# Image Classification on ImageNet (Base/Novel/HM Metrics) Source: [Image Classification on ImageNet (Base/Novel/HM Metrics)]() Collection index: [llms.txt]() Data updated: 2026-04-07T08:49:47.523Z Evaluation of Image Classification performance on the standard ImageNet dataset, reporting results based on the specific metrics 'Base', 'Novel', and 'HM'. 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) | ImageNet | | Metric | Base Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 | | --- | --- | --- | --- | | HiCroPL | 78.07 | Not recorded | 69d48f7b7d0172140ec7429a | | MMRL | 77.9 | Not recorded | 69d48f7b7d0172140ec7429a | | CoPrompt | 77.67 | Not recorded | 69d48f7b7d0172140ec7429a | | PromptSRC | 77.6 | Not recorded | 69d48f7b7d0172140ec7429a | | MMA | 77.31 | Not recorded | 69d48f7b7d0172140ec7429a | | GAPL | 77.3 | Not recorded | 69d48f7b7d0172140ec7429a | | TCP | 77.27 | Not recorded | 69d48f7b7d0172140ec7429a | | MaPLe | 76.66 | Not recorded | 69d48f7b7d0172140ec7429a | | CoOp | 76.47 | Not recorded | 69d48f7b7d0172140ec7429a | | CoCoOp | 75.98 | Not recorded | 69d48f7b7d0172140ec7429a | | KgCoOp | 75.83 | Not recorded | 69d48f7b7d0172140ec7429a | ### HiCroPL Base Accuracy: 78.07. Result ID: 69d4c50d47f34ce924bca95b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Base Accuracy: 77.9. Result ID: 69d4c50d47f34ce924bca95c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoPrompt Base Accuracy: 77.67. Result ID: 69d4c50d47f34ce924bca95a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Base Accuracy: 77.6. Result ID: 69d4c50d47f34ce924bca95d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Base Accuracy: 77.31. Result ID: 69d4c50d47f34ce924bca959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAPL Base Accuracy: 77.3. Result ID: 69d4c50d47f34ce924bca95e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Base Accuracy: 77.27. Result ID: 69d4c50d47f34ce924bca958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Base Accuracy: 76.66. Result ID: 69d4c50d47f34ce924bca957. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Base Accuracy: 76.47. Result ID: 69d4c50d47f34ce924bca954. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 75.98. Result ID: 69d4c50d47f34ce924bca955. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 75.83. Result ID: 69d4c50d47f34ce924bca956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.