# Image Classification on ImageNet-C Set 2 Source: [Image Classification on ImageNet-C Set 2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:52.145Z Evaluation of Image Classification robustness on the ImageNet-C dataset, reporting performance metrics across five distinct corruption severity levels (Severity 1 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) | ImageNet-C Set 2 | | Metric | Acc (Sev 1) | | 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 - [Acc (Sev 1)](): Higher is better; unit: PERCENT. - [Acc (Sev 2)](): Higher is better; unit: PERCENT. - [Acc (Sev 3)](): Higher is better; unit: PERCENT. - [Acc (Sev 4)](): Higher is better; unit: PERCENT. - [Acc (Sev 5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Sev 1) | Result date | Report paper | | --- | --- | --- | --- | | Proposed | 77.1 | Not recorded | 68fa73731e209131cea5c97b | | Proposed | 76.59 | Not recorded | 68fa73731e209131cea5c97b | | Anchoring | 76.36 | Not recorded | 68fa73731e209131cea5c97b | | Anchoring | 76.07 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 75.39 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 75.12 | Not recorded | 68fa73731e209131cea5c97b | | Proposed | 73.65 | Not recorded | 68fa73731e209131cea5c97b | | Proposed | 73.51 | Not recorded | 68fa73731e209131cea5c97b | | Anchoring | 73.21 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 72.75 | Not recorded | 68fa73731e209131cea5c97b | | Anchoring | 72.68 | Not recorded | 68fa73731e209131cea5c97b | | Standard | 71.37 | Not recorded | 68fa73731e209131cea5c97b | ### Proposed Acc (Sev 1): 77.1. Result ID: 6992ed033a6c314849126772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINv2-B","Number of Parameters":"87.8M"}. This record does not assert independent reproduction. ### Proposed Acc (Sev 1): 76.59. Result ID: 6992ed033a6c31484912676c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINv2-S","Number of Parameters":"49.7M"}. This record does not assert independent reproduction. ### Anchoring Acc (Sev 1): 76.36. Result ID: 6992ed033a6c314849126771. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SWINv2-B","Number of Parameters":"87.8M"}. This record does not assert independent reproduction. ### Anchoring Acc (Sev 1): 76.07. Result ID: 6992ed033a6c31484912676b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SWINv2-S","Number of Parameters":"49.7M"}. This record does not assert independent reproduction. ### Standard Acc (Sev 1): 75.39. Result ID: 6992ed033a6c31484912676a. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINv2-S","Number of Parameters":"49.7M"}. This record does not assert independent reproduction. ### Standard Acc (Sev 1): 75.12. Result ID: 6992ed033a6c314849126770. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINv2-B","Number of Parameters":"87.8M"}. This record does not assert independent reproduction. ### Proposed Acc (Sev 1): 73.65. Result ID: 6992ed033a6c31484912676f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VITb16","Number of Parameters":"86.6M"}. This record does not assert independent reproduction. ### Proposed Acc (Sev 1): 73.51. Result ID: 6992ed033a6c314849126769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SWINv2-T","Number of Parameters":"28.4M"}. This record does not assert independent reproduction. ### Anchoring Acc (Sev 1): 73.21. Result ID: 6992ed033a6c31484912676e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VITb16","Number of Parameters":"86.6M"}. This record does not assert independent reproduction. ### Standard Acc (Sev 1): 72.75. Result ID: 6992ed033a6c31484912676d. [Reporting paper]() Recorded evaluation configuration: {"Model":"VITb16","Number of Parameters":"86.6M"}. This record does not assert independent reproduction. ### Anchoring Acc (Sev 1): 72.68. Result ID: 6992ed033a6c314849126768. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SWINv2-T","Number of Parameters":"28.4M"}. This record does not assert independent reproduction. ### Standard Acc (Sev 1): 71.37. Result ID: 6992ed033a6c314849126767. [Reporting paper]() Recorded evaluation configuration: {"Model":"SWINv2-T","Number of Parameters":"28.4M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.