# Image Classification on Oxford Pets (Accuracy and Calibration Metrics) Source: [Image Classification on Oxford Pets (Accuracy and Calibration Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-24T08:48:26.083Z Evaluation of standard Image Classification performance on the Oxford Pets dataset, including accuracy, Expected Calibration Error (ECE), Brier score, and Negative Log-Likelihood (NLL). 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 Pets | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [Expected Calibration Error (ECE)](): Lower is better; unit: PERCENT. - [Negative Log-Likelihood (NLL)](): Lower is better; unit: SCALAR. - [Brier Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BioMedVR | 93.9 | Not recorded | 6a3b64e3206542251d7c9a11 | | AttrVR | 93.1 | Not recorded | 6a3b64e3206542251d7c9a11 | | AR | 92.6 | Not recorded | 6a3b64e3206542251d7c9a11 | | VP | 91.3 | Not recorded | 6a3b64e3206542251d7c9a11 | | SV-Ensemble | 90.1 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | Deep Ensemble | 89.2 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | BioMedVR | 88.4 | Not recorded | 6a3b64e3206542251d7c9a11 | | MG-CLIP | 88.2 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | SeGP-CL | 87.7 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | zero-shot CLIP | 87.6 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | CLIP | 87.35 | Not recorded | 69e85bd47d0172140ec81123 | | Single w/ SVF | 87.2 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | Ours | 86.32 | Not recorded | 69e85bd47d0172140ec81123 | | LoRA-Ensemble | 86.1 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | SPU | 85.9 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | AoS | 85.8 | Not recorded | 69e85bd47d0172140ec81123 | | Ours | 85.63 | Not recorded | 69e85bd47d0172140ec81123 | | SeGP-CL | 85.2 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | FARE | 84.64 | Not recorded | 69e85bd47d0172140ec81123 | | MoE-Adapter | 84.1 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | PMG-FT | 82.91 | Not recorded | 69e85bd47d0172140ec81123 | | Single | 81.4 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | TeCoA | 79.42 | Not recorded | 69e85bd47d0172140ec81123 | | CLIP | 77.6 | Not recorded | 6a3b64e3206542251d7c9a11 | | Batch Ensemble | 70.5 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | RAPF | 28.6 | Not recorded | 69b39a2d0636e5bf4afbcc2d | | MC Dropout | 25.9 | Not recorded | 697c3b79a8b01e76cc8da7d8 | | PROOF | 22.8 | Not recorded | 69b39a2d0636e5bf4afbcc2d | ### BioMedVR Accuracy: 93.9. Result ID: 6a3b99cefbc373592c44ec7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"few-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### AttrVR Accuracy: 93.1. Result ID: 6a3b99cefbc373592c44ec7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"few-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### AR Accuracy: 92.6. Result ID: 6a3b99cefbc373592c44ec7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"few-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### VP Accuracy: 91.3. Result ID: 6a3b99cefbc373592c44ec7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"few-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### SV-Ensemble Accuracy: 90.1. Result ID: 6998f5995698665ec45a9c71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations","Number of Ensemble Members":4}. This record does not assert independent reproduction. ### Deep Ensemble Accuracy: 89.2. Result ID: 6998f5995698665ec45a9c6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations","Number of Ensemble Members":4}. This record does not assert independent reproduction. ### BioMedVR Accuracy: 88.4. Result ID: 6a3b99cefbc373592c44ec80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MG-CLIP Accuracy: 88.2. Result ID: 69b3d5fd47f34ce9249e36b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeGP-CL Accuracy: 87.7. Result ID: 69b3d5fd47f34ce9249e36b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSGR":"true"}. This record does not assert independent reproduction. ### zero-shot CLIP Accuracy: 87.6. Result ID: 69b3d5fd47f34ce9249e36ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction. ### CLIP Accuracy: 87.35. Result ID: 69e9cb8a47f34ce924d09db7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction. ### Single w/ SVF Accuracy: 87.2. Result ID: 6998f5995698665ec45a9c6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations"}. This record does not assert independent reproduction. ### Ours Accuracy: 86.32. Result ID: 69e9cb8a47f34ce924d09dbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"5 trees"}. This record does not assert independent reproduction. ### LoRA-Ensemble Accuracy: 86.1. Result ID: 6998f5995698665ec45a9c70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations","Number of Ensemble Members":4}. This record does not assert independent reproduction. ### SPU Accuracy: 85.9. Result ID: 69b3d5fd47f34ce9249e36b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AoS Accuracy: 85.8. Result ID: 69e9cb8a47f34ce924d09dbb. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### Ours Accuracy: 85.63. Result ID: 69e9cb8a47f34ce924d09dbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Configuration":"1 tree"}. This record does not assert independent reproduction. ### SeGP-CL Accuracy: 85.2. Result ID: 69b3d5fd47f34ce9249e36b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"TSGR":"false"}. This record does not assert independent reproduction. ### FARE Accuracy: 84.64. Result ID: 69e9cb8a47f34ce924d09dba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### MoE-Adapter Accuracy: 84.1. Result ID: 69b3d5fd47f34ce9249e36af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PMG-FT Accuracy: 82.91. Result ID: 69e9cb8a47f34ce924d09db9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### Single Accuracy: 81.4. Result ID: 6998f5995698665ec45a9c6b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations"}. This record does not assert independent reproduction. ### TeCoA Accuracy: 79.42. Result ID: 69e9cb8a47f34ce924d09db8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### CLIP Accuracy: 77.6. Result ID: 6a3b99cefbc373592c44ec7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"zero-shot","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Batch Ensemble Accuracy: 70.5. Result ID: 6998f5995698665ec45a9c6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations","Number of Ensemble Members":4}. This record does not assert independent reproduction. ### RAPF Accuracy: 28.6. Result ID: 69b3d5fd47f34ce9249e36ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MC Dropout Accuracy: 25.9. Result ID: 6998f5995698665ec45a9c6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2 ViT-S/14","Evaluation Protocol":"Fine-tuning","Training Duration":"~200 iterations"}. This record does not assert independent reproduction. ### PROOF Accuracy: 22.8. Result ID: 69b3d5fd47f34ce9249e36ad. [Reporting paper]() [Method origin paper]() 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.