# Cross-domain Few-shot Classification on ISIC Source: [Cross-domain Few-shot Classification on ISIC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:16.363Z Evaluation of cross-domain few-shot classification performance on the ISIC dataset, reporting accuracy. 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 classification | | Dataset (including any stated split) | ISIC | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | P\>M\>F | 73.5 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 66.48 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 65.78 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 64.16 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 60.86 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 59.31 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 58.63 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 57.86 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 54.8 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 54.3 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 54.06 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 53.65 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 51.99 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 50.12 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 49.91 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 49.5 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 49.42 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 49.32 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 48.11 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 47.22 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 43.78 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 41.77 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 41.26 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 40.73 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 39.57 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 39.41 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 36.28 | Not recorded | 68fa6c5a1e209131cea33805 | ### P\>M\>F Accuracy: 73.5. Result ID: 698f09333a6c314849f521e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 66.48. Result ID: 698f09333a6c314849f521da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 65.78. Result ID: 698f09333a6c314849f521e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 64.16. Result ID: 698f09333a6c314849f521e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 60.86. Result ID: 698f09333a6c314849f521dd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 59.31. Result ID: 698f09333a6c314849f521d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 58.63. Result ID: 698f09333a6c314849f521df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 57.86. Result ID: 698f09333a6c314849f521e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 54.8. Result ID: 698f09333a6c314849f521d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 54.3. Result ID: 698f09333a6c314849f521dc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 54.06. Result ID: 698f09333a6c314849f521e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 53.65. Result ID: 698f09333a6c314849f521e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 51.99. Result ID: 698f09333a6c314849f521d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 50.12. Result ID: 698f09333a6c314849f521e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 49.91. Result ID: 698f09333a6c314849f521e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 49.5. Result ID: 698f09333a6c314849f521d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 49.42. Result ID: 698f09333a6c314849f521d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 49.32. Result ID: 698f09333a6c314849f521d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 48.11. Result ID: 698f09333a6c314849f521d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 47.22. Result ID: 698f09333a6c314849f521de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 43.78. Result ID: 698f09333a6c314849f521e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 41.77. Result ID: 698f09333a6c314849f521d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 41.26. Result ID: 698f09333a6c314849f521db. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 40.73. Result ID: 698f09333a6c314849f521e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 39.57. Result ID: 698f09333a6c314849f521cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 39.41. Result ID: 698f09333a6c314849f521d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 36.28. Result ID: 698f09333a6c314849f521d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.