# Image Classification on CIFAR10 (CA, ASR) Source: [Image Classification on CIFAR10 (CA, ASR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:15.001Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting Classification Accuracy (CA) and Attack Success Rate (ASR) or related metrics. 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) | CIFAR10 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LRAM | 93.7 | Not recorded | 6976f4fda2b28e761d87c1cd | | LRAM | 93.3 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 93.2 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 93.1 | Not recorded | 6976f4fda2b28e761d87c1cd | | LRAM | 92.4 | Not recorded | 6976f4fda2b28e761d87c1cd | | LRAM | 91.6 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 91.5 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 91.4 | Not recorded | 6976f4fda2b28e761d87c1cd | | LRAM | 85.9 | Not recorded | 6976f4fda2b28e761d87c1cd | | LRAM | 85.1 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 84.9 | Not recorded | 6976f4fda2b28e761d87c1cd | | Control Model | 84.9 | Not recorded | 6976f4fda2b28e761d87c1cd | ### LRAM Accuracy: 93.7. Result ID: 69991ec55698665ec485a92d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### LRAM Accuracy: 93.3. Result ID: 69991ec55698665ec485a933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Control Model Accuracy: 93.2. Result ID: 69991ec55698665ec485a92c. [Reporting paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Control Model Accuracy: 93.1. Result ID: 69991ec55698665ec485a932. [Reporting paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### LRAM Accuracy: 92.4. Result ID: 69991ec55698665ec485a92f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### LRAM Accuracy: 91.6. Result ID: 69991ec55698665ec485a935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### Control Model Accuracy: 91.5. Result ID: 69991ec55698665ec485a92e. [Reporting paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### Control Model Accuracy: 91.4. Result ID: 69991ec55698665ec485a934. [Reporting paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### LRAM Accuracy: 85.9. Result ID: 69991ec55698665ec485a92b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"VGG16"}. This record does not assert independent reproduction. ### LRAM Accuracy: 85.1. Result ID: 69991ec55698665ec485a931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"VGG16"}. This record does not assert independent reproduction. ### Control Model Accuracy: 84.9. Result ID: 69991ec55698665ec485a92a. [Reporting paper]() Recorded evaluation configuration: {"Rank":10,"Backbone":"VGG16"}. This record does not assert independent reproduction. ### Control Model Accuracy: 84.9. Result ID: 69991ec55698665ec485a930. [Reporting paper]() Recorded evaluation configuration: {"Rank":8,"Backbone":"VGG16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.