# Image Classification on OxfordPets (Novel Classes) Source: [Image Classification on OxfordPets (Novel Classes)]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:32.742Z Evaluation of Image Classification performance on the OxfordPets dataset, specifically focusing on the novel classes split, reporting Accuracy and Expected Calibration Error (ECE). 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) | OxfordPets novel classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Penalty | 96.12 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 94 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 93.48 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 93.46 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 93.38 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 93.08 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 92.11 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 89.97 | Not recorded | 699d30716017c4460ffab2ff | ### Penalty Accuracy: 96.12. Result ID: 69a1a7d535dfcabb00e801d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CoOp Accuracy: 94. Result ID: 69a1a7d535dfcabb00e801cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Accuracy: 93.48. Result ID: 69a1a7d535dfcabb00e801d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 93.46. Result ID: 69a1a7d535dfcabb00e801d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### Penalty Accuracy: 93.38. Result ID: 69a1a7d535dfcabb00e801cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### TCPT Accuracy: 93.08. Result ID: 69a1a7d535dfcabb00e801ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 92.11. Result ID: 69a1a7d535dfcabb00e801cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 89.97. Result ID: 69a1a7d535dfcabb00e801cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.