# Image Classification on ImageNet Robustness Suite (IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard) (val) Source: [Image Classification on ImageNet Robustness Suite (IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard) (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:08.859Z Evaluation of Image Classification performance across specific robustness subsets of ImageNet, including IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, and Hard variants, measured on the validation 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 Suite IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard (val) | | Metric | FGSM Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [FGSM Accuracy](): Higher is better; unit: PERCENT. - [Robustness A Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-C Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-C-bar Accuracy](): Higher is better; unit: PERCENT. - [Cartoon Accuracy](): Higher is better; unit: PERCENT. - [Robustness D Accuracy](): Higher is better; unit: PERCENT. - [Drawing Accuracy](): Higher is better; unit: PERCENT. - [Sketch Accuracy](): Higher is better; unit: PERCENT. - [Hard Corruption Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | FGSM Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Dropout | 62.45 | Not recorded | 68fa765f1e209131cea6cb82 | | SAM | 61.85 | Not recorded | 68fa765f1e209131cea6cb82 | | SAM | 59.92 | Not recorded | 68fa765f1e209131cea6cb82 | | DAMP | 59.87 | Not recorded | 68fa765f1e209131cea6cb82 | | ASAM | 59.38 | Not recorded | 68fa765f1e209131cea6cb82 | | ASAM | 58.87 | Not recorded | 68fa765f1e209131cea6cb82 | | Dropout | 56.43 | Not recorded | 68fa765f1e209131cea6cb82 | | DAMP | 55.2 | Not recorded | 68fa765f1e209131cea6cb82 | ### Dropout FGSM Accuracy: 62.45. Result ID: 69941c8e3a6c3148491b22bd. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-S16","#Epochs":500,"Runtime":"111h"}. This record does not assert independent reproduction. ### SAM FGSM Accuracy: 61.85. Result ID: 69941c8e3a6c3148491b22c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ViT-B16","#Epochs":150,"Runtime":"135h"}. This record does not assert independent reproduction. ### SAM FGSM Accuracy: 59.92. Result ID: 69941c8e3a6c3148491b22bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ViT-S16","#Epochs":300,"Runtime":"123h"}. This record does not assert independent reproduction. ### DAMP FGSM Accuracy: 59.87. Result ID: 69941c8e3a6c3148491b22be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-S16","#Epochs":500,"Runtime":"111h"}. This record does not assert independent reproduction. ### ASAM FGSM Accuracy: 59.38. Result ID: 69941c8e3a6c3148491b22c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-S16","#Epochs":300,"Runtime":"123h"}. This record does not assert independent reproduction. ### ASAM FGSM Accuracy: 58.87. Result ID: 69941c8e3a6c3148491b22c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B16","#Epochs":150,"Runtime":"136h"}. This record does not assert independent reproduction. ### Dropout FGSM Accuracy: 56.43. Result ID: 69941c8e3a6c3148491b22c1. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B16","#Epochs":275,"Runtime":"123h"}. This record does not assert independent reproduction. ### DAMP FGSM Accuracy: 55.2. Result ID: 69941c8e3a6c3148491b22c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B16","#Epochs":275,"Runtime":"124h"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.