# Image Classification on ImageNet-V2 reproduction (val) Source: [Image Classification on ImageNet-V2 reproduction (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:45.549Z Evaluation of Image Classification performance on the validation split of the ImageNet-V2 reproduction dataset, measured using Top-1 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 | Image Classification | | Dataset (including any stated split) | ImageNet-V2 reproduction (val) | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | ZERO | 70.37 | Not recorded | 68fa75901e209131cea68a6d | | RLCF | 69.77 | Not recorded | 68fa75901e209131cea68a6d | | RLCF | 69.77 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 67.8 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 66.81 | Not recorded | 68fa75901e209131cea68a6d | | PromptAlign | 65.29 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 65.23 | Not recorded | 68fa75901e209131cea68a6d | | TPT | 64.87 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 64.16 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 64.07 | Not recorded | 68fa75901e209131cea68a6d | | TPT | 63.45 | Not recorded | 68fa75901e209131cea68a6d | | Ensemble | 61.88 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 60.86 | Not recorded | 68fa75901e209131cea68a6d | ### ZERO Top-1 Acc: 70.37. Result ID: 6993ee663a6c314849198fa7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16 + CLIP-ViT-L-14"}. This record does not assert independent reproduction. ### RLCF Top-1 Acc: 69.77. Result ID: 6993ee663a6c314849198fa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16 + CLIP-ViT-L-14","Tuning":"prompt tuning (Theta\_etx)","Adaptation steps (t)":1}. This record does not assert independent reproduction. ### RLCF Top-1 Acc: 69.77. Result ID: 6993ee663a6c314849198fa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16 + CLIP-ViT-L-14","Tuning":"full image encoder tuning (Theta\_i)","Adaptation steps (t)":3}. This record does not assert independent reproduction. ### Zero-Shot Top-1 Acc: 67.8. Result ID: 6993ee663a6c314849198fa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16 + CLIP-ViT-L-14"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 66.81. Result ID: 6993ee663a6c314849198fa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### PromptAlign Top-1 Acc: 65.29. Result ID: 6993ee663a6c314849198fa2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 65.23. Result ID: 6993ee663a6c314849198f9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16","Ensemble variant":true}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 64.87. Result ID: 6993ee663a6c314849198fa1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 64.16. Result ID: 6993ee663a6c314849198f9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16"}. This record does not assert independent reproduction. ### Zero-Shot Top-1 Acc: 64.07. Result ID: 6993ee663a6c314849198fa0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 63.45. Result ID: 6993ee663a6c314849198f9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16"}. This record does not assert independent reproduction. ### Ensemble Top-1 Acc: 61.88. Result ID: 6993ee663a6c314849198f9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16"}. This record does not assert independent reproduction. ### Zero-Shot Top-1 Acc: 60.86. Result ID: 6993ee663a6c314849198f9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.