# Image Classification on CIFAR10 (Severity-Based Accuracy) Source: [Image Classification on CIFAR10 (Severity-Based Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:26.706Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting accuracy metrics categorized by severity levels (0 through 5), often used for analyzing robustness against increasing levels of noise or corruption. 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 (Severity 0) | | 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 (Severity 0)](): Higher is better; unit: PERCENT. - [Accuracy (Severity 1)](): Higher is better; unit: PERCENT. - [Accuracy (Severity 2)](): Higher is better; unit: PERCENT. - [Accuracy (Severity 3)](): Higher is better; unit: PERCENT. - [Accuracy (Severity 4)](): Higher is better; unit: PERCENT. - [Accuracy (Severity 5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Severity 0) | Result date | Report paper | | --- | --- | --- | --- | | SharpDRO | 93.1 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 92.5 | Not recorded | 69535c9a53fdd5c36173db85 | | GroupDRO | 92.2 | Not recorded | 69535c9a53fdd5c36173db85 | | IRM | 91.8 | Not recorded | 69535c9a53fdd5c36173db85 | | SharpDRO | 91.7 | Not recorded | 69535c9a53fdd5c36173db85 | | REx | 91.3 | Not recorded | 69535c9a53fdd5c36173db85 | | REx | 91.1 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 90.9 | Not recorded | 69535c9a53fdd5c36173db85 | | IRM | 90.4 | Not recorded | 69535c9a53fdd5c36173db85 | | GroupDRO | 90.2 | Not recorded | 69535c9a53fdd5c36173db85 | ### SharpDRO Accuracy (Severity 0): 93.1. Result ID: 6999344b5698665ec49d5bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### ERM Accuracy (Severity 0): 92.5. Result ID: 6999344b5698665ec49d5beb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (Severity 0): 92.2. Result ID: 6999344b5698665ec49d5bee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### IRM Accuracy (Severity 0): 91.8. Result ID: 6999344b5698665ec49d5be7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### SharpDRO Accuracy (Severity 0): 91.7. Result ID: 6999344b5698665ec49d5bef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### REx Accuracy (Severity 0): 91.3. Result ID: 6999344b5698665ec49d5be8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### REx Accuracy (Severity 0): 91.1. Result ID: 6999344b5698665ec49d5bed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### ERM Accuracy (Severity 0): 90.9. Result ID: 6999344b5698665ec49d5be6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### IRM Accuracy (Severity 0): 90.4. Result ID: 6999344b5698665ec49d5bec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (Severity 0): 90.2. Result ID: 6999344b5698665ec49d5be9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.