# Image Classification on Oxford-IIIT Pets all-to-all Source: [Image Classification on Oxford-IIIT Pets all-to-all]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:35:04.451Z Evaluation of standard Image Classification performance on the Oxford-IIIT Pets dataset using the all-to-all evaluation protocol, 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 | Image Classification | | Dataset (including any stated split) | Oxford-IIIT Pets all-to-all | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP-LoRA + ADK | 92 | Not recorded | 6948d059423ea42265729d6c | | 2SFS + ADK | 91.7 | Not recorded | 6948d059423ea42265729d6c | | Rep-Adapter + ADK | 90.9 | Not recorded | 6948d059423ea42265729d6c | | 2SFS | 90.2 | Not recorded | 6948d059423ea42265729d6c | | Rep-Adapter | 89.9 | Not recorded | 6948d059423ea42265729d6c | | CLIP-LoRA | 89.9 | Not recorded | 6948d059423ea42265729d6c | | CLIP | 89.1 | Not recorded | 6948d059423ea42265729d6c | ### CLIP-LoRA + ADK Accuracy: 92. Result ID: 69a1815935dfcabb00e77e46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### 2SFS + ADK Accuracy: 91.7. Result ID: 69a1815935dfcabb00e77e48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### Rep-Adapter + ADK Accuracy: 90.9. Result ID: 69a1815935dfcabb00e77e44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### 2SFS Accuracy: 90.2. Result ID: 69a1815935dfcabb00e77e47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### Rep-Adapter Accuracy: 89.9. Result ID: 69a1815935dfcabb00e77e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### CLIP-LoRA Accuracy: 89.9. Result ID: 69a1815935dfcabb00e77e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. ### CLIP Accuracy: 89.1. Result ID: 69a1815935dfcabb00e77e42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Dataset":"ImageNet","Evaluation Protocol":"all-to-all"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.