# Corneal Nerve Fiber Segmentation on CORN-1 (test) Source: [Corneal Nerve Fiber Segmentation on CORN-1 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:23:23.173Z Evaluation of Corneal Nerve Fiber Segmentation performance on the test split of the CORN-1 dataset, reporting metrics including Dice, IoU, Sensitivity, Precision, MCC, and AUC 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 | Corneal Nerve Fiber Segmentation | | Dataset (including any stated split) | CORN-1 (test) | | Metric | Sensitivity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Sensitivity](): Higher is better; unit: PERCENT. - [Dice](): Higher is better; unit: PERCENT. - [IoU](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [MCC](): Higher is better; unit: PERCENT. - [AUC-ROC](): Higher is better; unit: PERCENT. - [AUC-PR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Sensitivity | Result date | Report paper | | --- | --- | --- | --- | | CurvSegFlow | 86.52 | Not recorded | 6a3a134e206542251d7c72a5 | | CS2Net 2020 | 83.98 | Not recorded | 6a3a134e206542251d7c72a5 | | YoloCurvSeg 2023 | 67.6 | Not recorded | 6a3a134e206542251d7c72a5 | | PCT-Net 2025 | 58.9 | Not recorded | 6a3a134e206542251d7c72a5 | | Pix2Pix cGAN 2017 | 56.2 | Not recorded | 6a3a134e206542251d7c72a5 | | U-Net 2015 | 54.84 | Not recorded | 6a3a134e206542251d7c72a5 | | Att-UNet 2018 | 53.5 | Not recorded | 6a3a134e206542251d7c72a5 | | M-Net 2017 | 53.1 | Not recorded | 6a3a134e206542251d7c72a5 | | DAANet 2022 | 52.85 | Not recorded | 6a3a134e206542251d7c72a5 | | CNS-Net 2020 | 46.02 | Not recorded | 6a3a134e206542251d7c72a5 | | UCTransNet 2022 | 43.5 | Not recorded | 6a3a134e206542251d7c72a5 | ### CurvSegFlow Sensitivity: 86.52. Result ID: 6a3a507bfbc373592c35b44e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CS2Net 2020 Sensitivity: 83.98. Result ID: 6a3a507bfbc373592c35b449. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### YoloCurvSeg 2023 Sensitivity: 67.6. Result ID: 6a3a507bfbc373592c35b44c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCT-Net 2025 Sensitivity: 58.9. Result ID: 6a3a507bfbc373592c35b44d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pix2Pix cGAN 2017 Sensitivity: 56.2. Result ID: 6a3a507bfbc373592c35b446. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Net 2015 Sensitivity: 54.84. Result ID: 6a3a507bfbc373592c35b444. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Att-UNet 2018 Sensitivity: 53.5. Result ID: 6a3a507bfbc373592c35b447. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M-Net 2017 Sensitivity: 53.1. Result ID: 6a3a507bfbc373592c35b445. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAANet 2022 Sensitivity: 52.85. Result ID: 6a3a507bfbc373592c35b44a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNS-Net 2020 Sensitivity: 46.02. Result ID: 6a3a507bfbc373592c35b448. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UCTransNet 2022 Sensitivity: 43.5. Result ID: 6a3a507bfbc373592c35b44b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.