# Few-shot Image Classification on miniImagenet-S Source: [Few-shot Image Classification on miniImagenet-S]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:17.193Z Evaluation of Few-shot Image Classification performance on the miniImagenet-S dataset, typically 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 | Few-shot Image Classification | | Dataset (including any stated split) | miniImagenet-S | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | ProtoDiff | 58.18 | Not recorded | 68fa71251e209131cea4f7c1 | | MetaModulation | 57.26 | Not recorded | 68fa71251e209131cea4f7c1 | | MLTI | 55.34 | Not recorded | 68fa71251e209131cea4f7c1 | | MetaMix | 53.35 | Not recorded | 68fa71251e209131cea4f7c1 | | Meta Interpolation | 53.06 | Not recorded | 68fa71251e209131cea4f7c1 | | Meta-Dropout | 52.53 | Not recorded | 68fa71251e209131cea4f7c1 | | ProtoNet | 50.72 | Not recorded | 68fa71251e209131cea4f7c1 | | ProtoDiff | 44.75 | Not recorded | 68fa71251e209131cea4f7c1 | | MetaModulation | 43.21 | Not recorded | 68fa71251e209131cea4f7c1 | | MLTI | 41.36 | Not recorded | 68fa71251e209131cea4f7c1 | | Meta Interpolation | 40.28 | Not recorded | 68fa71251e209131cea4f7c1 | | MetaMix | 39.8 | Not recorded | 68fa71251e209131cea4f7c1 | | Meta-Dropout | 38.32 | Not recorded | 68fa71251e209131cea4f7c1 | | ProtoNet | 36.26 | Not recorded | 68fa71251e209131cea4f7c1 | ### ProtoDiff Accuracy: 58.18. Result ID: 69919e193a6c31484909689d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MetaModulation Accuracy: 57.26. Result ID: 69919e193a6c31484909689b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MLTI Accuracy: 55.34. Result ID: 69919e193a6c314849096899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MetaMix Accuracy: 53.35. Result ID: 69919e193a6c314849096895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### Meta Interpolation Accuracy: 53.06. Result ID: 69919e193a6c314849096897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### Meta-Dropout Accuracy: 52.53. Result ID: 69919e193a6c314849096893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 50.72. Result ID: 69919e193a6c314849096891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5-shot","Way":"5-way"}. This record does not assert independent reproduction. ### ProtoDiff Accuracy: 44.75. Result ID: 69919e193a6c31484909689c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MetaModulation Accuracy: 43.21. Result ID: 69919e193a6c31484909689a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MLTI Accuracy: 41.36. Result ID: 69919e193a6c314849096898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### Meta Interpolation Accuracy: 40.28. Result ID: 69919e193a6c314849096896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### MetaMix Accuracy: 39.8. Result ID: 69919e193a6c314849096894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### Meta-Dropout Accuracy: 38.32. Result ID: 69919e193a6c314849096892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 36.26. Result ID: 69919e193a6c314849096890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"1-shot","Way":"5-way"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.