# Medical Image Segmentation on Cataract Surgery Source: [Medical Image Segmentation on Cataract Surgery]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:07.519Z Evaluation of medical image segmentation performance on the Cataract Surgery dataset, reporting metrics such as Dice score. 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 | Medical Image Segmentation | | Dataset (including any stated split) | Cataract Surgery | | Metric | Dice Score (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 Score (%)](): Higher is better; unit: PERCENT. - [Relative Dice Score (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score (%) | Result date | Report paper | | --- | --- | --- | --- | | TI-ST | 45.31 | Not recorded | 68fa70391e209131cea49b22 | | RL | 45.13 | Not recorded | 68fa70391e209131cea49b22 | | TE | 42.32 | Not recorded | 68fa70391e209131cea49b22 | | ST | 41.1 | Not recorded | 68fa70391e209131cea49b22 | | MCF | 40.19 | Not recorded | 68fa70391e209131cea49b22 | | Mean Teacher | 39.54 | Not recorded | 68fa70391e209131cea49b22 | | CPS | 39.4 | Not recorded | 68fa70391e209131cea49b22 | | TI-ST | 37.69 | Not recorded | 68fa70391e209131cea49b22 | | Supervised | 37.67 | Not recorded | 68fa70391e209131cea49b22 | | CPS | 36.24 | Not recorded | 68fa70391e209131cea49b22 | | Pi Model | 35.56 | Not recorded | 68fa70391e209131cea49b22 | | RL | 34.4 | Not recorded | 68fa70391e209131cea49b22 | | ST | 34.34 | Not recorded | 68fa70391e209131cea49b22 | | TE | 33.1 | Not recorded | 68fa70391e209131cea49b22 | | Pi Model | 27.55 | Not recorded | 68fa70391e209131cea49b22 | | MCF | 26.97 | Not recorded | 68fa70391e209131cea49b22 | | Supervised | 15.42 | Not recorded | 68fa70391e209131cea49b22 | | Mean Teacher | 11.06 | Not recorded | 68fa70391e209131cea49b22 | ### TI-ST Dice Score (%): 45.31. Result ID: 69910e3c3a6c3148490556c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### RL Dice Score (%): 45.13. Result ID: 69910e3c3a6c3148490556ba. [Reporting paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### TE Dice Score (%): 42.32. Result ID: 69910e3c3a6c3148490556b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### ST Dice Score (%): 41.1. Result ID: 69910e3c3a6c3148490556be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### MCF Dice Score (%): 40.19. Result ID: 69910e3c3a6c3148490556c0. [Reporting paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### Mean Teacher Dice Score (%): 39.54. Result ID: 69910e3c3a6c3148490556b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### CPS Dice Score (%): 39.4. Result ID: 69910e3c3a6c3148490556bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### TI-ST Dice Score (%): 37.69. Result ID: 69910e3c3a6c3148490556c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### Supervised Dice Score (%): 37.67. Result ID: 69910e3c3a6c3148490556b2. [Reporting paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### CPS Dice Score (%): 36.24. Result ID: 69910e3c3a6c3148490556bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### Pi Model Dice Score (%): 35.56. Result ID: 69910e3c3a6c3148490556b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"scSENet"}. This record does not assert independent reproduction. ### RL Dice Score (%): 34.4. Result ID: 69910e3c3a6c3148490556b9. [Reporting paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### ST Dice Score (%): 34.34. Result ID: 69910e3c3a6c3148490556bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### TE Dice Score (%): 33.1. Result ID: 69910e3c3a6c3148490556b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### Pi Model Dice Score (%): 27.55. Result ID: 69910e3c3a6c3148490556b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### MCF Dice Score (%): 26.97. Result ID: 69910e3c3a6c3148490556bf. [Reporting paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### Supervised Dice Score (%): 15.42. Result ID: 69910e3c3a6c3148490556b1. [Reporting paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. ### Mean Teacher Dice Score (%): 11.06. Result ID: 69910e3c3a6c3148490556b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DLV3+"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.