# Ocular Disease Recognition on ODIR-5K

Source: [Ocular Disease Recognition on ODIR-5K](<https://www.sota2.com/research/sota/ocular-disease-recognition-on-odir-5k>)

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

Data updated: 2026-03-24T13:24:53.343Z

Evaluation of Ocular Disease Recognition performance on the ODIR-5K dataset, reporting AUC-ROC and Macro F1 scores.

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 | Ocular Disease Recognition |
| Dataset (including any stated split) | ODIR-5K |
| Metric | AUC-ROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-ROC](<https://www.sota2.com/research/sota/ocular-disease-recognition-on-odir-5k.md?metric=AUC-ROC>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/ocular-disease-recognition-on-odir-5k.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC-ROC | Result date | Report paper |
| --- | --- | --- | --- |
| MobileNetV3-Small-100 | 81.5 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| Clifford-M (with Energy) | 81.42 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| Clifford-M (noEnergy) | 81.31 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| EfficientNet-B0 | 69.48 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| MobileOne-S0 | 60.96 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| FastViT-S12 | 54.1 | Not recorded | 69c21a6c0636e5bf4afc46ca |
| MobileNetV4-Hybrid-Medium | 53.54 | Not recorded | 69c21a6c0636e5bf4afc46ca |

### MobileNetV3-Small-100

AUC-ROC: 81.5. Result ID: 69c28f3e47f34ce924aacf2b.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ac1e209131cea11957.md>)

Recorded evaluation configuration: {"Params (M)":"1.53"}. This record does not assert independent reproduction.

### Clifford-M (with Energy)

AUC-ROC: 81.42. Result ID: 69c28f3e47f34ce924aacf2c.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

Recorded evaluation configuration: {"Params (M)":"0.85"}. This record does not assert independent reproduction.

### Clifford-M (noEnergy)

AUC-ROC: 81.31. Result ID: 69c28f3e47f34ce924aacf2d.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

Recorded evaluation configuration: {"Params (M)":"0.82"}. This record does not assert independent reproduction.

### EfficientNet-B0

AUC-ROC: 69.48. Result ID: 69c28f3e47f34ce924aacf2a.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Params (M)":"4.02"}. This record does not assert independent reproduction.

### MobileOne-S0

AUC-ROC: 60.96. Result ID: 69c28f3e47f34ce924aacf29.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee11e209131cea429ac.md>)

[Implementation](<https://github.com/apple/ml-mobileone>)

Recorded evaluation configuration: {"Params (M)":"4.28"}. This record does not assert independent reproduction.

### FastViT-S12

AUC-ROC: 54.1. Result ID: 69c28f3e47f34ce924aacf27.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a484.md>)

[Implementation](<https://github.com/apple/ml-fastvit>)

Recorded evaluation configuration: {"Params (M)":"8.46"}. This record does not assert independent reproduction.

### MobileNetV4-Hybrid-Medium

AUC-ROC: 53.54. Result ID: 69c28f3e47f34ce924aacf28.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a6c0636e5bf4afc46ca.md>)

Recorded evaluation configuration: {"Params (M)":"9.80"}. This record does not assert independent reproduction.

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