# OD/OC Segmentation on OD/OC Domain D

Source: [OD/OC Segmentation on OD/OC Domain D](<https://www.sota2.com/research/sota/od-oc-segmentation-on-od-oc-domain-d>)

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

Data updated: 2026-03-13T07:58:19.032Z

Evaluation of OD/OC segmentation performance on the OD/OC Domain D dataset, utilizing DSC, E\_max^phi, and S\_alpha metrics.

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 | OD/OC segmentation |
| Dataset (including any stated split) | OD/OC Domain D |
| Metric | DSC |
| 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

- [DSC](<https://www.sota2.com/research/sota/od-oc-segmentation-on-od-oc-domain-d.md?metric=DSC>): Higher is better; unit: PERCENT.

- [E\_max^phi](<https://www.sota2.com/research/sota/od-oc-segmentation-on-od-oc-domain-d.md?metric=E_max%5Ephi>): Higher is better; unit: PERCENT.

- [S\_alpha](<https://www.sota2.com/research/sota/od-oc-segmentation-on-od-oc-domain-d.md?metric=S_alpha>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| SPEGC | 83.54 | Not recorded | 69b399ee0636e5bf4afbc929 |
| TTDG(CVPR’25) | 79.34 | Not recorded | 69b399ee0636e5bf4afbc929 |
| GraTA(AAAI’25) | 76.75 | Not recorded | 69b399ee0636e5bf4afbc929 |
| NC-TTT(CVPR’24) | 75.31 | Not recorded | 69b399ee0636e5bf4afbc929 |
| SAR(ICLR’23) | 70.19 | Not recorded | 69b399ee0636e5bf4afbc929 |
| Domain Adaptor(CVPR’23) | 66.98 | Not recorded | 69b399ee0636e5bf4afbc929 |
| VPTTA(CVPR’24) | 64.48 | Not recorded | 69b399ee0636e5bf4afbc929 |
| No Adapt | 63.77 | Not recorded | 69b399ee0636e5bf4afbc929 |

### SPEGC

DSC: 83.54. Result ID: 69b3c27d47f34ce9249d8f53.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

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

### TTDG(CVPR’25)

DSC: 79.34. Result ID: 69b3c27d47f34ce9249d8f52.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733fd.md>)

[Implementation](<https://github.com/Yore0/TTDG-MGM>)

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

### GraTA(AAAI’25)

DSC: 76.75. Result ID: 69b3c27d47f34ce9249d8f51.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2db.md>)

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

### NC-TTT(CVPR’24)

DSC: 75.31. Result ID: 69b3c27d47f34ce9249d8f4f.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72e11e209131cea5925d.md>)

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

### SAR(ICLR’23)

DSC: 70.19. Result ID: 69b3c27d47f34ce9249d8f4d.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

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

### Domain Adaptor(CVPR’23)

DSC: 66.98. Result ID: 69b3c27d47f34ce9249d8f4e.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705f1e209131cea4aae0.md>)

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

### VPTTA(CVPR’24)

DSC: 64.48. Result ID: 69b3c27d47f34ce9249d8f50.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73541e209131cea5bdc1.md>)

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

### No Adapt

DSC: 63.77. Result ID: 69b3c27d47f34ce9249d8f4c.

[Reporting paper](<https://www.sota2.com/research/paper/69b399ee0636e5bf4afbc929.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671a1e209131cea14359.md>)

Recorded evaluation configuration: {"Backbone":"ResUNet-50"}. This record does not assert independent reproduction.

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