# Image Classification on ImageNet (Base, Novel, H Metrics) Source: [Image Classification on ImageNet (Base, Novel, H Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:39.900Z Evaluation of Image Classification performance on the standard ImageNet dataset, measured using Base, Novel, and H metrics, likely focusing on generalization capabilities. 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 Score | | 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 Score](): Higher is better; unit: PERCENT. - [Novel Score](): Higher is better; unit: PERCENT. - [H Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Score | Result date | Report paper | | --- | --- | --- | --- | | VaMP | 78.98 | Not recorded | 692d2153d6b0dd33429319bc | | MMRL | 77.9 | Not recorded | 692d2153d6b0dd33429319bc | | SkipT | 77.73 | Not recorded | 692d2153d6b0dd33429319bc | | 2SFS | 77.71 | Not recorded | 692d2153d6b0dd33429319bc | | PromptSRC | 77.6 | Not recorded | 692d2153d6b0dd33429319bc | | MMA | 77.31 | Not recorded | 692d2153d6b0dd33429319bc | | TCP | 77.27 | Not recorded | 692d2153d6b0dd33429319bc | | MaPLe | 76.66 | Not recorded | 692d2153d6b0dd33429319bc | | CoOp | 76.47 | Not recorded | 692d2153d6b0dd33429319bc | | CoOpOp | 75.98 | Not recorded | 692d2153d6b0dd33429319bc | | KgCoOp | 75.83 | Not recorded | 692d2153d6b0dd33429319bc | | ProDA | 75.4 | Not recorded | 692d2153d6b0dd33429319bc | | CLIP | 72.43 | Not recorded | 692d2153d6b0dd33429319bc | ### VaMP Base Score: 78.98. Result ID: 6995e14c3badfaffe6e8b78a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Base Score: 77.9. Result ID: 6995e14c3badfaffe6e8b789. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SkipT Base Score: 77.73. Result ID: 6995e14c3badfaffe6e8b788. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2SFS Base Score: 77.71. Result ID: 6995e14c3badfaffe6e8b787. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Base Score: 77.6. Result ID: 6995e14c3badfaffe6e8b784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Base Score: 77.31. Result ID: 6995e14c3badfaffe6e8b786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Base Score: 77.27. Result ID: 6995e14c3badfaffe6e8b785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Base Score: 76.66. Result ID: 6995e14c3badfaffe6e8b783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Base Score: 76.47. Result ID: 6995e14c3badfaffe6e8b77f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOpOp Base Score: 75.98. Result ID: 6995e14c3badfaffe6e8b780. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp Base Score: 75.83. Result ID: 6995e14c3badfaffe6e8b782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProDA Base Score: 75.4. Result ID: 6995e14c3badfaffe6e8b781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Base Score: 72.43. Result ID: 6995e14c3badfaffe6e8b77e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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