# Image Classification on CUB200 (Base/Novel/HM Evaluation) Source: [Image Classification on CUB200 (Base/Novel/HM Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-07-08T10:17:16.271Z Evaluation of Image Classification performance on the CUB200 dataset, reporting metrics focused on Base, Novel, and Harmonic Mean (HM) performance, typically used in few-shot or zero-shot classification settings. 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) | CUB200 | | 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 | | --- | --- | --- | --- | | SCPT | 82.96 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | SCPT | 82.96 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | TCP | 82.1 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | TCP | 82.1 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ATPrompt | 82.02 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ATPrompt | 82.02 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoOp | 81.48 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoOp | 81.48 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | KgCoOp | 75.62 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | KgCoOp | 75.62 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoCoOp | 74.46 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CoCoOp | 74.46 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ProText | 65.07 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | ProText | 65.07 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CLIP | 63.9 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | | CLIP | 63.9 | Not recorded | 6a4dd9cb4da6617fe9198cf7 | ### SCPT Base Accuracy: 82.96. Result ID: 6a4e239a60b88bb339d8fa1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### SCPT Base Accuracy: 82.96. Result ID: 6a4e239a60b88bb339d8fa5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### TCP Base Accuracy: 82.1. Result ID: 6a4e239a60b88bb339d8fa18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### TCP Base Accuracy: 82.1. Result ID: 6a4e239a60b88bb339d8fa58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ATPrompt Base Accuracy: 82.02. Result ID: 6a4e239a60b88bb339d8fa1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ATPrompt Base Accuracy: 82.02. Result ID: 6a4e239a60b88bb339d8fa5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 81.48. Result ID: 6a4e239a60b88bb339d8fa15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 81.48. Result ID: 6a4e239a60b88bb339d8fa55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 75.62. Result ID: 6a4e239a60b88bb339d8fa17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 75.62. Result ID: 6a4e239a60b88bb339d8fa57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 74.46. Result ID: 6a4e239a60b88bb339d8fa16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 74.46. Result ID: 6a4e239a60b88bb339d8fa56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ProText Base Accuracy: 65.07. Result ID: 6a4e239a60b88bb339d8fa19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### ProText Base Accuracy: 65.07. Result ID: 6a4e239a60b88bb339d8fa59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 63.9. Result ID: 6a4e239a60b88bb339d8fa14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":"16"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 63.9. Result ID: 6a4e239a60b88bb339d8fa54. [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.