# Image Classification on ImageNet (test) (Base/Novel/HM) Source: [Image Classification on ImageNet (test) (Base/Novel/HM)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:40:11.527Z Evaluation of Image Classification performance on the ImageNet test split, reporting specific metrics labeled Base, Novel, and HM, likely related to generalization or novelty detection. 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 (test) | | Metric | Base Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | MMRL\* + ReBaPL | 77.9 | Not recorded | 6923e674d6b0dd334292eec9 | | MMRL\* | 77.55 | Not recorded | 6923e674d6b0dd334292eec9 | | PromptSRC\* | 76.77 | Not recorded | 6923e674d6b0dd334292eec9 | | CoOp | 76.47 | Not recorded | 6923e674d6b0dd334292eec9 | | MaPLe\* + ReBaPL | 76.06 | Not recorded | 6923e674d6b0dd334292eec9 | | CoCoOp | 75.98 | Not recorded | 6923e674d6b0dd334292eec9 | | MaPLe\* | 74.96 | Not recorded | 6923e674d6b0dd334292eec9 | | CLIP | 72.43 | Not recorded | 6923e674d6b0dd334292eec9 | | APP | 69.9 | Not recorded | 6923e674d6b0dd334292eec9 | ### MMRL\* + ReBaPL Base Accuracy: 77.9. Result ID: 69ca1ac247f34ce924b21442. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-run":"true","distance metric":"Wasserstein distance"}. This record does not assert independent reproduction. ### MMRL\* Base Accuracy: 77.55. Result ID: 69ca1ac247f34ce924b21441. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-run":"true"}. This record does not assert independent reproduction. ### PromptSRC\* Base Accuracy: 76.77. Result ID: 69ca1ac247f34ce924b2143e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-run":"true"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 76.47. Result ID: 69ca1ac247f34ce924b2143b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe\* + ReBaPL Base Accuracy: 76.06. Result ID: 69ca1ac247f34ce924b21440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"re-run":"true","distance metric":"MMD"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 75.98. Result ID: 69ca1ac247f34ce924b2143c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe\* Base Accuracy: 74.96. Result ID: 69ca1ac247f34ce924b2143f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"re-run":"true"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 72.43. Result ID: 69ca1ac247f34ce924b2143a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### APP Base Accuracy: 69.9. Result ID: 69ca1ac247f34ce924b2143d. [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.