# Weakly Supervised Classification on CAMELYON Few-shot

Source: [Weakly Supervised Classification on CAMELYON Few-shot](<https://www.sota2.com/research/sota/weakly-supervised-classification-on-camelyon-few-shot>)

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

Data updated: 2026-02-26T05:33:25.335Z

Evaluation of Weakly Supervised Classification performance on the CAMELYON Few-shot dataset, reporting Accuracy, AUC, 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 | Weakly Supervised Classification |
| Dataset (including any stated split) | CAMELYON Few-shot |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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/weakly-supervised-classification-on-camelyon-few-shot.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/weakly-supervised-classification-on-camelyon-few-shot.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/weakly-supervised-classification-on-camelyon-few-shot.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MUSE | 89.7 | Not recorded | 699e81f36017c4460fface31 |
| FOCUS | 88.62 | Not recorded | 699e81f36017c4460fface31 |
| DSMIL | 84.72 | Not recorded | 699e81f36017c4460fface31 |
| ViLa-MIL | 84.6 | Not recorded | 699e81f36017c4460fface31 |
| MUSE | 84.01 | Not recorded | 699e81f36017c4460fface31 |
| ABMIL | 82.37 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-SB | 81.3 | Not recorded | 699e81f36017c4460fface31 |
| FOCUS | 80.33 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-MB | 80.03 | Not recorded | 699e81f36017c4460fface31 |
| Top | 77.54 | Not recorded | 699e81f36017c4460fface31 |
| ViLa-MIL | 76.87 | Not recorded | 699e81f36017c4460fface31 |
| MUSE | 74.86 | Not recorded | 699e81f36017c4460fface31 |
| Max Pooling | 74.46 | Not recorded | 699e81f36017c4460fface31 |
| DSMIL | 73.19 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-MB | 72.41 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-SB | 71.67 | Not recorded | 699e81f36017c4460fface31 |
| ABMIL | 71.52 | Not recorded | 699e81f36017c4460fface31 |
| WiKG | 71 | Not recorded | 699e81f36017c4460fface31 |
| Max Pooling | 70.37 | Not recorded | 699e81f36017c4460fface31 |
| TransMIL | 68.81 | Not recorded | 699e81f36017c4460fface31 |
| FOCUS | 68.13 | Not recorded | 699e81f36017c4460fface31 |
| TransMIL | 66.91 | Not recorded | 699e81f36017c4460fface31 |
| Top | 66.39 | Not recorded | 699e81f36017c4460fface31 |
| WiKG | 65.98 | Not recorded | 699e81f36017c4460fface31 |
| Mean Pooling | 65.83 | Not recorded | 699e81f36017c4460fface31 |
| ViLa-MIL | 65.2 | Not recorded | 699e81f36017c4460fface31 |
| Mean Pooling | 64.05 | Not recorded | 699e81f36017c4460fface31 |
| Top | 63.04 | Not recorded | 699e81f36017c4460fface31 |
| Max Pooling | 62.93 | Not recorded | 699e81f36017c4460fface31 |
| WiKG | 62.15 | Not recorded | 699e81f36017c4460fface31 |
| ABMIL | 62.04 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-MB | 60.22 | Not recorded | 699e81f36017c4460fface31 |
| DSMIL | 59.44 | Not recorded | 699e81f36017c4460fface31 |
| Mean Pooling | 59.07 | Not recorded | 699e81f36017c4460fface31 |
| TransMIL | 58.95 | Not recorded | 699e81f36017c4460fface31 |
| CLAM-SB | 57.59 | Not recorded | 699e81f36017c4460fface31 |

### MUSE

Accuracy: 89.7. Result ID: 699eb9195698665ec487f7ff.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### FOCUS

Accuracy: 88.62. Result ID: 699eb9195698665ec487f7fc.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea1af.md>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### DSMIL

Accuracy: 84.72. Result ID: 699eb9195698665ec487f7e7.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### ViLa-MIL

Accuracy: 84.6. Result ID: 699eb9195698665ec487f7f9.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f31e209131cea7032d.md>)

[Implementation](<https://github.com/Jiangbo-Shi/ViLa-MIL>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### MUSE

