# Skin Lesion Classification on ISIC 3-way 1-shot 2018 (test) Source: [Skin Lesion Classification on ISIC 3-way 1-shot 2018 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:01.042Z Evaluation of skin lesion classification performance using a 3-way, 1-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 1-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 | 64.15 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v1 (baseline) | 61.9 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v2 | 59.95 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-distil | 55.43 | Not recorded | 68fa6afd1e209131cea2b941 | | Hybrid distil | 54.72 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-simple | 54.45 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v1 (baseline) | 53.36 | Not recorded | 68fa6afd1e209131cea2b941 | | SimCLR | 52.43 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-distil | 50.14 | Not recorded | 68fa6afd1e209131cea2b941 | | DAML | 50.05 | Not recorded | 68fa6afd1e209131cea2b941 | | MoCo\_v2 | 48.88 | Not recorded | 68fa6afd1e209131cea2b941 | | SimCLR | 48.07 | Not recorded | 68fa6afd1e209131cea2b941 | | MAML | 47.49 | Not recorded | 68fa6afd1e209131cea2b941 | | DAML | 46.7 | Not recorded | 68fa6afd1e209131cea2b941 | | MAML | 46.2 | Not recorded | 68fa6afd1e209131cea2b941 | | RelationNet | 46.1 | Not recorded | 68fa6afd1e209131cea2b941 | | UMTRA | 45.88 | Not recorded | 68fa6afd1e209131cea2b941 | | SRL-simple | 45.08 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-MAML | 42.98 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-ProtoNets | 42.67 | Not recorded | 68fa6afd1e209131cea2b941 | | UMTRA | 41.45 | Not recorded | 68fa6afd1e209131cea2b941 | | RelationNet | 41.11 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-MAML | 39.45 | Not recorded | 68fa6afd1e209131cea2b941 | | Training from scratch | 37.74 | Not recorded | 68fa6afd1e209131cea2b941 | | Training from scratch | 35.91 | Not recorded | 68fa6afd1e209131cea2b941 | | ProtoNets | 35.18 | Not recorded | 68fa6afd1e209131cea2b941 | | ProtoNets | 34.97 | Not recorded | 68fa6afd1e209131cea2b941 | | CACTUS-ProtoNets | 33.24 | Not recorded | 68fa6afd1e209131cea2b941 | ### Hybrid distil Accuracy: 64.15. Result ID: 698e4ac0ffc3901de09c5ed8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v1 (baseline) Accuracy: 61.9. Result ID: 698e4ac0ffc3901de09c5ed7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v2 Accuracy: 59.95. Result ID: 698e4ac0ffc3901de09c5ed6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SRL-distil Accuracy: 55.43. Result ID: 698e4ac0ffc3901de09c5ed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### Hybrid distil Accuracy: 54.72. Result ID: 698e4ac0ffc3901de09c5eae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SRL-simple Accuracy: 54.45. Result ID: 698e4ac0ffc3901de09c5ed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v1 (baseline) Accuracy: 53.36. Result ID: 698e4ac0ffc3901de09c5ead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SimCLR Accuracy: 52.43. Result ID: 698e4ac0ffc3901de09c5ed5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SRL-distil Accuracy: 50.14. Result ID: 698e4ac0ffc3901de09c5eaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### DAML Accuracy: 50.05. Result ID: 698e4ac0ffc3901de09c5ecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MoCo\_v2 Accuracy: 48.88. Result ID: 698e4ac0ffc3901de09c5eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### SimCLR Accuracy: 48.07. Result ID: 698e4ac0ffc3901de09c5eab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### MAML Accuracy: 47.49. Result ID: 698e4ac0ffc3901de09c5ecc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### DAML Accuracy: 46.7. Result ID: 698e4ac0ffc3901de09c5ea5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### MAML Accuracy: 46.2. Result ID: 698e4ac0ffc3901de09c5ea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 46.1. Result ID: 698e4ac0ffc3901de09c5ecd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### UMTRA Accuracy: 45.88. Result ID: 698e4ac0ffc3901de09c5ed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SRL-simple Accuracy: 45.08. Result ID: 698e4ac0ffc3901de09c5ea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### CACTUS-MAML Accuracy: 42.98. Result ID: 698e4ac0ffc3901de09c5ed1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### CACTUS-ProtoNets Accuracy: 42.67. Result ID: 698e4ac0ffc3901de09c5ed2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### UMTRA Accuracy: 41.45. Result ID: 698e4ac0ffc3901de09c5ea6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 41.11. Result ID: 698e4ac0ffc3901de09c5ea3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### CACTUS-MAML Accuracy: 39.45. Result ID: 698e4ac0ffc3901de09c5ea7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### Training from scratch Accuracy: 37.74. Result ID: 698e4ac0ffc3901de09c5ecb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### Training from scratch Accuracy: 35.91. Result ID: 698e4ac0ffc3901de09c5ea1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 35.18. Result ID: 698e4ac0ffc3901de09c5ece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 34.97. Result ID: 698e4ac0ffc3901de09c5ea4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"4 conv blocks"}. This record does not assert independent reproduction. ### CACTUS-ProtoNets Accuracy: 33.24. Result ID: 698e4ac0ffc3901de09c5ea8. [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.