# Whole Slide Image Classification on TCGA Slide-level

Source: [Whole Slide Image Classification on TCGA Slide-level](<https://www.sota2.com/research/sota/whole-slide-image-classification-on-tcga-slide-level>)

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

Data updated: 2026-02-26T05:24:47.820Z

Evaluation of Whole Slide Image classification performance on the TCGA Slide-level dataset, reporting Accuracy and AUC.

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 | Whole Slide Image Classification |
| Dataset (including any stated split) | TCGA Slide-level |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

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

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Snuffy | 97.2 | Not recorded | 68fa773e1e209131cea71f03 |
| KAT | 97.1 | Not recorded | 68fa773e1e209131cea71f03 |
| DGMIL | 97 | Not recorded | 68fa773e1e209131cea71f03 |
| KAT | 96.5 | Not recorded | 68fa773e1e209131cea71f03 |
| HIPT | 95.2 | Not recorded | 68fa773e1e209131cea71f03 |
| TransMIL | 94.9 | Not recorded | 68fa773e1e209131cea71f03 |
| CLAM-MB | 94.9 | Not recorded | 68fa773e1e209131cea71f03 |
| DTFD-MIL | 94.6 | Not recorded | 68fa773e1e209131cea71f03 |
| CLAM-SB | 94.4 | Not recorded | 68fa773e1e209131cea71f03 |
| DTFD-MIL | 93.8 | Not recorded | 68fa773e1e209131cea71f03 |
| DTFD-MIL | 91 | Not recorded | 68fa773e1e209131cea71f03 |

### Snuffy

AUC: 97.2. Result ID: 69947c4c3a6c3148491d8cbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Implementation](<https://github.com/jafarinia/snuffy>)

Recorded evaluation configuration: {"feature\_extractor":"SimCLR","search\_strategy":"Exhaustive"}. This record does not assert independent reproduction.

### KAT

AUC: 97.1. Result ID: 69947c4c3a6c3148491d8cb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

Recorded evaluation configuration: {"Knowledge Consistency Loss":"w/"}. This record does not assert independent reproduction.

### DGMIL

AUC: 97. Result ID: 69947c4c3a6c3148491d8cb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd81e209131cea36355.md>)

[Implementation](<https://github.com/miccaiif/DGMIL>)

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

### KAT

AUC: 96.5. Result ID: 69947c4c3a6c3148491d8cb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

Recorded evaluation configuration: {"Knowledge Consistency Loss":"w/o"}. This record does not assert independent reproduction.

### HIPT

AUC: 95.2. Result ID: 69947c4c3a6c3148491d8cb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.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.

### TransMIL

AUC: 94.9. Result ID: 69947c4c3a6c3148491d8cb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.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.

### CLAM-MB

AUC: 94.9. Result ID: 69947c4c3a6c3148491d8cb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

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

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

### DTFD-MIL

AUC: 94.6. Result ID: 69947c4c3a6c3148491d8cbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

Recorded evaluation configuration: {"aggregation":"AFS"}. This record does not assert independent reproduction.

### CLAM-SB

AUC: 94.4. Result ID: 69947c4c3a6c3148491d8cb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

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

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

### DTFD-MIL

AUC: 93.8. Result ID: 69947c4c3a6c3148491d8cbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

Recorded evaluation configuration: {"aggregation":"MaxMinS"}. This record does not assert independent reproduction.

### DTFD-MIL

AUC: 91. Result ID: 69947c4c3a6c3148491d8cba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa773e1e209131cea71f03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

Recorded evaluation configuration: {"aggregation":"MaxS"}. This record does not assert independent reproduction.

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