# Histopathology image classification on Kather19 (test)

Source: [Histopathology image classification on Kather19 (test)](<https://www.sota2.com/research/sota/histopathology-image-classification-on-kather19-test>)

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

Data updated: 2026-02-26T05:34:05.175Z

Evaluation of Histopathology image classification performance on the test split of the Kather19 dataset, reporting Accuracy (ACC) and F1 score.

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 | Histopathology image classification |
| Dataset (including any stated split) | Kather19 (test) |
| Metric | Accuracy (ACC) |
| Unit | PERCENT |
| 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

- [Accuracy (ACC)](<https://www.sota2.com/research/sota/histopathology-image-classification-on-kather19-test.md?metric=Accuracy%20(ACC)>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/histopathology-image-classification-on-kather19-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (ACC) | Result date | Report paper |
| --- | --- | --- | --- |
| RISE + DIPT | 93.73 | Not recorded | 692d2159d6b0dd3342931a10 |
| VL2V + DIPT | 93.46 | Not recorded | 692d2159d6b0dd3342931a10 |
| RISE | 92.98 | Not recorded | 692d2159d6b0dd3342931a10 |
| KD | 92.87 | Not recorded | 692d2159d6b0dd3342931a10 |
| VL2V | 92.08 | Not recorded | 692d2159d6b0dd3342931a10 |
| Zero-Shot | 63.66 | Not recorded | 692d2159d6b0dd3342931a10 |

### RISE + DIPT

Accuracy (ACC): 93.73. Result ID: 6995e0783badfaffe6e7c864.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

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

### VL2V + DIPT

Accuracy (ACC): 93.46. Result ID: 6995e0783badfaffe6e7c866.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

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

### RISE

Accuracy (ACC): 92.98. Result ID: 6995e0783badfaffe6e7c863.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c9b6.md>)

[Implementation](<https://www.sota2.com/github.com/OoDBag/RISE>)

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

### KD

Accuracy (ACC): 92.87. Result ID: 6995e0783badfaffe6e7c862.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b81e209131ce9f5b87.md>)

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

### VL2V

Accuracy (ACC): 92.08. Result ID: 6995e0783badfaffe6e7c865.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea565a1.md>)

[Implementation](<https://github.com/val-iisc/VL2V-ADiP.git>)

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

### Zero-Shot

Accuracy (ACC): 63.66. Result ID: 6995e0783badfaffe6e7c861.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction.

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