# 5-way Few-shot Image Classification on ISIC Source: [5-way Few-shot Image Classification on ISIC]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:19:07.164Z Evaluation of 5-way Few-shot Image 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 | 5-way Few-shot Image Classification | | Dataset (including any stated split) | ISIC | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 | | --- | --- | --- | --- | | FLoR | 56.74 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 55.9 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 55.43 | Not recorded | 69aa5f902d603e6de3e4192a | | HAP | 54.09 | Not recorded | 69aa5f902d603e6de3e4192a | | NSAE | 54.05 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 53.05 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 51.82 | Not recorded | 69aa5f902d603e6de3e4192a | | HAP | 51.56 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 51.44 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 51.1 | Not recorded | 69aa5f902d603e6de3e4192a | | ATA | 49.79 | Not recorded | 69aa5f902d603e6de3e4192a | | RDC | 49.06 | Not recorded | 69aa5f902d603e6de3e4192a | | Fine-tune | 48.11 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 45.77 | Not recorded | 69aa5f902d603e6de3e4192a | | ATA | 44.91 | Not recorded | 69aa5f902d603e6de3e4192a | | GNN | 43.94 | Not recorded | 69aa5f902d603e6de3e4192a | | FWT | 43.17 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 38.81 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 38.11 | Not recorded | 69aa5f902d603e6de3e4192a | | HAP | 38.08 | Not recorded | 69aa5f902d603e6de3e4192a | | HAP | 38.05 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 38.01 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 37.92 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 37.63 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 37.63 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 35.76 | Not recorded | 69aa5f902d603e6de3e4192a | | ATA | 34.94 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 33.96 | Not recorded | 69aa5f902d603e6de3e4192a | | ATA | 33.21 | Not recorded | 69aa5f902d603e6de3e4192a | | GNN | 32.02 | Not recorded | 69aa5f902d603e6de3e4192a | | FWT | 31.58 | Not recorded | 69aa5f902d603e6de3e4192a | ### FLoR Accuracy: 56.74. Result ID: 69aa9c016dbb7075b9549d06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### SRasP Accuracy: 55.9. Result ID: 69aa9c016dbb7075b9549d09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### SVasP Accuracy: 55.43. Result ID: 69aa9c016dbb7075b9549d07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### HAP Accuracy: 54.09. Result ID: 69aa9c016dbb7075b9549d08. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### NSAE Accuracy: 54.05. Result ID: 69aa9c016dbb7075b9549d03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 53.05. Result ID: 69aa9c016dbb7075b9549d05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### SRasP Accuracy: 51.82. Result ID: 69aa9c016dbb7075b9549d00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### HAP Accuracy: 51.56. Result ID: 69aa9c016dbb7075b9549cff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### FLoR Accuracy: 51.44. Result ID: 69aa9c016dbb7075b9549cfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### SVasP Accuracy: 51.1. Result ID: 69aa9c016dbb7075b9549cfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### ATA Accuracy: 49.79. Result ID: 69aa9c016dbb7075b9549d02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### RDC Accuracy: 49.06. Result ID: 69aa9c016dbb7075b9549d04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### Fine-tune Accuracy: 48.11. Result ID: 69aa9c016dbb7075b9549d01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"5-shot"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 45.77. Result ID: 69aa9c016dbb7075b9549cfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### ATA Accuracy: 44.91. Result ID: 69aa9c016dbb7075b9549cfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### GNN Accuracy: 43.94. Result ID: 69aa9c016dbb7075b9549cf9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### FWT Accuracy: 43.17. Result ID: 69aa9c016dbb7075b9549cfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"5-shot"}. This record does not assert independent reproduction. ### FLoR Accuracy: 38.81. Result ID: 69aa9c016dbb7075b9549cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### FLoR Accuracy: 38.11. Result ID: 69aa9c016dbb7075b9549cef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### HAP Accuracy: 38.08. Result ID: 69aa9c016dbb7075b9549cf7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### HAP Accuracy: 38.05. Result ID: 69aa9c016dbb7075b9549cf1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### SRasP Accuracy: 38.01. Result ID: 69aa9c016dbb7075b9549cf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### SRasP Accuracy: 37.92. Result ID: 69aa9c016dbb7075b9549cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### SVasP Accuracy: 37.63. Result ID: 69aa9c016dbb7075b9549cf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### SVasP Accuracy: 37.63. Result ID: 69aa9c016dbb7075b9549cf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 35.76. Result ID: 69aa9c016dbb7075b9549cf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### ATA Accuracy: 34.94. Result ID: 69aa9c016dbb7075b9549cf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"True","Shot":"1-shot"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 33.96. Result ID: 69aa9c016dbb7075b9549cee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### ATA Accuracy: 33.21. Result ID: 69aa9c016dbb7075b9549ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### GNN Accuracy: 32.02. Result ID: 69aa9c016dbb7075b9549ceb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. ### FWT Accuracy: 31.58. Result ID: 69aa9c016dbb7075b9549cec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-10","FT":"False","Shot":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.