# Optic Cup and Disc Segmentation on Fundus image dataset Average across Centers

Source: [Optic Cup and Disc Segmentation on Fundus image dataset Average across Centers](<https://www.sota2.com/research/sota/optic-cup-and-disc-segmentation-on-fundus-image-dataset-average-across-centers>)

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

Data updated: 2026-03-24T13:55:05.860Z

Evaluation of Optic Cup and Optic Disc segmentation performance across an average of multiple Fundus image centers, measured using Average Symmetric Surface Distance (ASSD) for individual structures and the overall average.

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 | Optic Cup and Disc Segmentation |
| Dataset (including any stated split) | Fundus image dataset Average across Centers |
| Metric | ASSD (Optic Cup) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

- [ASSD (Optic Cup)](<https://www.sota2.com/research/sota/optic-cup-and-disc-segmentation-on-fundus-image-dataset-average-across-centers.md?metric=ASSD%20(Optic%20Cup)>): Lower is better; unit: SCALAR.

- [ASSD (Optic Disc)](<https://www.sota2.com/research/sota/optic-cup-and-disc-segmentation-on-fundus-image-dataset-average-across-centers.md?metric=ASSD%20(Optic%20Disc)>): Lower is better; unit: SCALAR.

- [ASSD (Overall Average)](<https://www.sota2.com/research/sota/optic-cup-and-disc-segmentation-on-fundus-image-dataset-average-across-centers.md?metric=ASSD%20(Overall%20Average)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ASSD (Optic Cup) | Result date | Report paper |
| --- | --- | --- | --- |
| DFQ | 3.24 | Not recorded | 68fa807e1e209131cea9d438 |
| Upper bound w/o BDA | 3.36 | Not recorded | 68fa807e1e209131cea9d438 |
| Upper bound | 3.37 | Not recorded | 68fa807e1e209131cea9d438 |
| Dofe | 3.56 | Not recorded | 68fa807e1e209131cea9d438 |
| UniDDG | 3.61 | Not recorded | 68fa807e1e209131cea9d438 |
| TriD | 3.66 | Not recorded | 68fa807e1e209131cea9d438 |
| UniDDG | 3.87 | Not recorded | 68fa807e1e209131cea9d438 |
| CDDSA | 3.92 | Not recorded | 68fa807e1e209131cea9d438 |
| BigAug | 4.01 | Not recorded | 68fa807e1e209131cea9d438 |
| Dofe | 4.25 | Not recorded | 68fa807e1e209131cea9d438 |
| Cutmix | 4.27 | Not recorded | 68fa807e1e209131cea9d438 |
| CDDSA | 4.61 | Not recorded | 68fa807e1e209131cea9d438 |
| UniDDG | 4.66 | Not recorded | 68fa807e1e209131cea9d438 |
| Lower bound | 4.72 | Not recorded | 68fa807e1e209131cea9d438 |
| Manifold Mixup | 4.81 | Not recorded | 68fa807e1e209131cea9d438 |
| Mixup | 6.42 | Not recorded | 68fa807e1e209131cea9d438 |
| Lower bound w/o BDA | 7.64 | Not recorded | 68fa807e1e209131cea9d438 |

### DFQ

ASSD (Optic Cup): 3.24. Result ID: 69c2976647f34ce924ab0958.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction.

### Upper bound w/o BDA

ASSD (Optic Cup): 3.36. Result ID: 69c2976647f34ce924ab094d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Upper bound

ASSD (Optic Cup): 3.37. Result ID: 69c2976647f34ce924ab094e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Dofe

ASSD (Optic Cup): 3.56. Result ID: 69c2976647f34ce924ab0953.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c590.md>)

Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction.

### UniDDG

ASSD (Optic Cup): 3.61. Result ID: 69c2976647f34ce924ab095b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TriD

ASSD (Optic Cup): 3.66. Result ID: 69c2976647f34ce924ab0957.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468af.md>)

Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction.

### UniDDG

ASSD (Optic Cup): 3.87. Result ID: 69c2976647f34ce924ab095a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

Recorded evaluation configuration: {"Style Augmentation":"false"}. This record does not assert independent reproduction.

### CDDSA

ASSD (Optic Cup): 3.92. Result ID: 69c2976647f34ce924ab0955.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfc1e209131cea3d2e9.md>)

Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction.

### BigAug

ASSD (Optic Cup): 4.01. Result ID: 69c2976647f34ce924ab0951.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction.

### Dofe

ASSD (Optic Cup): 4.25. Result ID: 69c2976647f34ce924ab0954.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687e1e209131cea1c590.md>)

Recorded evaluation configuration: {"domain\_label":"wrong"}. This record does not assert independent reproduction.

### Cutmix

ASSD (Optic Cup): 4.27. Result ID: 69c2976647f34ce924ab094f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f1ce.md>)

[Implementation](<https://github.com/clovaai/CutMix-PyTorch>)

Recorded evaluation configuration: {"Year":"2019"}. This record does not assert independent reproduction.

### CDDSA

ASSD (Optic Cup): 4.61. Result ID: 69c2976647f34ce924ab0956.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfc1e209131cea3d2e9.md>)

Recorded evaluation configuration: {"domain\_label":"wrong"}. This record does not assert independent reproduction.

### UniDDG

ASSD (Optic Cup): 4.66. Result ID: 69c2976647f34ce924ab0959.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

Recorded evaluation configuration: {"Expansion Mask Attention":"false"}. This record does not assert independent reproduction.

### Lower bound

ASSD (Optic Cup): 4.72. Result ID: 69c2976647f34ce924ab094c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Manifold Mixup

ASSD (Optic Cup): 4.81. Result ID: 69c2976647f34ce924ab0952.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bec2.md>)

Recorded evaluation configuration: {"Year":"2019"}. This record does not assert independent reproduction.

### Mixup

ASSD (Optic Cup): 6.42. Result ID: 69c2976647f34ce924ab0950.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

Recorded evaluation configuration: {"Year":"2017"}. This record does not assert independent reproduction.

### Lower bound w/o BDA

ASSD (Optic Cup): 7.64. Result ID: 69c2976647f34ce924ab094b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa807e1e209131cea9d438.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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