# Image Classification on OxfordPets (Top-1 Accuracy and Top-5 Accuracy) Source: [Image Classification on OxfordPets (Top-1 Accuracy and Top-5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-05T07:34:07.761Z Evaluation of Image Classification performance on the OxfordPets dataset, reporting Top-1 and Top-5 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Base | 89.94 | Not recorded | 68fa7bf01e209131cea8b6e6 | | PGSVD | 84.06 | Not recorded | 68fa7bf01e209131cea8b6e6 | | PGSVD | 55.68 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD-ALS | 36.82 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD-ALS | 7.52 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD | 3.76 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD | 2.92 | Not recorded | 68fa7bf01e209131cea8b6e6 | ### Base Top-1 Accuracy: 89.94. Result ID: 6a227bd7fbc373592c201dc8. [Reporting paper]() Recorded evaluation configuration: {"Compression":"Base","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### PGSVD Top-1 Accuracy: 84.06. Result ID: 6a227bd7fbc373592c201dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### PGSVD Top-1 Accuracy: 55.68. Result ID: 6a227bd7fbc373592c201dce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD-ALS Top-1 Accuracy: 36.82. Result ID: 6a227bd7fbc373592c201dca. [Reporting paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD-ALS Top-1 Accuracy: 7.52. Result ID: 6a227bd7fbc373592c201dcd. [Reporting paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD Top-1 Accuracy: 3.76. Result ID: 6a227bd7fbc373592c201dc9. [Reporting paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD Top-1 Accuracy: 2.92. Result ID: 6a227bd7fbc373592c201dcc. [Reporting paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.