# Image Classification on ImageNet-Sketch original (val) Source: [Image Classification on ImageNet-Sketch original (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:45.564Z Evaluation of Image Classification performance on the validation split of the ImageNet-Sketch original dataset, typically measured by 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-Sketch original (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 | 59.61 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 57.84 | Not recorded | 68fa75901e209131cea68a6d | | RLCF | 57.1 | Not recorded | 68fa75901e209131cea68a6d | | RLCF | 54.74 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 51.07 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 50.59 | Not recorded | 68fa75901e209131cea68a6d | | PromptAlign | 50.23 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 49.15 | Not recorded | 68fa75901e209131cea68a6d | | ZERO | 48.4 | Not recorded | 68fa75901e209131cea68a6d | | Ensemble | 48.24 | Not recorded | 68fa75901e209131cea68a6d | | TPT | 48.16 | Not recorded | 68fa75901e209131cea68a6d | | TPT | 47.94 | Not recorded | 68fa75901e209131cea68a6d | | Zero-Shot | 46.09 | Not recorded | 68fa75901e209131cea68a6d | ### ZERO Top-1 Acc: 59.61. Result ID: 6993ee663a6c314849198fc1. [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-Shot Top-1 Acc: 57.84. Result ID: 6993ee663a6c314849198fbe. [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: 57.1. Result ID: 6993ee663a6c314849198fc0. [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. ### RLCF Top-1 Acc: 54.74. Result ID: 6993ee663a6c314849198fbf. [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. ### ZERO Top-1 Acc: 51.07. Result ID: 6993ee663a6c314849198fbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 50.59. Result ID: 6993ee663a6c314849198fb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16","Ensemble variant":true}. This record does not assert independent reproduction. ### PromptAlign Top-1 Acc: 50.23. Result ID: 6993ee663a6c314849198fbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### Zero-Shot Top-1 Acc: 49.15. Result ID: 6993ee663a6c314849198fba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 48.4. Result ID: 6993ee663a6c314849198fb8. [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: 48.24. Result ID: 6993ee663a6c314849198fb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViT-B-16"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 48.16. Result ID: 6993ee663a6c314849198fbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MaPLe"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 47.94. Result ID: 6993ee663a6c314849198fb7. [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: 46.09. Result ID: 6993ee663a6c314849198fb5. [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.