# Image Classification on ImageNet30 Source: [Image Classification on ImageNet30]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:26.725Z Evaluation of Image Classification performance on the ImageNet30 dataset, focusing on accuracy metrics categorized by severity levels (0 through 5). 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) | ImageNet30 | | 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 | 89.6 | Not recorded | 69535c9a53fdd5c36173db85 | | SharpDRO | 88.3 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 87.5 | Not recorded | 69535c9a53fdd5c36173db85 | | ERM | 86.9 | Not recorded | 69535c9a53fdd5c36173db85 | | IRM | 86.8 | Not recorded | 69535c9a53fdd5c36173db85 | | GroupDRO | 86.7 | Not recorded | 69535c9a53fdd5c36173db85 | | IRM | 86.6 | Not recorded | 69535c9a53fdd5c36173db85 | | REx | 86.3 | Not recorded | 69535c9a53fdd5c36173db85 | | GroupDRO | 85.1 | Not recorded | 69535c9a53fdd5c36173db85 | | REx | 83.8 | Not recorded | 69535c9a53fdd5c36173db85 | ### SharpDRO Accuracy (Severity 0): 89.6. Result ID: 6999344b5698665ec49d5bfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### SharpDRO Accuracy (Severity 0): 88.3. Result ID: 6999344b5698665ec49d5c03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### ERM Accuracy (Severity 0): 87.5. Result ID: 6999344b5698665ec49d5bfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### ERM Accuracy (Severity 0): 86.9. Result ID: 6999344b5698665ec49d5bff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### IRM Accuracy (Severity 0): 86.8. Result ID: 6999344b5698665ec49d5c00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (Severity 0): 86.7. Result ID: 6999344b5698665ec49d5c02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. ### IRM Accuracy (Severity 0): 86.6. Result ID: 6999344b5698665ec49d5bfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### REx Accuracy (Severity 0): 86.3. Result ID: 6999344b5698665ec49d5bfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### GroupDRO Accuracy (Severity 0): 85.1. Result ID: 6999344b5698665ec49d5bfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Gaussian"}. This record does not assert independent reproduction. ### REx Accuracy (Severity 0): 83.8. Result ID: 6999344b5698665ec49d5c01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.