# 5-way Few-shot Image Classification on BSCDFSL Source: [5-way Few-shot Image Classification on BSCDFSL]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:06.288Z Evaluation of 5-way few-shot image classification performance on the BSCDFSL benchmark suite, reporting results across constituent tasks including Plant Disease, ISIC, EuroSAT, and ChestX. 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) | BSCDFSL | | Metric | Plant Disease Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Plant Disease Accuracy](): Higher is better; unit: PERCENT. - [ISIC Accuracy](): Higher is better; unit: PERCENT. - [EuroSAT Accuracy](): Higher is better; unit: PERCENT. - [ChestX Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Plant Disease Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FD-Align | 91.84 | Not recorded | 68fa713f1e209131cea50158 | | WiSE-FT | 91.78 | Not recorded | 68fa713f1e209131cea50158 | | FT | 90.27 | Not recorded | 68fa713f1e209131cea50158 | | WiSE-FT | 75.66 | Not recorded | 68fa713f1e209131cea50158 | | FD-Align | 75.13 | Not recorded | 68fa713f1e209131cea50158 | | FT | 73.99 | Not recorded | 68fa713f1e209131cea50158 | ### FD-Align Plant Disease Accuracy: 91.84. Result ID: 6991c0023a6c3148490a52cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. ### WiSE-FT Plant Disease Accuracy: 91.78. Result ID: 6991c0023a6c3148490a52ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. ### FT Plant Disease Accuracy: 90.27. Result ID: 6991c0023a6c3148490a52cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. ### WiSE-FT Plant Disease Accuracy: 75.66. Result ID: 6991c0023a6c3148490a52cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"1-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. ### FD-Align Plant Disease Accuracy: 75.13. Result ID: 6991c0023a6c3148490a52cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"1-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. ### FT Plant Disease Accuracy: 73.99. Result ID: 6991c0023a6c3148490a52ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Evaluation Protocol":"5-way"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.