# Few-shot Image Classification on OxfordPets (test) Source: [Few-shot Image Classification on OxfordPets (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:59.997Z Evaluation of Few-shot Image Classification performance on the test split of the OxfordPets dataset, reporting accuracy across various shot counts (1, 2, 4, 8, 16). 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) | OxfordPets (test) | | Metric | Accuracy (1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. ## Recorded results | Method | Accuracy (1-shot) | Result date | Report paper | | --- | --- | --- | --- | | PromptSRC | 92 | Not recorded | 68fa77a11e209131cea747a9 | | PromptSRC | 92 | Not recorded | 68fa78871e209131cea78dd1 | | CoCoOp | 91.27 | Not recorded | 68fa77a11e209131cea747a9 | | CoCoOp | 91.27 | Not recorded | 68fa78871e209131cea78dd1 | | MMA | 91.23 | Not recorded | 68fa77a11e209131cea747a9 | | MMA | 91.23 | Not recorded | 68fa78871e209131cea78dd1 | | MMRL++ | 90.97 | Not recorded | 68fa78871e209131cea78dd1 | | MMRL | 90.87 | Not recorded | 68fa77a11e209131cea747a9 | | MMRL | 90.87 | Not recorded | 68fa78871e209131cea78dd1 | | CoOp | 90.37 | Not recorded | 68fa77a11e209131cea747a9 | | CoOp | 90.37 | Not recorded | 68fa78871e209131cea78dd1 | | MaPLe | 89.1 | Not recorded | 68fa77a11e209131cea747a9 | | MaPLe | 89.1 | Not recorded | 68fa78871e209131cea78dd1 | | Linear probe CLIP | 44.06 | Not recorded | 68fa77a11e209131cea747a9 | | Linear probe CLIP | 44.06 | Not recorded | 68fa78871e209131cea78dd1 | ### PromptSRC Accuracy (1-shot): 92. Result ID: 699557e73badfaffe648bbe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy (1-shot): 92. Result ID: 699590bd3badfaffe68adbf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 91.27. Result ID: 699557e73badfaffe648bbe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 91.27. Result ID: 699590bd3badfaffe68adbf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 91.23. Result ID: 699557e73badfaffe648bbea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 91.23. Result ID: 699590bd3badfaffe68adbf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL++ Accuracy (1-shot): 90.97. Result ID: 699590bd3badfaffe68adbf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 90.87. Result ID: 699557e73badfaffe648bbeb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 90.87. Result ID: 699590bd3badfaffe68adbf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 90.37. Result ID: 699557e73badfaffe648bbe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 90.37. Result ID: 699590bd3badfaffe68adbf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 89.1. Result ID: 699557e73badfaffe648bbe8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 89.1. Result ID: 699590bd3badfaffe68adbf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 44.06. Result ID: 699557e73badfaffe648bbe5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 44.06. Result ID: 699590bd3badfaffe68adbf1. [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.