# Image Classification on OxfordPets (Novel) Source: [Image Classification on OxfordPets (Novel)]() Collection index: [llms.txt]() Data updated: 2026-05-12T13:07:21.420Z Evaluation of Image Classification performance on the OxfordPets dataset using the Novel context/split, reporting Top-1 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 | Image Classification | | Dataset (including any stated split) | OxfordPets (Novel) | | Metric | Top-1 Accuracy | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MMA | 98.07 | Not recorded | 68fa75701e209131cea67e88 | | LASP | 97.93 | Not recorded | 68fa75701e209131cea67e88 | | LPT | 97.87 | Not recorded | 68fa75701e209131cea67e88 | | ProDA | 97.83 | Not recorded | 68fa71d41e209131cea533bd | | 2SFS | 97.82 | Not recorded | 68fa75701e209131cea67e88 | | MaPLe | 97.8 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe | 97.76 | Not recorded | 68fa75701e209131cea67e88 | | CoCoOp | 97.69 | Not recorded | 68fa75701e209131cea67e88 | | PromptAlign | 97.56 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe+TPT | 97.37 | Not recorded | 68fa71d41e209131cea533bd | | PromptSRC | 97.3 | Not recorded | 68fa75701e209131cea67e88 | | CLIP | 97.26 | Not recorded | 68fa75701e209131cea67e88 | | Dept | 97.23 | Not recorded | 68fa75701e209131cea67e88 | | TCP | 97.2 | Not recorded | 68fa75701e209131cea67e88 | | CoOp | 95.29 | Not recorded | 68fa75701e209131cea67e88 | ### MMA Top-1 Accuracy: 98.07. Result ID: 6a03260847f34ce924e7875f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LASP Top-1 Accuracy: 97.93. Result ID: 6a03260847f34ce924e7875a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LPT Top-1 Accuracy: 97.87. Result ID: 6a03260847f34ce924e78761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProDA Top-1 Accuracy: 97.83. Result ID: 6991e8403a6c3148490b5bb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2SFS Top-1 Accuracy: 97.82. Result ID: 6a03260847f34ce924e78760. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 97.8. Result ID: 6991e8403a6c3148490b5bb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 97.76. Result ID: 6a03260847f34ce924e7875b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 97.69. Result ID: 6a03260847f34ce924e78759. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptAlign Top-1 Accuracy: 97.56. Result ID: 6991e8403a6c3148490b5bba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe+TPT Top-1 Accuracy: 97.37. Result ID: 6991e8403a6c3148490b5bb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"test-time prompt tuning":true}. This record does not assert independent reproduction. ### PromptSRC Top-1 Accuracy: 97.3. Result ID: 6a03260847f34ce924e7875c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 97.26. Result ID: 6a03260847f34ce924e78757. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dept Top-1 Accuracy: 97.23. Result ID: 6a03260847f34ce924e7875d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Top-1 Accuracy: 97.2. Result ID: 6a03260847f34ce924e7875e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 95.29. Result ID: 6a03260847f34ce924e78758. [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.