# Image Classification on ImageNet (val) (Top-1 and Top-5 Error) Source: [Image Classification on ImageNet (val) (Top-1 and Top-5 Error)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.691Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, 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 (val) | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower 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 - [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 | | --- | --- | --- | --- | | HRNet-W96-C | 21 | Not recorded | 68fa67391e209131cea15032 | | HRNet-W40-C | 21.1 | Not recorded | 68fa67391e209131cea15032 | | ResNet-152 | 21.2 | Not recorded | 68fa67391e209131cea15032 | | HRNet-W76-C | 21.5 | Not recorded | 68fa67391e209131cea15032 | | ResNet-101 | 21.6 | Not recorded | 68fa67391e209131cea15032 | | HRNet-W30-C | 21.9 | Not recorded | 68fa67391e209131cea15032 | | ResNet-106 | 22.7 | Not recorded | 68fa67391e209131cea15032 | | HRNet-W44-C | 23 | Not recorded | 68fa67391e209131cea15032 | | HRNet-W18-C | 23.1 | Not recorded | 68fa67391e209131cea15032 | | ResNet-72 | 23.3 | Not recorded | 68fa67391e209131cea15032 | | ResNet-50 | 23.3 | Not recorded | 68fa67391e209131cea15032 | | ResNet-38 | 24.6 | Not recorded | 68fa67391e209131cea15032 | ### HRNet-W96-C Top-1 Error: 21. Result ID: 698d22808b517eb4331f4057. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"57.5M","GFLOPS":10.2,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### HRNet-W40-C Top-1 Error: 21.1. Result ID: 698d22808b517eb4331f4051. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"57.6M","GFLOPS":11.8,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. ### ResNet-152 Top-1 Error: 21.2. Result ID: 698d22808b517eb4331f4056. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"60.2M","GFLOPS":10.7,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### HRNet-W76-C Top-1 Error: 21.5. Result ID: 698d22808b517eb4331f4055. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"40.8M","GFLOPS":7.3,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### ResNet-101 Top-1 Error: 21.6. Result ID: 698d22808b517eb4331f4054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"44.6M","GFLOPS":7.3,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### HRNet-W30-C Top-1 Error: 21.9. Result ID: 698d22808b517eb4331f404f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"37.7M","GFLOPS":7.55,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. ### ResNet-106 Top-1 Error: 22.7. Result ID: 698d22808b517eb4331f4050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"64.9M","GFLOPS":11.1,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. ### HRNet-W44-C Top-1 Error: 23. Result ID: 698d22808b517eb4331f4053. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"21.9M","GFLOPS":3.9,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### HRNet-W18-C Top-1 Error: 23.1. Result ID: 698d22808b517eb4331f404d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params.":"21.3M","GFLOPS":3.99,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. ### ResNet-72 Top-1 Error: 23.3. Result ID: 698d22808b517eb4331f404e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"48.4M","GFLOPS":7.46,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. ### ResNet-50 Top-1 Error: 23.3. Result ID: 698d22808b517eb4331f4052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"25.6M","GFLOPS":3.82,"Residual branch type":"bottleneck"}. This record does not assert independent reproduction. ### ResNet-38 Top-1 Error: 24.6. Result ID: 698d22808b517eb4331f404c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params.":"28.3M","GFLOPS":3.8,"Residual branch type":"two 3 x 3 convolutions"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.