# 5-way Few-shot Classification on FC100 Source: [5-way Few-shot Classification on FC100]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:46:38.120Z Evaluation of 5-way few-shot classification performance on the FC100 dataset, reporting 1-shot and 5-shot accuracies. 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 classification | | Dataset (including any stated split) | FC100 | | Metric | Accuracy (5-way 1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 (5-way 1-shot)](): Higher is better; unit: PERCENT. - [Accuracy (5-way 5-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (5-way 1-shot) | Result date | Report paper | | --- | --- | --- | --- | | SYNTRANS | 56.38 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-Raw | 56.01 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-PCA 512 | 55.34 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-ICA 256 | 54.79 | Not recorded | 6a06a89edbc836b87d82a0b0 | | SemFew | 54.27 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-ICA 512 | 53.98 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-PCA 256 | 53.56 | Not recorded | 6a06a89edbc836b87d82a0b0 | | SYNTRANS | 52.3 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-ICA 128 | 52.02 | Not recorded | 6a06a89edbc836b87d82a0b0 | | RFS | 52 | Not recorded | 6a06a89edbc836b87d82a0b0 | | Ours-PCA 128 | 51.26 | Not recorded | 6a06a89edbc836b87d82a0b0 | | SMKD | 50.38 | Not recorded | 6a06a89edbc836b87d82a0b0 | | SP-CLIP | 48.53 | Not recorded | 6a06a89edbc836b87d82a0b0 | | FewTURE | 47.68 | Not recorded | 6a06a89edbc836b87d82a0b0 | | MetaOptNet | 47.2 | Not recorded | 6a06a89edbc836b87d82a0b0 | | ProtoNet | 41.54 | Not recorded | 6a06a89edbc836b87d82a0b0 | ### SYNTRANS Accuracy (5-way 1-shot): 56.38. Result ID: 6a06cef947f34ce924ee254c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S"}. This record does not assert independent reproduction. ### Ours-Raw Accuracy (5-way 1-shot): 56.01. Result ID: 6a06cef947f34ce924ee254d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### Ours-PCA 512 Accuracy (5-way 1-shot): 55.34. Result ID: 6a06cef947f34ce924ee254e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### Ours-ICA 256 Accuracy (5-way 1-shot): 54.79. Result ID: 6a06cef947f34ce924ee2552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### SemFew Accuracy (5-way 1-shot): 54.27. Result ID: 6a06cef947f34ce924ee254a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### Ours-ICA 512 Accuracy (5-way 1-shot): 53.98. Result ID: 6a06cef947f34ce924ee2551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### Ours-PCA 256 Accuracy (5-way 1-shot): 53.56. Result ID: 6a06cef947f34ce924ee254f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### SYNTRANS Accuracy (5-way 1-shot): 52.3. Result ID: 6a06cef947f34ce924ee254b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### Ours-ICA 128 Accuracy (5-way 1-shot): 52.02. Result ID: 6a06cef947f34ce924ee2553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### RFS Accuracy (5-way 1-shot): 52. Result ID: 6a06cef947f34ce924ee2546. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SEResNet-12"}. This record does not assert independent reproduction. ### Ours-PCA 128 Accuracy (5-way 1-shot): 51.26. Result ID: 6a06cef947f34ce924ee2550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2-L"}. This record does not assert independent reproduction. ### SMKD Accuracy (5-way 1-shot): 50.38. Result ID: 6a06cef947f34ce924ee2547. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S"}. This record does not assert independent reproduction. ### SP-CLIP Accuracy (5-way 1-shot): 48.53. Result ID: 6a06cef947f34ce924ee2549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Visformer-T"}. This record does not assert independent reproduction. ### FewTURE Accuracy (5-way 1-shot): 47.68. Result ID: 6a06cef947f34ce924ee2548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy (5-way 1-shot): 47.2. Result ID: 6a06cef947f34ce924ee2545. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNet Accuracy (5-way 1-shot): 41.54. Result ID: 6a06cef947f34ce924ee2544. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.