# Fine grained classification on Oxford-IIIT Pets Source: [Fine grained classification on Oxford-IIIT Pets]() Collection index: [llms.txt]() Data updated: 2026-05-13T11:27:49.968Z Evaluation of Fine Grained Classification performance on the Oxford-IIIT Pets dataset. 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 | Fine grained classification | | Dataset (including any stated split) | Oxford-IIIT Pets | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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 | | --- | --- | --- | --- | | OmniVec2 | 99.6 | Not recorded | 68fa7a181e209131cea811ca | | OmniVec | 99.2 | Not recorded | 68fa7a181e209131cea811ca | | DINOv3-B | 96.54 | Not recorded | 6a0405eadbc836b87d8279bb | | DINOv2-Reg-B | 95.97 | Not recorded | 6a0405eadbc836b87d8279bb | | AmoebaNet-B | 95.9 | Not recorded | 68fa67391e209131cea15048 | | VECA-B | 95.67 | Not recorded | 6a0405eadbc836b87d8279bb | | DINOv2-B | 95.61 | Not recorded | 6a0405eadbc836b87d8279bb | | VECA-B | 95.12 | Not recorded | 6a0405eadbc836b87d8279bb | | Assemble-ResNet-FGVC-50 | 94.3 | Not recorded | 68fa67391e209131cea15048 | | ResNet-50 (ReLabel-trained) | 94.28 | Not recorded | 68fa6a751e209131cea2842b | | ResNet-50 (Baseline) | 93.92 | Not recorded | 68fa6a751e209131cea2842b | | DFN2B-CLIP-B/16 | 93.59 | Not recorded | 6a0405eadbc836b87d8279bb | | C-RADIOv3-B | 93.54 | Not recorded | 6a0405eadbc836b87d8279bb | | SigLIP2-B/16-256 | 92.89 | Not recorded | 6a0405eadbc836b87d8279bb | | CLIP-B/16 | 92.72 | Not recorded | 6a0405eadbc836b87d8279bb | | ResNet-50 | 92.5 | Not recorded | 68fa67391e209131cea15048 | | OpenCLIP-B/16 | 91.91 | Not recorded | 6a0405eadbc836b87d8279bb | | CoCoOp | 90.5 | Not recorded | 68fa7b941e209131cea89411 | | TransCLIP | 89.3 | Not recorded | 68fa7c701e209131cea8e17f | | CoOp | 89.1 | Not recorded | 68fa7b941e209131cea89411 | | CLIP-VIT-B/16 | 88.3 | Not recorded | 68fa7b941e209131cea89411 | | ADAPT | 87.95 | Not recorded | 68fa7c701e209131cea8e17f | | TPT | 87.8 | Not recorded | 68fa7b941e209131cea89411 | | StatA | 87.7 | Not recorded | 68fa7c701e209131cea8e17f | | Dota | 87.33 | Not recorded | 68fa7c701e209131cea8e17f | | Ensemble | 86.9 | Not recorded | 68fa7b941e209131cea89411 | | DMN | 86.78 | Not recorded | 68fa7c701e209131cea8e17f | | ADAPT | 86.43 | Not recorded | 68fa7c701e209131cea8e17f | | TDA | 86.18 | Not recorded | 68fa7c701e209131cea8e17f | | DPE | 85.97 | Not recorded | 68fa7c701e209131cea8e17f | | BCA | 85.58 | Not recorded | 68fa7c701e209131cea8e17f | | TPT | 84.49 | Not recorded | 68fa7c701e209131cea8e17f | | TPS | 84.4 | Not recorded | 68fa7c701e209131cea8e17f | | C-TPT | 84.1 | Not recorded | 68fa7c701e209131cea8e17f | | CLIP | 83.57 | Not recorded | 68fa7c701e209131cea8e17f | | DiffTPT | 83.4 | Not recorded | 68fa7c701e209131cea8e17f | | APM | 81.6 | Not recorded | 68fa7b941e209131cea89411 | ### OmniVec2 Top-1 Accuracy: 99.6. Result ID: 698b6d317a967eddb76e784a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Image"}. This record does not assert independent reproduction. ### OmniVec Top-1 Accuracy: 99.2. Result ID: 698b6d317a967eddb76e784b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Image"}. This record does not assert independent reproduction. ### DINOv3-B Top-1 Accuracy: 96.54. Result ID: 6a04601847f34ce924eb3dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"256 x 256"}. This record does not assert independent reproduction. ### DINOv2-Reg-B Top-1 Accuracy: 95.97. Result ID: 6a04601847f34ce924eb3deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"224 x 224"}. This record does not assert independent reproduction. ### AmoebaNet-B Top-1 Accuracy: 95.9. Result ID: 698d22dc8b517eb4331f4685. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AmoebaNet-B"}. This record does not assert independent reproduction. ### VECA-B Top-1 Accuracy: 95.67. Result ID: 6a04601847f34ce924eb3df2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"256 x 256","Core budget (C)":"64"}. This record does not assert independent reproduction. ### DINOv2-B Top-1 Accuracy: 95.61. Result ID: 6a04601847f34ce924eb3dec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"224 x 224"}. This record does not assert independent reproduction. ### VECA-B Top-1 Accuracy: 95.12. Result ID: 6a04601847f34ce924eb3df3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"256 x 256","Core budget (C)":"8"}. This record does not assert independent reproduction. ### Assemble-ResNet-FGVC-50 Top-1 Accuracy: 94.3. Result ID: 698d22dc8b517eb4331f4687. