# Image Classification on ImageNet-Sketch 1.0 (test) Source: [Image Classification on ImageNet-Sketch 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:27:42.128Z Evaluation of Image Classification performance on the test split of the ImageNet-Sketch 1.0 dataset, typically 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-Sketch 1.0 (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | ViT-B/16 + PyramidAT | 46.03 | Not recorded | 68fa6d5a1e209131cea3965e | | Discrete ViT | 44.72 | Not recorded | 68fa6d5a1e209131cea3965e | | ViT-B/16 + PyramidAT | 41.04 | Not recorded | 68fa6d5a1e209131cea3965e | | Discrete ViT | 39.1 | Not recorded | 68fa6d5a1e209131cea3965e | | Robust ViT | 36 | Not recorded | 68fa6d5a1e209131cea3965e | | ConViT-B | 35.7 | Not recorded | 68fa6d5a1e209131cea3965e | | Swin-B | 32.4 | Not recorded | 68fa6d5a1e209131cea3965e | | HO-HE | 26.77 | Not recorded | 6a4c87f585dba69fef8b24c2 | | Realism | 25.3 | Not recorded | 6a4c87f585dba69fef8b24c2 | | Random Sampling | 25.29 | Not recorded | 6a4c87f585dba69fef8b24c2 | | SBSim | 24.378 | Not recorded | 6a4c87f585dba69fef8b24c2 | | CLIP-Align | 24.201 | Not recorded | 6a4c87f585dba69fef8b24c2 | | Original | 17.34 | Not recorded | 6a4c87f585dba69fef8b24c2 | | RELICv2 | 8.7 | Not recorded | 68fa6dde1e209131cea3c8f8 | | RELICv2 | 6.7 | Not recorded | 68fa6dde1e209131cea3c8f8 | | RELICv2 | 5.4 | Not recorded | 68fa6dde1e209131cea3c8f8 | ### ViT-B/16 + PyramidAT Top-1 Acc: 46.03. Result ID: 698f87fd3a6c314849f9bc99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Extra Data":"IM-21k"}. This record does not assert independent reproduction. ### Discrete ViT Top-1 Acc: 44.72. Result ID: 698f87fd3a6c314849f9bc98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extra Data":"IM-21k"}. This record does not assert independent reproduction. ### ViT-B/16 + PyramidAT Top-1 Acc: 41.04. Result ID: 698f87fd3a6c314849f9bc97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Extra Data":"None"}. This record does not assert independent reproduction. ### Discrete ViT Top-1 Acc: 39.1. Result ID: 698f87fd3a6c314849f9bc96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extra Data":"None"}. This record does not assert independent reproduction. ### Robust ViT Top-1 Acc: 36. Result ID: 698f87fd3a6c314849f9bc95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extra Data":"None"}. This record does not assert independent reproduction. ### ConViT-B Top-1 Acc: 35.7. Result ID: 698f87fd3a6c314849f9bc93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Extra Data":"None"}. This record does not assert independent reproduction. ### Swin-B Top-1 Acc: 32.4. Result ID: 698f87fd3a6c314849f9bc94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Extra Data":"None"}. This record does not assert independent reproduction. ### HO-HE Top-1 Acc: 26.77. Result ID: 6a4caa5060b88bb339c783a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### Realism Top-1 Acc: 25.3. Result ID: 6a4caa5060b88bb339c783a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### Random Sampling Top-1 Acc: 25.29. Result ID: 6a4caa5060b88bb339c783a2. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### SBSim Top-1 Acc: 24.378. Result ID: 6a4caa5060b88bb339c783a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### CLIP-Align Top-1 Acc: 24.201. Result ID: 6a4caa5060b88bb339c783a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### Original Top-1 Acc: 17.34. Result ID: 6a4caa5060b88bb339c783a1. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction. ### RELICv2 Top-1 Acc: 8.7. Result ID: 698ff94d3a6c314849fd2c56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"3000","Evaluation":"Linear evaluation","Pre-training dataset":"JFT-300M"}. This record does not assert independent reproduction. ### RELICv2 Top-1 Acc: 6.7. Result ID: 698ff94d3a6c314849fd2c55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"1000","Evaluation":"Linear evaluation","Pre-training dataset":"JFT-300M"}. This record does not assert independent reproduction. ### RELICv2 Top-1 Acc: 5.4. Result ID: 698ff94d3a6c314849fd2c57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"5000","Evaluation":"Linear evaluation","Pre-training dataset":"JFT-300M"}. This record does not assert independent reproduction. Page 1 of 1. 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