# Skin Lesion Classification on ISIC 3-way 5-shot 2018 (test) Source: [Skin Lesion Classification on ISIC 3-way 5-shot 2018 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:01.091Z Evaluation of skin lesion classification performance using a 3-way, 5-shot setup on the test split of the ISIC 2018 dataset, reporting Accuracy and F1 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 | Skin Lesion Classification | | Dataset (including any stated split) | ISIC 3-way 5-shot 2018 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Hybrid distil | 81.16 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v1 (baseline) | 79.01 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v2 | 75.8 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-distil | 72.78 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-simple | 70.53 | Not recorded | 68fa6afd1e209131cea2b941 | | Hybrid distil | 70.26 | Not recorded | 68fa6afd1e209131cea2b941 | | SimCLR | 70.18 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v1 (baseline) | 69.94 | Not recorded | 68fa6afd1e209131cea2b941 | | SimCLR | 66.25 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v2 | 62.91 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-distil | 62.07 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-simple | 60.62 | Not recorded | 68fa6afd1e209131cea2b941 | | DAML | 59.44 | Not recorded | 68fa6afd1e209131cea2b941 | | MAML | 58.94 | Not recorded | 68fa6afd1e209131cea2b941 | | UMTRA | 57.33 | Not recorded | 68fa6afd1e209131cea2b941 | | DAML | 56.11 | Not recorded | 68fa6afd1e209131cea2b941 | | MAML | 55.73 | Not recorded | 68fa6afd1e209131cea2b941 | | RelationNet | 55.71 | Not recorded | 68fa6afd1e209131cea2b941 | | UMTRA | 54.16 | Not recorded | 68fa6afd1e209131cea2b941 | | RelationNet | 49.98 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-MAML | 48.11 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-ProtoNets | 47.95 | Not recorded | 68fa6afd1e209131cea2b941 | | Training from scratch | 45.36 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-MAML | 45.31 | Not recorded | 68fa6afd1e209131cea2b941 | | Training from scratch | 43.13 | Not recorded | 68fa6afd1e209131cea2b941 | | ProtoNets | 42.45 | Not recorded | 68fa6afd1e209131cea2b941 | | ProtoNets | 37.95 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-ProtoNets | 36.86 | Not recorded | 68fa6afd1e209131cea2b941 | ### Hybrid distil Accuracy: 81.16. Result ID: 698e4ac0ffc3901de09c5ef4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v1 (baseline) Accuracy: 79.01. Result ID: 698e4ac0ffc3901de09c5ef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v2 Accuracy: 75.8. Result ID: 698e4ac0ffc3901de09c5ef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SRL-distil Accuracy: 72.78. Result ID: 698e4ac0ffc3901de09c5ef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SRL-simple Accuracy: 70.53. Result ID: 698e4ac0ffc3901de09c5eef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### Hybrid distil Accuracy: 70.26. Result ID: 698e4ac0ffc3901de09c5eca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SimCLR Accuracy: 70.18. Result ID: 698e4ac0ffc3901de09c5ef1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v1 (baseline) Accuracy: 69.94. Result ID: 698e4ac0ffc3901de09c5ec9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SimCLR Accuracy: 66.25. Result ID: 698e4ac0ffc3901de09c5ec7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### MoCo\_v2 Accuracy: 62.91. Result ID: 698e4ac0ffc3901de09c5ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SRL-distil Accuracy: 62.07. Result ID: 698e4ac0ffc3901de09c5ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SRL-simple Accuracy: 60.62. Result ID: 698e4ac0ffc3901de09c5ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### DAML Accuracy: 59.44. Result ID: 698e4ac0ffc3901de09c5eeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML Accuracy: 58.94. Result ID: 698e4ac0ffc3901de09c5ee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### UMTRA Accuracy: 57.33. Result ID: 698e4ac0ffc3901de09c5eec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### DAML Accuracy: 56.11. Result ID: 698e4ac0ffc3901de09c5ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### MAML Accuracy: 55.73. Result ID: 698e4ac0ffc3901de09c5ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 55.71. Result ID: 698e4ac0ffc3901de09c5ee9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### UMTRA Accuracy: 54.16. Result ID: 698e4ac0ffc3901de09c5ec2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 49.98. Result ID: 698e4ac0ffc3901de09c5ebf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### CACTUS-MAML Accuracy: 48.11. Result ID: 698e4ac0ffc3901de09c5eed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### CACTUS-ProtoNets Accuracy: 47.95. Result ID: 698e4ac0ffc3901de09c5eee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### Training from scratch Accuracy: 45.36. Result ID: 698e4ac0ffc3901de09c5ee7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### CACTUS-MAML Accuracy: 45.31. Result ID: 698e4ac0ffc3901de09c5ec3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### Training from scratch Accuracy: 43.13. Result ID: 698e4ac0ffc3901de09c5ebd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 42.45. Result ID: 698e4ac0ffc3901de09c5eea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 37.95. Result ID: 698e4ac0ffc3901de09c5ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### CACTUS-ProtoNets Accuracy: 36.86. Result ID: 698e4ac0ffc3901de09c5ec4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.