# Fundus Image Segmentation on Drishti-GS to RIM-ONE-r3

Source: [Fundus Image Segmentation on Drishti-GS to RIM-ONE-r3](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3>)

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

Data updated: 2026-02-26T05:40:58.502Z

Evaluation of general Fundus Image Segmentation performance across the Drishti-GS and RIM-ONE-r3 datasets, typically reporting Dice and ASD metrics for both the Optic Cup and Optic Disc structures.

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 Segmentation |
| Dataset (including any stated split) | Drishti-GS to RIM-ONE-r3 |
| Metric | Dice (Optic Cup) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Dice (Optic Cup)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=Dice%20(Optic%20Cup)>): Higher is better; unit: PERCENT.

- [Dice (Optic Disc)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=Dice%20(Optic%20Disc)>): Higher is better; unit: PERCENT.

- [Dice (Average)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=Dice%20(Average)>): Higher is better; unit: PERCENT.

- [ASD (Optic Cup)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=ASD%20(Optic%20Cup)>): Lower is better; unit: SCALAR.

- [ASD (Optic Disc)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=ASD%20(Optic%20Disc)>): Lower is better; unit: SCALAR.

- [ASD (Average)](<https://www.sota2.com/research/sota/fundus-image-segmentation-on-drishti-gs-to-rim-one-r3.md?metric=ASD%20(Average)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dice (Optic Cup) | Result date | Report paper |
| --- | --- | --- | --- |
| Upper bound | 83.81 | Not recorded | 68fa705b1e209131cea4a920 |
| CPR | 75.02 | Not recorded | 68fa705b1e209131cea4a920 |
| FSM | 74.34 | Not recorded | 68fa705b1e209131cea4a920 |
| U-D4R | 73.48 | Not recorded | 68fa705b1e209131cea4a920 |
| DPL | 71.7 | Not recorded | 68fa705b1e209131cea4a920 |
| W/o adaptation | 70.84 | Not recorded | 68fa705b1e209131cea4a920 |

### Upper bound

Dice (Optic Cup): 83.81. Result ID: 69912c5a3a6c314849063ad9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

Recorded evaluation configuration: {"adaptation\_setting":"fully supervised training on target dataset"}. This record does not assert independent reproduction.

### CPR

Dice (Optic Cup): 75.02. Result ID: 69912c5a3a6c314849063add.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

[Implementation](<https://github.com/xmed-lab/CPR>)

Recorded evaluation configuration: {"adaptation\_setting":"source-free unsupervised domain adaptation"}. This record does not assert independent reproduction.

### FSM

Dice (Optic Cup): 74.34. Result ID: 69912c5a3a6c314849063adb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

Recorded evaluation configuration: {"adaptation\_setting":"source-free unsupervised domain adaptation"}. This record does not assert independent reproduction.

### U-D4R

Dice (Optic Cup): 73.48. Result ID: 69912c5a3a6c314849063adc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

Recorded evaluation configuration: {"adaptation\_setting":"source-free unsupervised domain adaptation"}. This record does not assert independent reproduction.

### DPL

Dice (Optic Cup): 71.7. Result ID: 69912c5a3a6c314849063ada.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ace1e209131cea2a68c.md>)

[Implementation](<https://github.com/cchen-cc/SFDA-DPL>)

Recorded evaluation configuration: {"adaptation\_setting":"source-free unsupervised domain adaptation"}. This record does not assert independent reproduction.

### W/o adaptation

Dice (Optic Cup): 70.84. Result ID: 69912c5a3a6c314849063ad8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a920.md>)

Recorded evaluation configuration: {"adaptation\_setting":"direct evaluation of source model on target"}. This record does not assert independent reproduction.

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