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Assemble-ResNet-FGVC-50"}. This record does not assert independent reproduction. ### ResNet-50 (ReLabel-trained) Top-1 Accuracy: 94.28. Result ID: 698e3724ffc3901de09bba24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training strategy":"ReLabel"}. This record does not assert independent reproduction. ### ResNet-50 (Baseline) Top-1 Accuracy: 93.92. Result ID: 698e3724ffc3901de09bba23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training strategy":"Standard"}. This record does not assert independent reproduction. ### DFN2B-CLIP-B/16 Top-1 Accuracy: 93.59. Result ID: 6a04601847f34ce924eb3dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"224 x 224"}. This record does not assert independent reproduction. ### C-RADIOv3-B Top-1 Accuracy: 93.54. Result ID: 6a04601847f34ce924eb3def. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"256 x 256"}. This record does not assert independent reproduction. ### SigLIP2-B/16-256 Top-1 Accuracy: 92.89. Result ID: 6a04601847f34ce924eb3ded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"256 x 256"}. This record does not assert independent reproduction. ### CLIP-B/16 Top-1 Accuracy: 92.72. Result ID: 6a04601847f34ce924eb3df0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"224 x 224"}. This record does not assert independent reproduction. ### ResNet-50 Top-1 Accuracy: 92.5. Result ID: 698d22dc8b517eb4331f4686. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### OpenCLIP-B/16 Top-1 Accuracy: 91.91. Result ID: 6a04601847f34ce924eb3df1. [Reporting paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen-backbone linear probing","Crop size":"224 x 224"}. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 90.5. Result ID: 698c5a7b37894ef7d9cdc709. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":true}. This record does not assert independent reproduction. ### TransCLIP Top-1 Accuracy: 89.3. Result ID: 69ba574147f34ce924a3e518. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Transductive"}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 89.1. Result ID: 698c5a7b37894ef7d9cdc708. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":true}. This record does not assert independent reproduction. ### CLIP-VIT-B/16 Top-1 Accuracy: 88.3. Result ID: 698c5a7b37894ef7d9cdc70a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":false}. This record does not assert independent reproduction. ### ADAPT Top-1 Accuracy: 87.95. Result ID: 69ba574147f34ce924a3e51a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Transductive"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 87.8. Result ID: 698c5a7b37894ef7d9cdc70c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":false}. This record does not assert independent reproduction. ### StatA Top-1 Accuracy: 87.7. Result ID: 69ba574147f34ce924a3e519. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Transductive"}. This record does not assert independent reproduction. ### Dota Top-1 Accuracy: 87.33. Result ID: 69ba574147f34ce924a3e516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### Ensemble Top-1 Accuracy: 86.9. Result ID: 698c5a7b37894ef7d9cdc70b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":false}. This record does not assert independent reproduction. ### DMN Top-1 Accuracy: 86.78. Result ID: 69ba574147f34ce924a3e511. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### ADAPT Top-1 Accuracy: 86.43. Result ID: 69ba574147f34ce924a3e517. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### TDA Top-1 Accuracy: 86.18. Result ID: 69ba574147f34ce924a3e515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### DPE Top-1 Accuracy: 85.97. Result ID: 69ba574147f34ce924a3e513. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### BCA Top-1 Accuracy: 85.58. Result ID: 69ba574147f34ce924a3e514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"true","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 84.49. Result ID: 69ba574147f34ce924a3e50e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### TPS Top-1 Accuracy: 84.4. Result ID: 69ba574147f34ce924a3e512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### C-TPT Top-1 Accuracy: 84.1. Result ID: 69ba574147f34ce924a3e510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 83.57. Result ID: 69ba574147f34ce924a3e50d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"N/A","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### DiffTPT Top-1 Accuracy: 83.4. Result ID: 69ba574147f34ce924a3e50f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-RN50","BP-free":"false","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### APM Top-1 Accuracy: 81.6. Result ID: 698c5a7b37894ef7d9cdc70d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained on ImageNet":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.