# Fundus Image Classification on ODIR to VietAI (target)

Source: [Fundus Image Classification on ODIR to VietAI (target)](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target>)

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

Data updated: 2026-02-26T05:36:23.557Z

Evaluation of Fundus Image Classification performance using the ODIR to VietAI (target) dataset, reporting domain-specific metrics such as Avg, N, MD, DR, and GLC.

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 | Fundus Image Classification |
| Dataset (including any stated split) | ODIR to VietAI (target) |
| Metric | Avg Score |
| 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

- [Avg Score](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target.md?metric=Avg%20Score>): Higher is better; unit: PERCENT.

- [N Metric](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target.md?metric=N%20Metric>): Higher is better; unit: PERCENT.

- [MD](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target.md?metric=MD>): Higher is better; unit: PERCENT.

- [DR](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target.md?metric=DR>): Higher is better; unit: PERCENT.

- [GLC](<https://www.sota2.com/research/sota/fundus-image-classification-on-odir-to-vietai-target.md?metric=GLC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg Score | Result date | Report paper |
| --- | --- | --- | --- |
| FRLA | 80.8 | Not recorded | 699d30c36017c4460ffab7ca |
| DIFO | 78.4 | Not recorded | 699d30c36017c4460ffab7ca |
| Co-learn | 76 | Not recorded | 699d30c36017c4460ffab7ca |
| COWA | 75.4 | Not recorded | 699d30c36017c4460ffab7ca |
| Source + FLAIR | 73.3 | Not recorded | 699d30c36017c4460ffab7ca |
| FLAIR | 72.1 | Not recorded | 699d30c36017c4460ffab7ca |
| SHOT | 67.7 | Not recorded | 699d30c36017c4460ffab7ca |
| Source | 65.4 | Not recorded | 699d30c36017c4460ffab7ca |

### FRLA

Avg Score: 80.8. Result ID: 699e4e755698665ec40d379b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction.

### DIFO

Avg Score: 78.4. Result ID: 699e4e755698665ec40d379a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e21.md>)

Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction.

### Co-learn

Avg Score: 76. Result ID: 699e4e755698665ec40d3799.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70601e209131cea4ab44.md>)

Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction.

### COWA

Avg Score: 75.4. Result ID: 699e4e755698665ec40d3798.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc71e209131cea35f22.md>)

Recorded evaluation configuration: {"Uses foundation model":false}. This record does not assert independent reproduction.

### Source + FLAIR

Avg Score: 73.3. Result ID: 699e4e755698665ec40d3796.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction.

### FLAIR

Avg Score: 72.1. Result ID: 699e4e755698665ec40d3795.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6e058.md>)

Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction.

### SHOT

Avg Score: 67.7. Result ID: 699e4e755698665ec40d3797.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"Uses foundation model":false}. This record does not assert independent reproduction.

### Source

Avg Score: 65.4. Result ID: 699e4e755698665ec40d3794.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c36017c4460ffab7ca.md>)

Recorded evaluation configuration: {"Uses foundation model":null}. This record does not assert independent reproduction.

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