# Cancerous region localization on CAMELYON-16

Source: [Cancerous region localization on CAMELYON-16](<https://www.sota2.com/research/sota/cancerous-region-localization-on-camelyon-16>)

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

Data updated: 2026-03-10T07:50:31.723Z

Evaluation of models for pinpointing cancerous regions within the CAMELYON-16 dataset, reporting Success Rate.

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 | Cancerous region localization |
| Dataset (including any stated split) | CAMELYON-16 |
| Metric | Success Rate |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/cancerous-region-localization-on-camelyon-16.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| ASMIL | 54.63 | Not recorded | 69afa57e2d603e6de3e439de |
| DTFD-MIL | 50.34 | Not recorded | 69afa57e2d603e6de3e439de |
| CAMIL | 49.78 | Not recorded | 69afa57e2d603e6de3e439de |
| DSMIL | 48.22 | Not recorded | 69afa57e2d603e6de3e439de |
| Clam | 46.93 | Not recorded | 69afa57e2d603e6de3e439de |
| TransMIL | 3.246 | Not recorded | 69afa57e2d603e6de3e439de |

### ASMIL

Success Rate: 54.63. Result ID: 69afcd2b6dbb7075b957e4b5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

### DTFD-MIL

Success Rate: 50.34. Result ID: 69afcd2b6dbb7075b957e4b2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

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

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

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

### CAMIL

Success Rate: 49.78. Result ID: 69afcd2b6dbb7075b957e4b4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea66278.md>)

[Implementation](<https://github.com/olgarithmics/ICLR_CAMIL>)

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

### DSMIL

Success Rate: 48.22. Result ID: 69afcd2b6dbb7075b957e4b3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

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

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

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

### Clam

Success Rate: 46.93. Result ID: 69afcd2b6dbb7075b957e4b0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

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

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

### TransMIL

Success Rate: 3.246. Result ID: 69afcd2b6dbb7075b957e4b1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439de.md>)

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

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

Recorded evaluation configuration: {"Attention threshold":"0.5"}. This record does not assert independent reproduction.

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