# Cross-Domain Few-Shot Segmentation on ISIC (test) Source: [Cross-Domain Few-Shot Segmentation on ISIC (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:36.906Z Evaluation of cross-domain few-shot segmentation performance on the test split of the ISIC dataset, reporting mean Intersection over Union (mIoU). 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 | Cross-Domain Few-Shot Segmentation | | Dataset (including any stated split) | ISIC (test) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | HERA\_DINOv3 | 73.6 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | IFA | 69.8 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | IFA | 66.3 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | FSSDINO | 61.67 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | HERA\_DINOv3 | 61.2 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | FSSDINO | 55.96 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | GF-SAM | 55.2 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | ABCDFSS | 53.3 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | PATNet | 51.8 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | GF-SAM | 48.7 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | ABCDFSS | 45.7 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | | PATNet | 43.4 | Not recorded | 698abb7dc97a0b3e3b5ddf0e | ### HERA\_DINOv3 mIoU: 73.6. Result ID: 69972e2c5698665ec47d251f. [Reporting paper]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### IFA mIoU: 69.8. Result ID: 69972e2c5698665ec47d251d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### IFA mIoU: 66.3. Result ID: 69972e2c5698665ec47d251c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. ### FSSDINO mIoU: 61.67. Result ID: 69972e2c5698665ec47d2521. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### HERA\_DINOv3 mIoU: 61.2. Result ID: 69972e2c5698665ec47d251e. [Reporting paper]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. ### FSSDINO mIoU: 55.96. Result ID: 69972e2c5698665ec47d2520. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. ### GF-SAM mIoU: 55.2. Result ID: 69972e2c5698665ec47d2517. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### ABCDFSS mIoU: 53.3. Result ID: 69972e2c5698665ec47d251b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### PATNet mIoU: 51.8. Result ID: 69972e2c5698665ec47d2519. [Reporting paper]() Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction. ### GF-SAM mIoU: 48.7. Result ID: 69972e2c5698665ec47d2516. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. ### ABCDFSS mIoU: 45.7. Result ID: 69972e2c5698665ec47d251a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. ### PATNet mIoU: 43.4. Result ID: 69972e2c5698665ec47d2518. [Reporting paper]() Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.