# Image Classification on Oxford-IIIT Pets (test) (Reporting Baseline Delta) Source: [Image Classification on Oxford-IIIT Pets (test) (Reporting Baseline Delta)]() Collection index: [llms.txt]() Data updated: 2026-06-30T07:01:56.677Z Evaluation of standard Image Classification performance on the test split of the Oxford-IIIT Pets dataset, reporting Top-1 Accuracy and the change relative to a specified baseline. 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 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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. - [Accuracy Delta vs Baseline](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ComMem | 92.29 | Not recorded | 6a434d5eba73165dbb743703 | | DMN-ZS | 92.04 | Not recorded | 6a434d5eba73165dbb743703 | | DPE | 91.14 | Not recorded | 6a434d5eba73165dbb743703 | | CoOp | 89.14 | Not recorded | 6a434d5eba73165dbb743703 | | TDA | 88.63 | Not recorded | 6a434d5eba73165dbb743703 | | DynaPrompt | 88.28 | Not recorded | 6a434d5eba73165dbb743703 | | CLIP | 88.25 | Not recorded | 6a434d5eba73165dbb743703 | | DiffTPT | 88.22 | Not recorded | 6a434d5eba73165dbb743703 | | TPT | 87.79 | Not recorded | 6a434d5eba73165dbb743703 | | TPS | 87.35 | Not recorded | 6a434d5eba73165dbb743703 | | CoOp | 87 | Not recorded | 6a434d5eba73165dbb743703 | | Ensemble | 86.92 | Not recorded | 6a434d5eba73165dbb743703 | | DMN-ZS | 86.78 | Not recorded | 6a434d5eba73165dbb743703 | | ComMem | 86.59 | Not recorded | 6a434d5eba73165dbb743703 | | TDA | 86.18 | Not recorded | 6a434d5eba73165dbb743703 | | DPE | 85.97 | Not recorded | 6a434d5eba73165dbb743703 | | TPT | 84.49 | Not recorded | 6a434d5eba73165dbb743703 | | CLIP | 83.57 | Not recorded | 6a434d5eba73165dbb743703 | | DiffTPT | 83.4 | Not recorded | 6a434d5eba73165dbb743703 | | DynaPrompt | 83.07 | Not recorded | 6a434d5eba73165dbb743703 | | Ensemble | 82.97 | Not recorded | 6a434d5eba73165dbb743703 | | Baseline (No Accel.) | 81.03 | Not recorded | 69b39a350636e5bf4afbcce6 | | BiGainTD | 79.9 | Not recorded | 69b39a350636e5bf4afbcce6 | | ToDo | 79.15 | Not recorded | 69b39a350636e5bf4afbcce6 | | BiGainTM | 78.38 | Not recorded | 69b39a350636e5bf4afbcce6 | | MosaicDiff | 77.38 | Not recorded | 69b39a350636e5bf4afbcce6 | | DiP-GO | 76.53 | Not recorded | 69b39a350636e5bf4afbcce6 | | ToMe | 72.96 | Not recorded | 69b39a350636e5bf4afbcce6 | | SiTo | 68.84 | Not recorded | 69b39a350636e5bf4afbcce6 | ### ComMem Top-1 Accuracy: 92.29. Result ID: 6a4369c9fbc373592c931a51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DMN-ZS Top-1 Accuracy: 92.04. Result ID: 6a4369c9fbc373592c931a50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DPE Top-1 Accuracy: 91.14. Result ID: 6a4369c9fbc373592c931a4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 89.14. Result ID: 6a4369c9fbc373592c931a49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TDA Top-1 Accuracy: 88.63. Result ID: 6a4369c9fbc373592c931a4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DynaPrompt Top-1 Accuracy: 88.28. Result ID: 6a4369c9fbc373592c931a4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 88.25. Result ID: 6a4369c9fbc373592c931a47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DiffTPT Top-1 Accuracy: 88.22. Result ID: 6a4369c9fbc373592c931a4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 87.79. Result ID: 6a4369c9fbc373592c931a4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TPS Top-1 Accuracy: 87.35. Result ID: 6a4369c9fbc373592c931a4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 87. Result ID: 6a4369c9fbc373592c931a3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Ensemble Top-1 Accuracy: 86.92. Result ID: 6a4369c9fbc373592c931a48. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### DMN-ZS Top-1 Accuracy: 86.78. Result ID: 6a4369c9fbc373592c931a45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ComMem Top-1 Accuracy: 86.59. Result ID: 6a4369c9fbc373592c931a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### TDA Top-1 Accuracy: 86.18. Result ID: 6a4369c9fbc373592c931a43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DPE Top-1 Accuracy: 85.97. Result ID: 6a4369c9fbc373592c931a44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 84.49. Result ID: 6a4369c9fbc373592c931a40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 83.57. Result ID: 6a4369c9fbc373592c931a3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DiffTPT Top-1 Accuracy: 83.4. Result ID: 6a4369c9fbc373592c931a41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DynaPrompt Top-1 Accuracy: 83.07. Result ID: 6a4369c9fbc373592c931a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Ensemble Top-1 Accuracy: 82.97. Result ID: 6a4369c9fbc373592c931a3e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Baseline (No Accel.) Top-1 Accuracy: 81.03. Result ID: 69b3d9e347f34ce9249e56b8. [Reporting paper]() Recorded evaluation configuration: {"Acceleration Type":"None"}. This record does not assert independent reproduction. ### BiGainTD Top-1 Accuracy: 79.9. Result ID: 69b3d9e347f34ce9249e56bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Acceleration Type":"Token Downsampling","FLOPs Reduction":"14.2%"}. This record does not assert independent reproduction. ### ToDo Top-1 Accuracy: 79.15. Result ID: 69b3d9e347f34ce9249e56be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Acceleration Type":"Token Downsampling","FLOPs Reduction":"14.2%"}. This record does not assert independent reproduction. ### BiGainTM Top-1 Accuracy: 78.38. Result ID: 69b3d9e347f34ce9249e56bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Acceleration Type":"Token Merging/Pruning","FLOPs Reduction":"10%"}. This record does not assert independent reproduction. ### MosaicDiff Top-1 Accuracy: 77.38. Result ID: 69b3d9e347f34ce9249e56bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Acceleration Type":"Model Pruning","FLOPs Reduction":"10%"}. This record does not assert independent reproduction. ### DiP-GO Top-1 Accuracy: 76.53. Result ID: 69b3d9e347f34ce9249e56ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Acceleration Type":"Model Pruning","FLOPs Reduction":"10%"}. This record does not assert independent reproduction. ### ToMe Top-1 Accuracy: 72.96. Result ID: 69b3d9e347f34ce9249e56b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Acceleration Type":"Token Merging/Pruning","FLOPs Reduction":"10%"}. This record does not assert independent reproduction. ### SiTo Top-1 Accuracy: 68.84. Result ID: 69b3d9e347f34ce9249e56bb. [Reporting paper]() Recorded evaluation configuration: {"Acceleration Type":"Token Merging/Pruning","FLOPs Reduction":"7%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.