# Image Classification on Camelyon17 OOD (test)

Source: [Image Classification on Camelyon17 OOD (test)](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-ood-test>)

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

Data updated: 2026-06-01T09:13:21.616Z

Evaluation of Image Classification performance on the test split of the Camelyon17 Out-of-Distribution dataset, reporting accuracy.

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 | Image Classification |
| Dataset (including any stated split) | Camelyon17 OOD (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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/image-classification-on-camelyon17-ood-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-camelyon17-ood-test.md?metric=ECE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FGR | 91.46 | Not recorded | 68fa7af41e209131cea85f3e |
| DFL | 87.17 | Not recorded | 68fa7af41e209131cea85f3e |
| Sparse and Shared Feature Activations | 85.5 | Not recorded | 68fa717d1e209131cea5196d |
| CE | 82.73 | Not recorded | 68fa7af41e209131cea85f3e |
| CE | 82.37 | Not recorded | 68fa7af41e209131cea85f3e |
| FGR | 82.29 | Not recorded | 68fa7af41e209131cea85f3e |
| CE | 80.52 | Not recorded | 68fa7af41e209131cea85f3e |
| FGR | 75.99 | Not recorded | 68fa7af41e209131cea85f3e |
| Sparse and Shared Feature Activations | 74.1 | Not recorded | 68fa717d1e209131cea5196d |
| DFL | 73.85 | Not recorded | 68fa7af41e209131cea85f3e |
| DFL | 72.93 | Not recorded | 68fa7af41e209131cea85f3e |
| ERM | 70.3 | Not recorded | 68fa717d1e209131cea5196d |
| IRM | 64.2 | Not recorded | 68fa717d1e209131cea5196d |
| CORAL | 59.5 | Not recorded | 68fa717d1e209131cea5196d |

### FGR

Accuracy: 91.46. Result ID: 6a1d4d17fbc373592c16bd6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"Swin-Tiny","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### DFL

Accuracy: 87.17. Result ID: 6a1d4d17fbc373592c16bd6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea45624.md>)

Recorded evaluation configuration: {"Model":"Swin-Tiny","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### Sparse and Shared Feature Activations

Accuracy: 85.5. Result ID: 6991e4b13a6c3148490b468b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

Recorded evaluation configuration: {"beta \> 0 at test time":true}. This record does not assert independent reproduction.

### CE

Accuracy: 82.73. Result ID: 6a1d4d17fbc373592c16bd6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"Swin-Tiny","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### CE

Accuracy: 82.37. Result ID: 6a1d4d17fbc373592c16bd68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"ViT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### FGR

Accuracy: 82.29. Result ID: 6a1d4d17fbc373592c16bd70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"DeiT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### CE

Accuracy: 80.52. Result ID: 6a1d4d17fbc373592c16bd6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"DeiT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### FGR

Accuracy: 75.99. Result ID: 6a1d4d17fbc373592c16bd6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

Recorded evaluation configuration: {"Model":"ViT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### Sparse and Shared Feature Activations

Accuracy: 74.1. Result ID: 6991e4b13a6c3148490b468a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

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

### DFL

Accuracy: 73.85. Result ID: 6a1d4d17fbc373592c16bd6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea45624.md>)

Recorded evaluation configuration: {"Model":"DeiT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### DFL

Accuracy: 72.93. Result ID: 6a1d4d17fbc373592c16bd69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af41e209131cea85f3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea45624.md>)

Recorded evaluation configuration: {"Model":"ViT-Small","Pre-training":"ImageNet-pretrained","Fine-tuning":"Full-parameter"}. This record does not assert independent reproduction.

### ERM

Accuracy: 70.3. Result ID: 6991e4b13a6c3148490b4687.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1dec5.md>)

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

### IRM

Accuracy: 64.2. Result ID: 6991e4b13a6c3148490b4689.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

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

### CORAL

Accuracy: 59.5. Result ID: 6991e4b13a6c3148490b4688.

[Reporting paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea5196d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc1c4.md>)

[Implementation](<https://github.com/VisionLearningGroup/CORAL>)

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

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