# Few-shot Image Classification on ISIC Source: [Few-shot Image Classification on ISIC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:02.627Z Evaluation of Few-shot Image Classification performance on the ISIC dataset, reporting 1-shot and 5-shot 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 | Few-shot image classification | | Dataset (including any stated split) | ISIC | | Metric | 1-shot Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [1-shot Acc](): Higher is better; unit: PERCENT. - [5-shot Acc](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | 1-shot Acc | Result date | Report paper | | --- | --- | --- | --- | | TPN | 35.08 | Not recorded | 68fa69d21e209131cea24658 | | TPN + ATA | 34.7 | Not recorded | 68fa69d21e209131cea24658 | | GNN + ATA | 33.21 | Not recorded | 68fa69d21e209131cea24658 | | RelationNet + LRP | 31.16 | Not recorded | 68fa69d21e209131cea24658 | | RelationNet + ATA | 31.13 | Not recorded | 68fa69d21e209131cea24658 | | GNN + LRP | 30.94 | Not recorded | 68fa69d21e209131cea24658 | | RelationNet | 30.53 | Not recorded | 68fa69d21e209131cea24658 | | RelationNet + FT | 30.38 | Not recorded | 68fa69d21e209131cea24658 | | GNN + FT | 30.22 | Not recorded | 68fa69d21e209131cea24658 | | GNN | 30.14 | Not recorded | 68fa69d21e209131cea24658 | | TPN + FT | 29.62 | Not recorded | 68fa69d21e209131cea24658 | ### TPN 1-shot Acc: 35.08. Result ID: 698deb10ffc3901de0998d05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### TPN + ATA 1-shot Acc: 34.7. Result ID: 698deb10ffc3901de0998d07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### GNN + ATA 1-shot Acc: 33.21. Result ID: 698deb10ffc3901de0998d04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### RelationNet + LRP 1-shot Acc: 31.16. Result ID: 698deb10ffc3901de0998cff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### RelationNet + ATA 1-shot Acc: 31.13. Result ID: 698deb10ffc3901de0998d00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### GNN + LRP 1-shot Acc: 30.94. Result ID: 698deb10ffc3901de0998d03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### RelationNet 1-shot Acc: 30.53. Result ID: 698deb10ffc3901de0998cfd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### RelationNet + FT 1-shot Acc: 30.38. Result ID: 698deb10ffc3901de0998cfe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### GNN + FT 1-shot Acc: 30.22. Result ID: 698deb10ffc3901de0998d02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### GNN 1-shot Acc: 30.14. Result ID: 698deb10ffc3901de0998d01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. ### TPN + FT 1-shot Acc: 29.62. Result ID: 698deb10ffc3901de0998d06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training dataset":"mini-ImageNet","Number of ways":"5-way"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.