# Classification on TVHL-DME

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

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

Data updated: 2026-04-13T08:20:50.338Z

Evaluation of standard Classification performance on the TVHL-DME 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-DME |
| 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-dme.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| M-IDoL | 98.21 | Not recorded | 69dc785b7d0172140ec788c7 |
| LVM-Med | 97.62 | Not recorded | 69dc785b7d0172140ec788c7 |
| CoSMIC | 96.36 | Not recorded | 69dc785b7d0172140ec788c7 |
| MedCoss | 95.71 | Not recorded | 69dc785b7d0172140ec788c7 |
| UniMed | 95.66 | Not recorded | 69dc785b7d0172140ec788c7 |
| Unimiss+ | 94.24 | Not recorded | 69dc785b7d0172140ec788c7 |
| DINO | 91.36 | Not recorded | 69dc785b7d0172140ec788c7 |
| SwinViT | 89.1 | Not recorded | 69dc785b7d0172140ec788c7 |
| MAE | 88.64 | Not recorded | 69dc785b7d0172140ec788c7 |

### M-IDoL

Accuracy: 98.21. Result ID: 69dca75447f34ce924c38d0b.

[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.

### LVM-Med

Accuracy: 97.62. Result ID: 69dca75447f34ce924c38d08.

[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.

### CoSMIC

Accuracy: 96.36. Result ID: 69dca75447f34ce924c38d0a.

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

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

### MedCoss

Accuracy: 95.71. Result ID: 69dca75447f34ce924c38d07.

[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.

### UniMed

Accuracy: 95.66. Result ID: 69dca75447f34ce924c38d09.

[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.

### Unimiss+

Accuracy: 94.24. Result ID: 69dca75447f34ce924c38d06.

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

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

### DINO

Accuracy: 91.36. Result ID: 69dca75447f34ce924c38d04.

[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.

### SwinViT

Accuracy: 89.1. Result ID: 69dca75447f34ce924c38d03.

[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: 88.64. Result ID: 69dca75447f34ce924c38d05.

[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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