# Image Classification on ImageNet 1k A V2 R Sketch (test) Source: [Image Classification on ImageNet 1k A V2 R Sketch (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:53.556Z Evaluation of image classification performance across the combined test sets of ImageNet-1k, ImageNet-A, ImageNet-V2, ImageNet-R, and ImageNet-Sketch. 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 | Classification | | Dataset (including any stated split) | ImageNet 1k A V2 R Sketch (test) | | Metric | Top-1 Acc (ImageNet) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Top-1 Acc (ImageNet)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-A)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-V2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-R)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-Sketch)](): Higher is better; unit: PERCENT. - [Average Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (ImageNet) | Result date | Report paper | | --- | --- | --- | --- | | MTA + CoOp | 73.99 | Not recorded | 68fa73191e209131cea5a896 | | TPT + CoOp | 73.61 | Not recorded | 68fa73191e209131cea5a896 | | CoOp | 71.51 | Not recorded | 68fa73191e209131cea5a896 | | MTA + Ensemble | 70.08 | Not recorded | 68fa73191e209131cea5a896 | | MTA | 69.29 | Not recorded | 68fa73191e209131cea5a896 | | TPT | 68.94 | Not recorded | 68fa73191e209131cea5a896 | | CLIP + Ensemble | 68.38 | Not recorded | 68fa73191e209131cea5a896 | | CLIP | 66.73 | Not recorded | 68fa73191e209131cea5a896 | ### MTA + CoOp Top-1 Acc (ImageNet): 73.99. Result ID: 6992bf333a6c314849113592. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":true,"backbone":"CoOp pretrained"}. This record does not assert independent reproduction. ### TPT + CoOp Top-1 Acc (ImageNet): 73.61. Result ID: 6992bf333a6c314849113591. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":false,"backbone":"CoOp pretrained"}. This record does not assert independent reproduction. ### CoOp Top-1 Acc (ImageNet): 71.51. Result ID: 6992bf333a6c314849113590. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":false,"prompt":"16-shot ImageNet pretrained"}. This record does not assert independent reproduction. ### MTA + Ensemble Top-1 Acc (ImageNet): 70.08. Result ID: 6992bf333a6c31484911358f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":true,"ensemble":true}. This record does not assert independent reproduction. ### MTA Top-1 Acc (ImageNet): 69.29. Result ID: 6992bf333a6c31484911358e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":true}. This record does not assert independent reproduction. ### TPT Top-1 Acc (ImageNet): 68.94. Result ID: 6992bf333a6c31484911358d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":false}. This record does not assert independent reproduction. ### CLIP + Ensemble Top-1 Acc (ImageNet): 68.38. Result ID: 6992bf333a6c31484911358c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":true,"prompt":"80 handcrafted prompts","ensemble":true}. This record does not assert independent reproduction. ### CLIP Top-1 Acc (ImageNet): 66.73. Result ID: 6992bf333a6c31484911358b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training-free at test-time":true,"prompt":"a photo of a \[class\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.