# Image Classification on ImageNet Robustness Variants (Adversarial, Rendition, Sketch) V2 (test) Source: [Image Classification on ImageNet Robustness Variants (Adversarial, Rendition, Sketch) V2 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-07T08:32:21.891Z Evaluation of standard Image Classification accuracy and robustness across specific ImageNet variants (V2, Adversarial, Rendition, Sketch) measured on the test split. 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 Robustness Variants (Adversarial, Rendition, Sketch) V2 (test) | | Metric | Accuracy (ID) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy (ID)](): Higher is better; unit: PERCENT. - [Accuracy (ImageNet V2)](): Higher is better; unit: PERCENT. - [Accuracy (Adversarial)](): Higher is better; unit: PERCENT. - [Accuracy (Rendition)](): Higher is better; unit: PERCENT. - [Accuracy (Sketch)](): Higher is better; unit: PERCENT. - [Accuracy (OOD Avg)](): Higher is better; unit: PERCENT. - [Accuracy (Overall Avg)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (ID) | Result date | Report paper | | --- | --- | --- | --- | | Adam-SPD | 84.21 | Not recorded | 68fa75841e209131cea6855b | | FTP | 84.19 | Not recorded | 68fa75841e209131cea6855b | | SAM | 83.67 | Not recorded | 68fa75841e209131cea6855b | | Vanilla FT | 83.66 | Not recorded | 68fa75841e209131cea6855b | | L2-SP | 83.44 | Not recorded | 68fa75841e209131cea6855b | | LP-FT | 82.99 | Not recorded | 68fa75841e209131cea6855b | | WiSE-SPD | 81.7 | Not recorded | 68fa75841e209131cea6855b | | WiSE-FT | 80.94 | Not recorded | 68fa75841e209131cea6855b | | Linear Prob. | 78.25 | Not recorded | 68fa75841e209131cea6855b | | SpecPL | 72.12 | Not recorded | 69fc1cac5497b3b670c8861e | | SpecPL | 72.07 | Not recorded | 69fc1cac5497b3b670c8861e | | MMRL | 72.03 | Not recorded | 69fc1cac5497b3b670c8861e | | CoOp | 71.51 | Not recorded | 69fc1cac5497b3b670c8861e | | Zero-Shot | 67.68 | Not recorded | 68fa75841e209131cea6855b | ### Adam-SPD Accuracy (ID): 84.21. Result ID: 6993cd143a6c31484918a211. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Fine-Tuning","Regularization":"Selective Projection Decay"}. This record does not assert independent reproduction. ### FTP Accuracy (ID): 84.19. Result ID: 6993cd143a6c31484918a20f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Fine-Tuning","Regularization":"FTP"}. This record does not assert independent reproduction. ### SAM Accuracy (ID): 83.67. Result ID: 6993cd143a6c31484918a210. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Fine-Tuning","Optimizer":"SAM"}. This record does not assert independent reproduction. ### Vanilla FT Accuracy (ID): 83.66. Result ID: 6993cd143a6c31484918a20b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Fine-Tuning"}. This record does not assert independent reproduction. ### L2-SP Accuracy (ID): 83.44. Result ID: 6993cd143a6c31484918a20e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Fine-Tuning","Regularization":"L2-SP"}. This record does not assert independent reproduction. ### LP-FT Accuracy (ID): 82.99. Result ID: 6993cd143a6c31484918a20d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Linear Probing then Fine-Tuning"}. This record does not assert independent reproduction. ### WiSE-SPD Accuracy (ID): 81.7. Result ID: 6993cd143a6c31484918a213. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Weight Interpolation","Regularization":"Selective Projection Decay"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy (ID): 80.94. Result ID: 6993cd143a6c31484918a212. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Weight Interpolation"}. This record does not assert independent reproduction. ### Linear Prob. Accuracy (ID): 78.25. Result ID: 6993cd143a6c31484918a20c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Linear Probing"}. This record does not assert independent reproduction. ### SpecPL Accuracy (ID): 72.12. Result ID: 69fc4e0947f34ce924df0389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"CoOp"}. This record does not assert independent reproduction. ### SpecPL Accuracy (ID): 72.07. Result ID: 69fc4e0947f34ce924df038b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"baseline":"MMRL"}. This record does not assert independent reproduction. ### MMRL Accuracy (ID): 72.03. Result ID: 69fc4e0947f34ce924df038a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (ID): 71.51. Result ID: 69fc4e0947f34ce924df0388. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Zero-Shot Accuracy (ID): 67.68. Result ID: 6993cd143a6c31484918a20a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-Base","Protocol":"Zero-Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.