Accuracy: 84.01. Result ID: 699eb9195698665ec487f7fe.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### ABMIL

Accuracy: 82.37. Result ID: 699eb9195698665ec487f7e4.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### CLAM-SB

Accuracy: 81.3. Result ID: 699eb9195698665ec487f7ea.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### FOCUS

Accuracy: 80.33. Result ID: 699eb9195698665ec487f7fb.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea1af.md>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### CLAM-MB

Accuracy: 80.03. Result ID: 699eb9195698665ec487f7ed.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### Top

Accuracy: 77.54. Result ID: 699eb9195698665ec487f7f6.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72021e209131cea541de.md>)

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

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### ViLa-MIL

Accuracy: 76.87. Result ID: 699eb9195698665ec487f7f8.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f31e209131cea7032d.md>)

[Implementation](<https://github.com/Jiangbo-Shi/ViLa-MIL>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### MUSE

Accuracy: 74.86. Result ID: 699eb9195698665ec487f7fd.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### Max Pooling

Accuracy: 74.46. Result ID: 699eb9195698665ec487f7e1.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### DSMIL

Accuracy: 73.19. Result ID: 699eb9195698665ec487f7e6.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### CLAM-MB

Accuracy: 72.41. Result ID: 699eb9195698665ec487f7ec.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### CLAM-SB

Accuracy: 71.67. Result ID: 699eb9195698665ec487f7e9.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### ABMIL

Accuracy: 71.52. Result ID: 699eb9195698665ec487f7e3.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### WiKG

Accuracy: 71. Result ID: 699eb9195698665ec487f7f3.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56d7d.md>)

[Implementation](<https://github.com/WonderLandxD/WiKG>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### Max Pooling

Accuracy: 70.37. Result ID: 699eb9195698665ec487f7e0.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### TransMIL

Accuracy: 68.81. Result ID: 699eb9195698665ec487f7f0.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

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

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### FOCUS

Accuracy: 68.13. Result ID: 699eb9195698665ec487f7fa.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea1af.md>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### TransMIL

Accuracy: 66.91. Result ID: 699eb9195698665ec487f7ef.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

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

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### Top

Accuracy: 66.39. Result ID: 699eb9195698665ec487f7f5.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72021e209131cea541de.md>)

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

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### WiKG

Accuracy: 65.98. Result ID: 699eb9195698665ec487f7f2.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56d7d.md>)

[Implementation](<https://github.com/WonderLandxD/WiKG>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### Mean Pooling

Accuracy: 65.83. Result ID: 699eb9195698665ec487f7de.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction.

### ViLa-MIL

Accuracy: 65.2. Result ID: 699eb9195698665ec487f7f7.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f31e209131cea7032d.md>)

[Implementation](<https://github.com/Jiangbo-Shi/ViLa-MIL>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### Mean Pooling

Accuracy: 64.05. Result ID: 699eb9195698665ec487f7dd.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction.

### Top

Accuracy: 63.04. Result ID: 699eb9195698665ec487f7f4.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72021e209131cea541de.md>)

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

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### Max Pooling

Accuracy: 62.93. Result ID: 699eb9195698665ec487f7df.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### WiKG

Accuracy: 62.15. Result ID: 699eb9195698665ec487f7f1.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56d7d.md>)

[Implementation](<https://github.com/WonderLandxD/WiKG>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### ABMIL

Accuracy: 62.04. Result ID: 699eb9195698665ec487f7e2.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### CLAM-MB

Accuracy: 60.22. Result ID: 699eb9195698665ec487f7eb.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### DSMIL

Accuracy: 59.44. Result ID: 699eb9195698665ec487f7e5.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### Mean Pooling

Accuracy: 59.07. Result ID: 699eb9195698665ec487f7dc.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### TransMIL

Accuracy: 58.95. Result ID: 699eb9195698665ec487f7ee.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

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

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

### CLAM-SB

Accuracy: 57.59. Result ID: 699eb9195698665ec487f7e8.

[Reporting paper](<https://www.sota2.com/research/paper/699e81f36017c4460fface31.md>)

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

Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.