# Image Classification on ImageNet (Base/New Class Accuracy) Source: [Image Classification on ImageNet (Base/New Class Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:39.160Z Evaluation of Image Classification performance on the standard ImageNet dataset, focusing on accuracy metrics segmented by base classes and new classes, combined using the Harmonic Mean. 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 Class 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 Class Accuracy](): Higher is better; unit: PERCENT. - [New Class Accuracy](): Higher is better; unit: PERCENT. - [Harmonic Mean](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Class Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HPT | 77.95 | Not recorded | 68fa74a61e209131cea62f20 | | CoPrompt | 77.67 | Not recorded | 68fa74a61e209131cea62f20 | | HPT++ | 77.66 | Not recorded | 68fa74a61e209131cea62f20 | | MetaPrompt | 77.6 | Not recorded | 68fa74a61e209131cea62f20 | | PromptSRC | 77.39 | Not recorded | 68fa74a61e209131cea62f20 | | ProGrad | 77.02 | Not recorded | 68fa74a61e209131cea62f20 | | MaPLe | 76.66 | Not recorded | 68fa74a61e209131cea62f20 | | CoOp | 76.47 | Not recorded | 68fa74a61e209131cea62f20 | | CoCoOp | 75.98 | Not recorded | 68fa74a61e209131cea62f20 | | KgCoOp | 75.83 | Not recorded | 68fa74a61e209131cea62f20 | | CLIP | 72.43 | Not recorded | 68fa74a61e209131cea62f20 | ### HPT Base Class Accuracy: 77.95. Result ID: 699364463a6c314849159770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoPrompt Base Class Accuracy: 77.67. Result ID: 699364463a6c31484915976f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HPT++ Base Class Accuracy: 77.66. Result ID: 699364463a6c314849159771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetaPrompt Base Class Accuracy: 77.6. Result ID: 699364463a6c31484915976e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Base Class Accuracy: 77.39. Result ID: 699364463a6c31484915976d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProGrad Base Class Accuracy: 77.02. Result ID: 699364463a6c31484915976a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Base Class Accuracy: 76.66. Result ID: 699364463a6c31484915976c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Base Class Accuracy: 76.47. Result ID: 699364463a6c314849159768. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Base Class Accuracy: 75.98. Result ID: 699364463a6c314849159769. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp Base Class Accuracy: 75.83. Result ID: 699364463a6c31484915976b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Base Class Accuracy: 72.43. Result ID: 699364463a6c314849159767. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.