# Image Classification on ImageNet (Base, Novel, HM) Source: [Image Classification on ImageNet (Base, Novel, HM)]() Collection index: [llms.txt]() Data updated: 2026-03-18T09:09:46.456Z Evaluation of Image Classification performance on the standard ImageNet dataset, reporting Base, Novel, and HM scores. 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 | 13 of 13 | | 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 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HPT | 77.95 | Not recorded | 69ba31930636e5bf4afc08c3 | | P-SRC | 77.6 | Not recorded | 69ba31930636e5bf4afc08c3 | | HeBA | 77.53 | Not recorded | 69ba31930636e5bf4afc08c3 | | MMA | 77.31 | Not recorded | 69ba31930636e5bf4afc08c3 | | MaPLe | 76.66 | Not recorded | 69ba31930636e5bf4afc08c3 | | LwEIB | 76.64 | Not recorded | 69ba31930636e5bf4afc08c3 | | RPO | 76.6 | Not recorded | 69ba31930636e5bf4afc08c3 | | CoOp | 76.47 | Not recorded | 69ba31930636e5bf4afc08c3 | | LASP-V | 76.25 | Not recorded | 69ba31930636e5bf4afc08c3 | | CoOpOp | 75.98 | Not recorded | 69ba31930636e5bf4afc08c3 | | KgCoOp | 75.83 | Not recorded | 69ba31930636e5bf4afc08c3 | | ProDA | 75.4 | Not recorded | 69ba31930636e5bf4afc08c3 | | CLIP | 72.43 | Not recorded | 69ba31930636e5bf4afc08c3 | ### HPT Base Accuracy: 77.95. Result ID: 69ba6bbc47f34ce924a48f3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### P-SRC Base Accuracy: 77.6. Result ID: 69ba6bbc47f34ce924a48f3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### HeBA Base Accuracy: 77.53. Result ID: 69ba6bbc47f34ce924a48f41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"Ours"}. This record does not assert independent reproduction. ### MMA Base Accuracy: 77.31. Result ID: 69ba6bbc47f34ce924a48f3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### MaPLe Base Accuracy: 76.66. Result ID: 69ba6bbc47f34ce924a48f3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### LwEIB Base Accuracy: 76.64. Result ID: 69ba6bbc47f34ce924a48f40. [Reporting paper]() Recorded evaluation configuration: {"Year":"2025"}. This record does not assert independent reproduction. ### RPO Base Accuracy: 76.6. Result ID: 69ba6bbc47f34ce924a48f3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 76.47. Result ID: 69ba6bbc47f34ce924a48f36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022"}. This record does not assert independent reproduction. ### LASP-V Base Accuracy: 76.25. Result ID: 69ba6bbc47f34ce924a48f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### CoOpOp Base Accuracy: 75.98. Result ID: 69ba6bbc47f34ce924a48f37. [Reporting paper]() Recorded evaluation configuration: {"Year":"2022"}. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 75.83. Result ID: 69ba6bbc47f34ce924a48f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023"}. This record does not assert independent reproduction. ### ProDA Base Accuracy: 75.4. Result ID: 69ba6bbc47f34ce924a48f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2022"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 72.43. Result ID: 69ba6bbc47f34ce924a48f35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2021"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.