# Image Classification on Oxford-IIIT Pet Dataset Source: [Image Classification on Oxford-IIIT Pet Dataset]() Collection index: [llms.txt]() Data updated: 2026-06-12T07:09:32.027Z Evaluation of Image Classification performance on the Oxford-IIIT Pet Dataset, reporting standard 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 Pet Dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 | | --- | --- | --- | --- | | GRIP | 88.5 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | ViT | 88.1 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | DINO | 86.2 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | CLIP | 86.2 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | GRIP | 83.9 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | ViT | 79 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | CLIP | 78.2 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | DINO | 78.1 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | Zero Shot | 75.9 | Not recorded | 6a2b92aed33dfb23e783b0b3 | | Zero Shot | 55 | Not recorded | 6a2b92aed33dfb23e783b0b3 | ### GRIP Accuracy: 88.5. Result ID: 6a2bb0a2fbc373592c29959d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Idefics2-8B"}. This record does not assert independent reproduction. ### ViT Accuracy: 88.1. Result ID: 6a2bb0a2fbc373592c29959a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Idefics2-8B"}. This record does not assert independent reproduction. ### DINO Accuracy: 86.2. Result ID: 6a2bb0a2fbc373592c29959b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Idefics2-8B"}. This record does not assert independent reproduction. ### CLIP Accuracy: 86.2. Result ID: 6a2bb0a2fbc373592c29959c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Idefics2-8B"}. This record does not assert independent reproduction. ### GRIP Accuracy: 83.9. Result ID: 6a2bb0a2fbc373592c299598. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### ViT Accuracy: 79. Result ID: 6a2bb0a2fbc373592c299595. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### CLIP Accuracy: 78.2. Result ID: 6a2bb0a2fbc373592c299597. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### DINO Accuracy: 78.1. Result ID: 6a2bb0a2fbc373592c299596. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 75.9. Result ID: 6a2bb0a2fbc373592c299594. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 55. Result ID: 6a2bb0a2fbc373592c299599. [Reporting paper]() Recorded evaluation configuration: {"Model":"Idefics2-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.