# Image Classification on CIFAR-10.1 1.0 (test) Source: [Image Classification on CIFAR-10.1 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:14.703Z Evaluation of Image Classification performance on the test split of the CIFAR-10.1 version 1.0 dataset. 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) | CIFAR-10.1 1.0 (test) | | Metric | Accuracy | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Cascaded Randomized Smoothing | 78.5 | Not recorded | 68fa710a1e209131cea4ed24 | | Gaussian | 76.7 | Not recorded | 68fa710a1e209131cea4ed24 | | Cascaded Randomized Smoothing | 74.5 | Not recorded | 68fa710a1e209131cea4ed24 | | Carlini et al. | 73 | Not recorded | 68fa710a1e209131cea4ed24 | | Gaussian | 71 | Not recorded | 68fa710a1e209131cea4ed24 | | Diffusion Calibration | 69.2 | Not recorded | 68fa710a1e209131cea4ed24 | | Gaussian | 68.3 | Not recorded | 68fa710a1e209131cea4ed24 | | Consistency | 67.6 | Not recorded | 68fa710a1e209131cea4ed24 | | Carlini et al. | 67.6 | Not recorded | 68fa710a1e209131cea4ed24 | | Carlini et al. | 64.3 | Not recorded | 68fa710a1e209131cea4ed24 | | Diffusion Calibration | 63.7 | Not recorded | 68fa710a1e209131cea4ed24 | | Diffusion Calibration | 60.9 | Not recorded | 68fa710a1e209131cea4ed24 | | Consistency | 59.6 | Not recorded | 68fa710a1e209131cea4ed24 | | Consistency | 53.6 | Not recorded | 68fa710a1e209131cea4ed24 | ### Cascaded Randomized Smoothing Accuracy: 78.5. Result ID: 699190963a6c3148490902b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"σ":"0.25-0.50","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Gaussian Accuracy: 76.7. Result ID: 699190963a6c3148490902b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.25","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Cascaded Randomized Smoothing Accuracy: 74.5. Result ID: 699190963a6c3148490902be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"σ":"0.25-1.00","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Carlini et al. Accuracy: 73. Result ID: 699190963a6c3148490902bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"1.00","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Gaussian Accuracy: 71. Result ID: 699190963a6c3148490902b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.50","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Diffusion Calibration Accuracy: 69.2. Result ID: 699190963a6c3148490902b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"σ":"0.25","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Gaussian Accuracy: 68.3. Result ID: 699190963a6c3148490902ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"1.00","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Consistency Accuracy: 67.6. Result ID: 699190963a6c3148490902b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.25","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Carlini et al. Accuracy: 67.6. Result ID: 699190963a6c3148490902b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.25","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Carlini et al. Accuracy: 64.3. Result ID: 699190963a6c3148490902b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.50","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Diffusion Calibration Accuracy: 63.7. Result ID: 699190963a6c3148490902b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"σ":"0.50","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Diffusion Calibration Accuracy: 60.9. Result ID: 699190963a6c3148490902bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"σ":"1.00","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Consistency Accuracy: 59.6. Result ID: 699190963a6c3148490902b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"0.50","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. ### Consistency Accuracy: 53.6. Result ID: 699190963a6c3148490902bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"σ":"1.00","Backbone":"ViT-B/16@224"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.