# Image Classification on Dog Breed (Base, Novel, HM) Source: [Image Classification on Dog Breed (Base, Novel, HM)]() Collection index: [llms.txt]() Data updated: 2026-07-08T10:17:16.328Z Evaluation of Image Classification performance on the Dog Breed dataset, reporting Base, Novel, and HM metrics. 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) | Dog Breed | | Metric | Base Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Base Accuracy](): Higher is better; unit: PERCENT. - [Novel Accuracy](): Higher is better; unit: PERCENT. - [HM Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TCP | 87.73 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | TCP | 87.73 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoOp | 87.71 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoOp | 87.71 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | SCPT | 87.66 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | SCPT | 87.66 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ATPrompt | 87.08 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ATPrompt | 87.08 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoCoOp | 83.75 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoCoOp | 83.75 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | KgCoOp | 79.32 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | KgCoOp | 79.32 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ProText | 72.55 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ProText | 72.55 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CLIP | 71.8 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CLIP | 71.8 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | ### TCP Base Accuracy: 87.73. Result ID: 6a4e239a60b88bb339d8fa38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### TCP Base Accuracy: 87.73. Result ID: 6a4e239a60b88bb339d8fa50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 87.71. Result ID: 6a4e239a60b88bb339d8fa35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 87.71. Result ID: 6a4e239a60b88bb339d8fa4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### SCPT Base Accuracy: 87.66. Result ID: 6a4e239a60b88bb339d8fa3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### SCPT Base Accuracy: 87.66. Result ID: 6a4e239a60b88bb339d8fa53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ATPrompt Base Accuracy: 87.08. Result ID: 6a4e239a60b88bb339d8fa3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ATPrompt Base Accuracy: 87.08. Result ID: 6a4e239a60b88bb339d8fa52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 83.75. Result ID: 6a4e239a60b88bb339d8fa36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 83.75. Result ID: 6a4e239a60b88bb339d8fa4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 79.32. Result ID: 6a4e239a60b88bb339d8fa37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 79.32. Result ID: 6a4e239a60b88bb339d8fa4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ProText Base Accuracy: 72.55. Result ID: 6a4e239a60b88bb339d8fa39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ProText Base Accuracy: 72.55. Result ID: 6a4e239a60b88bb339d8fa51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 71.8. Result ID: 6a4e239a60b88bb339d8fa34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 71.8. Result ID: 6a4e239a60b88bb339d8fa4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.