01e209131cea531ae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"N-shot":"10","Probe":"linear regression"}. This record does not assert independent reproduction.

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