# Cirrhosis Classification on D\_histo^2 N=49

Source: [Cirrhosis Classification on D\_histo^2 N=49](<https://www.sota2.com/research/sota/cirrhosis-classification-on-d_histo-2-n-49>)

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

Data updated: 2026-02-26T05:24:36.050Z

Evaluation of classification performance for Cirrhosis detection using the D\_histo^2 N=49 dataset subset, typically measured by 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 | Cirrhosis Classification |
| Dataset (including any stated split) | D\_histo^2 N=49 |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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/cirrhosis-classification-on-d_histo-2-n-49.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| BYOL | 0.95 | Not recorded | 68fa709e1e209131cea4c4c3 |
| SupCon | 0.93 | Not recorded | 68fa709e1e209131cea4c4c3 |
| Weakly-supervised positional contrastive learning | 0.91 | Not recorded | 68fa709e1e209131cea4c4c3 |
| SimCLR | 0.88 | Not recorded | 68fa709e1e209131cea4c4c3 |
| Weakly-supervised positional contrastive learning | 0.85 | Not recorded | 68fa709e1e209131cea4c4c3 |
| SimCLR | 0.82 | Not recorded | 68fa709e1e209131cea4c4c3 |
| depth-Aware | 0.82 | Not recorded | 68fa709e1e209131cea4c4c3 |
| depth-Aware | 0.81 | Not recorded | 68fa709e1e209131cea4c4c3 |
| BYOL | 0.77 | Not recorded | 68fa709e1e209131cea4c4c3 |
| ImageNet (frozen representations) | 0.76 | Not recorded | 68fa709e1e209131cea4c4c3 |
| None (random initialization) | 0.75 | Not recorded | 68fa709e1e209131cea4c4c3 |
| None (random initialization) | 0.73 | Not recorded | 68fa709e1e209131cea4c4c3 |
| SupCon | 0.69 | Not recorded | 68fa709e1e209131cea4c4c3 |
| Supervised | 0.65 | Not recorded | 68fa709e1e209131cea4c4c3 |
| Supervised | 0.56 | Not recorded | 68fa709e1e209131cea4c4c3 |

### BYOL

AUC: 0.95. Result ID: 699137e33a6c314849069048.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### SupCon

AUC: 0.93. Result ID: 699137e33a6c314849069049.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":true,"Depth pos.":false}. This record does not assert independent reproduction.

### Weakly-supervised positional contrastive learning

AUC: 0.91. Result ID: 699137e33a6c31484906904b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Implementation](<https://github.com/Guerbet-AI/wsp-contrastive>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":true,"Depth pos.":true}. This record does not assert independent reproduction.

### SimCLR

AUC: 0.88. Result ID: 699137e33a6c314849069047.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### Weakly-supervised positional contrastive learning

AUC: 0.85. Result ID: 699137e33a6c314849069053.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Implementation](<https://github.com/Guerbet-AI/wsp-contrastive>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":true,"Depth pos.":true}. This record does not assert independent reproduction.

### SimCLR

AUC: 0.82. Result ID: 699137e33a6c31484906904f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### depth-Aware

AUC: 0.82. Result ID: 699137e33a6c314849069052.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a261e209131cea265c6.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":true}. This record does not assert independent reproduction.

### depth-Aware

AUC: 0.81. Result ID: 699137e33a6c31484906904a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a261e209131cea265c6.md>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":false,"Depth pos.":true}. This record does not assert independent reproduction.

### BYOL

AUC: 0.77. Result ID: 699137e33a6c314849069050.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### ImageNet (frozen representations)

AUC: 0.76. Result ID: 699137e33a6c31484906904e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### None (random initialization)

AUC: 0.75. Result ID: 699137e33a6c314849069046.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### None (random initialization)

AUC: 0.73. Result ID: 699137e33a6c31484906904d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### SupCon

AUC: 0.69. Result ID: 699137e33a6c314849069051.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":true,"Depth pos.":false}. This record does not assert independent reproduction.

### Supervised

AUC: 0.65. Result ID: 699137e33a6c314849069045.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

Recorded evaluation configuration: {"Backbone":"TinyNet","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

### Supervised

AUC: 0.56. Result ID: 699137e33a6c31484906904c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c4c3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weak labels":false,"Depth pos.":false}. This record does not assert independent reproduction.

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