# Image Classification on Medical Modalities Average (test)

Source: [Image Classification on Medical Modalities Average (test)](<https://www.sota2.com/research/sota/image-classification-on-medical-modalities-average-test>)

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

Data updated: 2026-04-02T09:13:16.054Z

Evaluation of Image Classification performance on the test split of the Medical Modalities Average dataset, reporting metrics such as mAP 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 | Image classification |
| Dataset (including any stated split) | Medical Modalities Average (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [mAP](<https://www.sota2.com/research/sota/image-classification-on-medical-modalities-average-test.md?metric=mAP>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| MedITok | 82.27 | Not recorded | 68fa78c01e209131cea7a45a |
| UniTok | 80.41 | Not recorded | 68fa78c01e209131cea7a45a |
| TokenFlow | 78.99 | Not recorded | 68fa78c01e209131cea7a45a |
| VAR-VQ | 77.23 | Not recorded | 68fa78c01e209131cea7a45a |
| VQGAN | 62.92 | Not recorded | 68fa78c01e209131cea7a45a |
| PUMIT | 59.87 | Not recorded | 68fa78c01e209131cea7a45a |
| MedVAE | 59.54 | Not recorded | 68fa78c01e209131cea7a45a |
| Emu3-VQ | 57.53 | Not recorded | 68fa78c01e209131cea7a45a |

### MedITok

mAP: 82.27. Result ID: 69ce329247f34ce924b78ed6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### UniTok

mAP: 80.41. Result ID: 69ce329247f34ce924b78ed3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78951e209131cea791bb.md>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### TokenFlow

mAP: 78.99. Result ID: 69ce329247f34ce924b78ed2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea835a3.md>)

[Implementation](<https://byteflow-ai.github.io/TokenFlow/>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### VAR-VQ

mAP: 77.23. Result ID: 69ce329247f34ce924b78ed1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73861e209131cea5cf19.md>)

[Implementation](<https://github.com/FoundationVision/VAR>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### VQGAN

mAP: 62.92. Result ID: 69ce329247f34ce924b78ecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a371e209131cea26a4d.md>)

[Implementation](<https://git.io/JnyvK>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### PUMIT

mAP: 59.87. Result ID: 69ce329247f34ce924b78ed4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ec1e209131cea538fc.md>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### MedVAE

mAP: 59.54. Result ID: 69ce329247f34ce924b78ed5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79141e209131cea7c072.md>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

### Emu3-VQ

mAP: 57.53. Result ID: 69ce329247f34ce924b78ed0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a45a.md>)

Recorded evaluation configuration: {"Protocol":"linear probing"}. This record does not assert independent reproduction.

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