# Image Classification on ImageNet 1K (val) (Top-1 & Top-5 Error) Source: [Image Classification on ImageNet 1K (val) (Top-1 & Top-5 Error)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:18.730Z Evaluation of Image Classification performance on the validation split of ImageNet 1K, reporting Top-1 and Top-5 error rates. 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 1K (val) | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Top-1 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | CoResNet | 20.97 | Not recorded | 68fa6a8d1e209131cea28bb2 | | CoResNet | 21.29 | Not recorded | 68fa6a8d1e209131cea28bb2 | | SE ResNet | 21.31 | Not recorded | 68fa6a8d1e209131cea28bb2 | | SE ResNet | 21.38 | Not recorded | 68fa6a8d1e209131cea28bb2 | | NL ResNet | 21.4 | Not recorded | 68fa6a8d1e209131cea28bb2 | | pre-act. ResNet | 21.41 | Not recorded | 68fa6a8d1e209131cea28bb2 | | ResNet | 21.55 | Not recorded | 68fa6a8d1e209131cea28bb2 | | NL ResNet | 21.91 | Not recorded | 68fa6a8d1e209131cea28bb2 | | ResNet | 22 | Not recorded | 68fa6a8d1e209131cea28bb2 | | pre-act. ResNet | 22.11 | Not recorded | 68fa6a8d1e209131cea28bb2 | | CoResNet | 22.73 | Not recorded | 68fa6a8d1e209131cea28bb2 | | SE ResNet | 22.74 | Not recorded | 68fa6a8d1e209131cea28bb2 | | NL ResNet | 22.91 | Not recorded | 68fa6a8d1e209131cea28bb2 | | pre-act. ResNet | 23.77 | Not recorded | 68fa6a8d1e209131cea28bb2 | | ResNet | 23.88 | Not recorded | 68fa6a8d1e209131cea28bb2 | ### CoResNet Top-1 Error: 20.97. Result ID: 699ab9525698665ec4474d28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":152,"Number of Parameters (M)":"60.19","GFLOPs":"11.62"}. This record does not assert independent reproduction. ### CoResNet Top-1 Error: 21.29. Result ID: 699ab9525698665ec4474d23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":101,"Number of Parameters (M)":"44.55","GFLOPs":"7.88"}. This record does not assert independent reproduction. ### SE ResNet Top-1 Error: 21.31. Result ID: 699ab9525698665ec4474d21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":101,"Number of Parameters (M)":"49.29","GFLOPs":"7.90"}. This record does not assert independent reproduction. ### SE ResNet Top-1 Error: 21.38. Result ID: 699ab9525698665ec4474d26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":152,"Number of Parameters (M)":"66.77","GFLOPs":"11.65"}. This record does not assert independent reproduction. ### NL ResNet Top-1 Error: 21.4. Result ID: 699ab9525698665ec4474d22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":101,"Number of Parameters (M)":"55.71","GFLOPs":"9.91"}. This record does not assert independent reproduction. ### pre-act. ResNet Top-1 Error: 21.41. Result ID: 699ab9525698665ec4474d25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":152,"Number of Parameters (M)":"60.19","GFLOPs":"11.62"}. This record does not assert independent reproduction. ### ResNet Top-1 Error: 21.55. Result ID: 699ab9525698665ec4474d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":152,"Number of Parameters (M)":"60.19","GFLOPs":"11.62"}. This record does not assert independent reproduction. ### NL ResNet Top-1 Error: 21.91. Result ID: 699ab9525698665ec4474d27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":152,"Number of Parameters (M)":"71.35","GFLOPs":"13.66"}. This record does not assert independent reproduction. ### ResNet Top-1 Error: 22. Result ID: 699ab9525698665ec4474d1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":101,"Number of Parameters (M)":"44.55","GFLOPs":"7.88"}. This record does not assert independent reproduction. ### pre-act. ResNet Top-1 Error: 22.11. Result ID: 699ab9525698665ec4474d20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":101,"Number of Parameters (M)":"44.55","GFLOPs":"7.88"}. This record does not assert independent reproduction. ### CoResNet Top-1 Error: 22.73. Result ID: 699ab9525698665ec4474d1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":50,"Number of Parameters (M)":"25.56","GFLOPs":"4.14"}. This record does not assert independent reproduction. ### SE ResNet Top-1 Error: 22.74. Result ID: 699ab9525698665ec4474d1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":50,"Number of Parameters (M)":"28.07","GFLOPs":"4.15"}. This record does not assert independent reproduction. ### NL ResNet Top-1 Error: 22.91. Result ID: 699ab9525698665ec4474d1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":50,"Number of Parameters (M)":"36.72","GFLOPs":"6.18"}. This record does not assert independent reproduction. ### pre-act. ResNet Top-1 Error: 23.77. Result ID: 699ab9525698665ec4474d1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network Depth":50,"Number of Parameters (M)":"25.56","GFLOPs":"4.14"}. This record does not assert independent reproduction. ### ResNet Top-1 Error: 23.88. Result ID: 699ab9525698665ec4474d1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network Depth":50,"Number of Parameters (M)":"25.56","GFLOPs":"4.14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.