# Histopathology Image Classification on RA

Source: [Histopathology Image Classification on RA](<https://www.sota2.com/research/sota/histopathology-image-classification-on-ra>)

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

Data updated: 2026-02-26T05:27:10.839Z

Evaluation of Histopathology Image Classification performance on the RA dataset, measured using Accuracy, AUC, and AP.

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) | RA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/histopathology-image-classification-on-ra.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BioX-CPath | 90 | Not recorded | 68fa5f761e209131ce9ea25e |
| MUSTANG | 86 | Not recorded | 68fa5f761e209131ce9ea25e |
| Patch-GCN | 83 | Not recorded | 68fa5f761e209131ce9ea25e |
| CLAM-SB | 81 | Not recorded | 68fa5f761e209131ce9ea25e |
| DeepGraphConv | 81 | Not recorded | 68fa5f761e209131ce9ea25e |
| TransMIL | 80 | Not recorded | 68fa5f761e209131ce9ea25e |
| ABMIL | 79 | Not recorded | 68fa5f761e209131ce9ea25e |
| GTP | 79 | Not recorded | 68fa5f761e209131ce9ea25e |

### BioX-CPath

Accuracy: 90. Result ID: 698bc9ef7a967eddb7715d2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Implementation](<https://github.com/AmayaGS/BioX-CPath>)

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

### MUSTANG

Accuracy: 86. Result ID: 698bc9ef7a967eddb7715d2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f501e209131ce9e8f48.md>)

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

### Patch-GCN

Accuracy: 83. Result ID: 698bc9ef7a967eddb7715d28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Implementation](<https://github.com/mahmoodlab/HIPT>)

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

### CLAM-SB

Accuracy: 81. Result ID: 698bc9ef7a967eddb7715d25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

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

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

### DeepGraphConv

Accuracy: 81. Result ID: 698bc9ef7a967eddb7715d27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

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

### TransMIL

Accuracy: 80. Result ID: 698bc9ef7a967eddb7715d26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

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

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

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

### ABMIL

Accuracy: 79. Result ID: 698bc9ef7a967eddb7715d24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

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

### GTP

Accuracy: 79. Result ID: 698bc9ef7a967eddb7715d29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea25e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34fa0.md>)

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

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