# Image Classification on ImageNet-Sketch (Top-1 Acc, Avg. shifts) Source: [Image Classification on ImageNet-Sketch (Top-1 Acc, Avg. shifts)]() Collection index: [llms.txt]() Data updated: 2026-06-18T07:12:18.492Z Evaluation of Image Classification performance on the ImageNet-Sketch dataset, specifically measured using Top-1 Accuracy and Average Shifts. 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Average Shifts](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TRACER | 53.69 | Not recorded | 6a191d73dbd7150506f826b6 | | CAR-FT | 52.97 | Not recorded | 6a191d73dbd7150506f826b6 | | CaRot | 52.74 | Not recorded | 6a191d73dbd7150506f826b6 | | ARF | 51.83 | Not recorded | 6a191d73dbd7150506f826b6 | | Model Stock | 51.77 | Not recorded | 6a191d73dbd7150506f826b6 | | Lipsum-FT | 51.43 | Not recorded | 6a191d73dbd7150506f826b6 | | Static SD | 49.87 | Not recorded | 6a191d73dbd7150506f826b6 | | FLYP | 49.87 | Not recorded | 6a191d73dbd7150506f826b6 | | LP-FT | 48.65 | Not recorded | 6a191d73dbd7150506f826b6 | | ZS | 48.26 | Not recorded | 6a191d73dbd7150506f826b6 | | L2-SP | 48.23 | Not recorded | 6a191d73dbd7150506f826b6 | | Direct FT | 47.97 | Not recorded | 6a191d73dbd7150506f826b6 | | GKL-KD | 46.64 | Not recorded | 68fa775a1e209131cea72a2d | | KL-KD | 45.87 | Not recorded | 68fa775a1e209131cea72a2d | | KL-KD | 45.48 | Not recorded | 68fa775a1e209131cea72a2d | | KL-KD | 43.24 | Not recorded | 68fa775a1e209131cea72a2d | | KL-KD | 42.15 | Not recorded | 68fa775a1e209131cea72a2d | | Baseline | 37.89 | Not recorded | 68fa775a1e209131cea72a2d | ### TRACER Top-1 Accuracy: 53.69. Result ID: 6a1951adfbc373592c13bf3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CAR-FT Top-1 Accuracy: 52.97. Result ID: 6a1951adfbc373592c13bf39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CaRot Top-1 Accuracy: 52.74. Result ID: 6a1951adfbc373592c13bf3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ARF Top-1 Accuracy: 51.83. Result ID: 6a1951adfbc373592c13bf3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Model Stock Top-1 Accuracy: 51.77. Result ID: 6a1951adfbc373592c13bf3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Lipsum-FT Top-1 Accuracy: 51.43. Result ID: 6a1951adfbc373592c13bf3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Static SD Top-1 Accuracy: 49.87. Result ID: 6a1951adfbc373592c13bf36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy: 49.87. Result ID: 6a1951adfbc373592c13bf38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### LP-FT Top-1 Accuracy: 48.65. Result ID: 6a1951adfbc373592c13bf37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ZS Top-1 Accuracy: 48.26. Result ID: 6a1951adfbc373592c13bf33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### L2-SP Top-1 Accuracy: 48.23. Result ID: 6a1951adfbc373592c13bf35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Direct FT Top-1 Accuracy: 47.97. Result ID: 6a1951adfbc373592c13bf34. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### GKL-KD Top-1 Accuracy: 46.64. Result ID: 6a339a4bfbc373592c306641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Temperature (t)":"8","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KL-KD Top-1 Accuracy: 45.87. Result ID: 6a339a4bfbc373592c306640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Temperature (t)":"8","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KL-KD Top-1 Accuracy: 45.48. Result ID: 6a339a4bfbc373592c30663f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Temperature (t)":"4","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KL-KD Top-1 Accuracy: 43.24. Result ID: 6a339a4bfbc373592c30663e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Temperature (t)":"2","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### KL-KD Top-1 Accuracy: 42.15. Result ID: 6a339a4bfbc373592c30663d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Temperature (t)":"1","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. ### Baseline Top-1 Accuracy: 37.89. Result ID: 6a339a4bfbc373592c30663c. [Reporting paper]() Recorded evaluation configuration: {"Student Architecture":"ViT-B/16","Training":"from scratch","Evaluation Mode":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.