# Image Classification on ImageNet (test) (MALT/SOTA Robustness and Speed) Source: [Image Classification on ImageNet (test) (MALT/SOTA Robustness and Speed)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:51.031Z Evaluation of Image Classification performance on the test split of ImageNet, reporting standard accuracy alongside specialized robustness metrics (MALT/SOTA Robust Accuracy) and inference speed. 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 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. - [MALT Accuracy](): Higher is better; unit: PERCENT. - [SOTA Robust Accuracy](): Higher is better; unit: PERCENT. - [Robustness Difference](): Lower is better; unit: SCALAR. - [Speed-up Factor](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MALT | 79.18 | Not recorded | 68fa73e61e209131cea5ec64 | | AutoAttack | 79.18 | Not recorded | 68fa73e61e209131cea5ec64 | | MALT | 78.2 | Not recorded | 68fa73e61e209131cea5ec64 | | AutoAttack | 78.2 | Not recorded | 68fa73e61e209131cea5ec64 | | MALT | 77.02 | Not recorded | 68fa73e61e209131cea5ec64 | | AutoAttack | 77.02 | Not recorded | 68fa73e61e209131cea5ec64 | | MALT | 76.22 | Not recorded | 68fa73e61e209131cea5ec64 | | AutoAttack | 76.22 | Not recorded | 68fa73e61e209131cea5ec64 | | MALT | 76 | Not recorded | 68fa73e61e209131cea5ec64 | | AutoAttack | 76 | Not recorded | 68fa73e61e209131cea5ec64 | ### MALT Accuracy: 79.18. Result ID: 699324863a6c31484914019b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWIN-L","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### AutoAttack Accuracy: 79.18. Result ID: 699324863a6c31484914019c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SWIN-L","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### MALT Accuracy: 78.2. Result ID: 699324863a6c31484914019d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-L","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### AutoAttack Accuracy: 78.2. Result ID: 699324863a6c31484914019e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-L","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### MALT Accuracy: 77.02. Result ID: 699324863a6c31484914019f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-L+","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### AutoAttack Accuracy: 77.02. Result ID: 699324863a6c3148491401a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-L+","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### MALT Accuracy: 76.22. Result ID: 699324863a6c3148491401a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SWIN-B","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### AutoAttack Accuracy: 76.22. Result ID: 699324863a6c3148491401a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SWIN-B","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### MALT Accuracy: 76. Result ID: 699324863a6c3148491401a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-B+","Threat Model":"L-infinity"}. This record does not assert independent reproduction. ### AutoAttack Accuracy: 76. Result ID: 699324863a6c3148491401a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CONVNEXT-B+","Threat Model":"L-infinity"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.