# Classification on TVHL-DR

Source: [Classification on TVHL-DR](<https://www.sota2.com/research/sota/classification-on-tvhl-dr>)

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

Data updated: 2026-04-13T08:20:50.365Z

Evaluation of Classification performance on the TVHL-DR dataset, reporting Accuracy (ACC) 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 | Classification |
| Dataset (including any stated split) | TVHL-DR |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/classification-on-tvhl-dr.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| M-IDoL | 90.38 | Not recorded | 69dc785b7d0172140ec788c7 |
| UniMed | 87.64 | Not recorded | 69dc785b7d0172140ec788c7 |
| CoSMIC | 87.59 | Not recorded | 69dc785b7d0172140ec788c7 |
| DINO | 86.25 | Not recorded | 69dc785b7d0172140ec788c7 |
| LVM-Med | 85.25 | Not recorded | 69dc785b7d0172140ec788c7 |
| MedCoss | 84.75 | Not recorded | 69dc785b7d0172140ec788c7 |
| Unimiss+ | 84.57 | Not recorded | 69dc785b7d0172140ec788c7 |
| SwinViT | 83.97 | Not recorded | 69dc785b7d0172140ec788c7 |
| MAE | 81.47 | Not recorded | 69dc785b7d0172140ec788c7 |

### M-IDoL

Accuracy: 90.38. Result ID: 69dca75447f34ce924c38d14.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

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

### UniMed

Accuracy: 87.64. Result ID: 69dca75447f34ce924c38d12.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763c1e209131cea6c048.md>)

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

### CoSMIC

Accuracy: 87.59. Result ID: 69dca75447f34ce924c38d13.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

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

### DINO

Accuracy: 86.25. Result ID: 69dca75447f34ce924c38d0d.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

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

### LVM-Med

Accuracy: 85.25. Result ID: 69dca75447f34ce924c38d11.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea5029b.md>)

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

### MedCoss

Accuracy: 84.75. Result ID: 69dca75447f34ce924c38d10.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715b1e209131cea50cd6.md>)

[Implementation](<https://github.com/yeerwen/MedCoSS>)

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

### Unimiss+

Accuracy: 84.57. Result ID: 69dca75447f34ce924c38d0f.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

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

### SwinViT

Accuracy: 83.97. Result ID: 69dca75447f34ce924c38d0c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

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

### MAE

Accuracy: 81.47. Result ID: 69dca75447f34ce924c38d0e.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785b7d0172140ec788c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

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