# Image Classification on Ophthalmology

Source: [Image Classification on Ophthalmology](<https://www.sota2.com/research/sota/image-classification-on-ophthalmology>)

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

Data updated: 2026-02-26T05:31:24.461Z

Evaluation of Image Classification performance on the Ophthalmology dataset, reporting Accuracy.

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) | Ophthalmology |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PhenoLIP | 51.63 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| PMC-CLIP | 43.75 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| BiomedCLIP | 40.18 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| BIOMEDICA | 26.15 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| SigLIP2 | 23 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| CoCa | 20.55 | Not recorded | 69896a25c97a0b3e3b5dc587 |
| OpenCLIP | 19.43 | Not recorded | 69896a25c97a0b3e3b5dc587 |

### PhenoLIP

Accuracy: 51.63. Result ID: 699737105698665ec486ee4c.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

Recorded evaluation configuration: {"Vision Encoder":"ViT-B","Text Encoder":"PubmedBert","Zero-shot":true}. This record does not assert independent reproduction.

### PMC-CLIP

Accuracy: 43.75. Result ID: 699737105698665ec486ee49.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eca1e209131cea4223b.md>)

Recorded evaluation configuration: {"Vision Encoder":"ResNet50","Text Encoder":"PubmedBert","Zero-shot":true}. This record does not assert independent reproduction.

### BiomedCLIP

Accuracy: 40.18. Result ID: 699737105698665ec486ee4a.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

Recorded evaluation configuration: {"Vision Encoder":"ViT-B","Text Encoder":"PubmedBert","Zero-shot":true}. This record does not assert independent reproduction.

### BIOMEDICA

Accuracy: 26.15. Result ID: 699737105698665ec486ee4b.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c21e209131cea7522e.md>)

[Implementation](<https://github.com/minwoosun/biomedica-etl>)

Recorded evaluation configuration: {"Vision Encoder":"ViT-L","Text Encoder":"GPT2","Zero-shot":true}. This record does not assert independent reproduction.

### SigLIP2

Accuracy: 23. Result ID: 699737105698665ec486ee47.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770a1e209131cea70ad4.md>)

Recorded evaluation configuration: {"Vision Encoder":"So400m","Text Encoder":"SigLIP64","Zero-shot":true}. This record does not assert independent reproduction.

### CoCa

Accuracy: 20.55. Result ID: 699737105698665ec486ee48.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc71e209131cea35ecd.md>)

[Implementation](<https://socraticmodels.github.io/>)

Recorded evaluation configuration: {"Vision Encoder":"ViT-B","Text Encoder":"GPT2","Zero-shot":true}. This record does not assert independent reproduction.

### OpenCLIP

Accuracy: 19.43. Result ID: 699737105698665ec486ee46.

[Reporting paper](<https://www.sota2.com/research/paper/69896a25c97a0b3e3b5dc587.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6003e.md>)

[Implementation](<https://github.com/LAION-AI/scaling-laws-openclip>)

Recorded evaluation configuration: {"Vision Encoder":"ViT-B","Text Encoder":"GPT2","Zero-shot":true}. This record does not assert independent reproduction.

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