# Zero-shot Image Classification on ImageNet (Novel Split) Source: [Zero-shot Image Classification on ImageNet (Novel Split)]() Collection index: [llms.txt]() Data updated: 2026-05-07T08:36:17.218Z Evaluation of Zero-shot Image Classification performance on the novel split of the ImageNet dataset, typically measured by Accuracy. 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 | Zero-shot Image Classification | | Dataset (including any stated split) | ImageNet (Novel Split) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ArGue | 72.06 | Not recorded | 69fc1cac5497b3b670c8861e | | MMRL + SpecPL | 71.5 | Not recorded | 69fc1cac5497b3b670c8861e | | MMRL | 71.3 | Not recorded | 69fc1cac5497b3b670c8861e | | CoPrompt | 71.27 | Not recorded | 69fc1cac5497b3b670c8861e | | PromptSRC | 70.73 | Not recorded | 69fc1cac5497b3b670c8861e | | MaPLe | 70.54 | Not recorded | 69fc1cac5497b3b670c8861e | | CoCoOp | 70.43 | Not recorded | 69fc1cac5497b3b670c8861e | | CoCoOp + SpecPL | 70.25 | Not recorded | 69fc1cac5497b3b670c8861e | | DePT | 70.1 | Not recorded | 69fc1cac5497b3b670c8861e | | CoOp + SpecPL | 70.01 | Not recorded | 69fc1cac5497b3b670c8861e | | MaPLe + SpecPL | 69.37 | Not recorded | 69fc1cac5497b3b670c8861e | | CLIP | 68.14 | Not recorded | 69fc1cac5497b3b670c8861e | | CoOp | 67.88 | Not recorded | 69fc1cac5497b3b670c8861e | ### ArGue Accuracy: 72.06. Result ID: 69fc4e0947f34ce924df03c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### MMRL + SpecPL Accuracy: 71.5. Result ID: 69fc4e0947f34ce924df03cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### MMRL Accuracy: 71.3. Result ID: 69fc4e0947f34ce924df03c8. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoPrompt Accuracy: 71.27. Result ID: 69fc4e0947f34ce924df03c7. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### PromptSRC Accuracy: 70.73. Result ID: 69fc4e0947f34ce924df03c4. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### MaPLe Accuracy: 70.54. Result ID: 69fc4e0947f34ce924df03c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoCoOp Accuracy: 70.43. Result ID: 69fc4e0947f34ce924df03c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoCoOp + SpecPL Accuracy: 70.25. Result ID: 69fc4e0947f34ce924df03ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### DePT Accuracy: 70.1. Result ID: 69fc4e0947f34ce924df03c6. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoOp + SpecPL Accuracy: 70.01. Result ID: 69fc4e0947f34ce924df03c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### MaPLe + SpecPL Accuracy: 69.37. Result ID: 69fc4e0947f34ce924df03cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CLIP Accuracy: 68.14. Result ID: 69fc4e0947f34ce924df03c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoOp Accuracy: 67.88. Result ID: 69fc4e0947f34ce924df03c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.