# Few-shot Image Classification on ImageNet (test) Source: [Few-shot Image Classification on ImageNet (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:00.153Z Evaluation of few-shot image classification performance on the test split of the standard ImageNet dataset, measured across various shot counts (1, 2, 4, 8, 16 shots). 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) | ImageNet (test) | | Metric | Accuracy (1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 22 of 22 | | 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 (1-shot)](): Higher is better; unit: PERCENT. - [Accuracy (2-shot)](): Higher is better; unit: PERCENT. - [Accuracy (4-shot)](): Higher is better; unit: PERCENT. - [Accuracy (8-shot)](): Higher is better; unit: PERCENT. - [Accuracy (16-shot)](): Higher is better; unit: PERCENT. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (1-shot) | Result date | Report paper | | --- | --- | --- | --- | | MMRL++ | 70.03 | Not recorded | 68fa78871e209131cea78dd1 | | CoCoOp | 69.43 | Not recorded | 68fa77a11e209131cea747a9 | | CoCoOp | 69.43 | Not recorded | 68fa78871e209131cea78dd1 | | MMA | 69.17 | Not recorded | 68fa77a11e209131cea747a9 | | MMA | 69.17 | Not recorded | 68fa78871e209131cea78dd1 | | MMRL | 69 | Not recorded | 68fa77a11e209131cea747a9 | | MMRL | 69 | Not recorded | 68fa78871e209131cea78dd1 | | PromptSRC | 68.13 | Not recorded | 68fa77a11e209131cea747a9 | | PromptSRC | 68.13 | Not recorded | 68fa78871e209131cea78dd1 | | CoOp | 66.33 | Not recorded | 68fa77a11e209131cea747a9 | | CoOp | 66.33 | Not recorded | 68fa78871e209131cea78dd1 | | MaPLe | 62.67 | Not recorded | 68fa77a11e209131cea747a9 | | MaPLe | 62.67 | Not recorded | 68fa78871e209131cea78dd1 | | Linear probe CLIP | 32.13 | Not recorded | 68fa77a11e209131cea747a9 | | Linear probe CLIP | 32.13 | Not recorded | 68fa78871e209131cea78dd1 | ### MMRL++ Accuracy (1-shot): 70.03. Result ID: 699590bd3badfaffe68adbe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 69.43. Result ID: 699557e73badfaffe648bbd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 69.43. Result ID: 699590bd3badfaffe68adbe3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 69.17. Result ID: 699557e73badfaffe648bbdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 69.17. Result ID: 699590bd3badfaffe68adbe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 69. Result ID: 699557e73badfaffe648bbdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 69. Result ID: 699590bd3badfaffe68adbe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy (1-shot): 68.13. Result ID: 699557e73badfaffe648bbdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy (1-shot): 68.13. Result ID: 699590bd3badfaffe68adbe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 66.33. Result ID: 699557e73badfaffe648bbd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 66.33. Result ID: 699590bd3badfaffe68adbe2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 62.67. Result ID: 699557e73badfaffe648bbda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 62.67. Result ID: 699590bd3badfaffe68adbe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 32.13. Result ID: 699557e73badfaffe648bbd7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 32.13. Result ID: 699590bd3badfaffe68adbe1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.