# Sub-type classification on Gastric-2K

Source: [Sub-type classification on Gastric-2K](<https://www.sota2.com/research/sota/sub-type-classification-on-gastric-2k>)

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

Data updated: 2026-02-26T05:28:22.111Z

Evaluation of sub-type classification performance on the Gastric-2K dataset, reporting metrics such as Accuracy and AUC variants (mAUC, MAUC).

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 | Sub-type classification |
| Dataset (including any stated split) | Gastric-2K |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/sub-type-classification-on-gastric-2k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [mAUC](<https://www.sota2.com/research/sota/sub-type-classification-on-gastric-2k.md?metric=mAUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TransMIL | 82.4 | Not recorded | 68fa6ce21e209131cea36824 |
| Nyströmformer | 81.9 | Not recorded | 68fa6ce21e209131cea36824 |
| KAT | 81.9 | Not recorded | 68fa6ce21e209131cea36824 |
| Patch-GCN | 79.7 | Not recorded | 68fa6ce21e209131cea36824 |
| CLAM | 78.8 | Not recorded | 68fa6ce21e209131cea36824 |
| LAGE-Net | 77.5 | Not recorded | 68fa6ce21e209131cea36824 |
| ViT | 76.5 | Not recorded | 68fa6ce21e209131cea36824 |

### TransMIL

Accuracy: 82.4. Result ID: 698f49043a6c314849f7ad7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9e3.md>)

[Implementation](<https://github.com/szc19990412/TransMIL>)

Recorded evaluation configuration: {"Speed (WSI/s)":64.7}. This record does not assert independent reproduction.

### Nyströmformer

Accuracy: 81.9. Result ID: 698f49043a6c314849f7ad7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

Recorded evaluation configuration: {"Speed (WSI/s)":71.7}. This record does not assert independent reproduction.

### KAT

Accuracy: 81.9. Result ID: 698f49043a6c314849f7ad81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

[Implementation](<https://github.com/zhengyushan/kat>)

Recorded evaluation configuration: {"Speed (WSI/s)":61.2}. This record does not assert independent reproduction.

### Patch-GCN

Accuracy: 79.7. Result ID: 698f49043a6c314849f7ad7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f1d1e209131ce9e7a1d.md>)

[Implementation](<https://github.com/mahmoodlab/Patch-GCN>)

Recorded evaluation configuration: {"Speed (WSI/s)":15.7}. This record does not assert independent reproduction.

### CLAM

Accuracy: 78.8. Result ID: 698f49043a6c314849f7ad7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f041e209131ce9e6f7a.md>)

Recorded evaluation configuration: {"Speed (WSI/s)":28.2}. This record does not assert independent reproduction.

### LAGE-Net

Accuracy: 77.5. Result ID: 698f49043a6c314849f7ad80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

Recorded evaluation configuration: {"Speed (WSI/s)":28.9}. This record does not assert independent reproduction.

### ViT

Accuracy: 76.5. Result ID: 698f49043a6c314849f7ad7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ce21e209131cea36824.md>)

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

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

Recorded evaluation configuration: {"Speed (WSI/s)":33.3}. This record does not assert independent reproduction.

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