# Image Classification on ImageNet 1000 (val) Source: [Image Classification on ImageNet 1000 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.781Z Evaluation of Image Classification performance on the validation split of the ImageNet 1000-class dataset, typically measured by 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 1000 (val) | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 26 of 26 | | 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 | | --- | --- | --- | --- | | AOGNet40M-AN | 18.13 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet40M-BN | 18.7 | Not recorded | 68fa69921e209131cea22c10 | | ResNet101-AN | 18.85 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet40M-AN | 19.33 | Not recorded | 68fa69921e209131cea22c10 | | ResNet101-BN | 19.71 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet40M-BN | 19.84 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-AN | 19.92 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet12M-AN | 20.57 | Not recorded | 68fa69921e209131cea22c10 | | ResNet101-AN | 20.61 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-BN | 21.08 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet12M-AN | 21.28 | Not recorded | 68fa69921e209131cea22c10 | | ResNet101-BN | 21.33 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-AN | 21.59 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet12M-BN | 21.63 | Not recorded | 68fa69921e209131cea22c10 | | AOGNet12M-BN | 22.22 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-SE | 22.35 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-SE | 22.37 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-SN | 22.43 | Not recorded | 68fa69921e209131cea22c10 | | DenseNet121-AN | 22.62 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-BN | 23.01 | Not recorded | 68fa69921e209131cea22c10 | | ResNet50-GN | 23.52 | Not recorded | 68fa69921e209131cea22c10 | | ResNet34+AN | 24.43 | Not recorded | 68fa69921e209131cea22c10 | | DenseNet121-BN | 25.35 | Not recorded | 68fa69921e209131cea22c10 | | ResNet34+BN | 25.58 | Not recorded | 68fa69921e209131cea22c10 | | MobileNet V2-AN | 26.67 | Not recorded | 68fa69921e209131cea22c10 | | MobileNet V2-BN | 28.69 | Not recorded | 68fa69921e209131cea22c10 | ### AOGNet40M-AN Top-1 Error: 18.13. Result ID: 698db9e28b517eb433235852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"40.39M","FLOPS":"7.51G"}. This record does not assert independent reproduction. ### AOGNet40M-BN Top-1 Error: 18.7. Result ID: 698db9e28b517eb433235851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"40.15M","FLOPS":"7.51G"}. This record does not assert independent reproduction. ### ResNet101-AN Top-1 Error: 18.85. Result ID: 698db9e28b517eb43323584e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"45.00M","FLOPS":"8.12G"}. This record does not assert independent reproduction. ### AOGNet40M-AN Top-1 Error: 19.33. Result ID: 698db9e28b517eb43323584a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"40.39M","FLOPS":"7.51G"}. This record does not assert independent reproduction. ### ResNet101-BN Top-1 Error: 19.71. Result ID: 698db9e28b517eb43323584d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"44.57M","FLOPS":"8.12G"}. This record does not assert independent reproduction. ### AOGNet40M-BN Top-1 Error: 19.84. Result ID: 698db9e28b517eb433235849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"40.15M","FLOPS":"7.51G"}. This record does not assert independent reproduction. ### ResNet50-AN Top-1 Error: 19.92. Result ID: 698db9e28b517eb43323584c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"25.76M","FLOPS":"4.09G"}. This record does not assert independent reproduction. ### AOGNet12M-AN Top-1 Error: 20.57. Result ID: 698db9e28b517eb433235850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"12.37M","FLOPS":"2.19G"}. This record does not assert independent reproduction. ### ResNet101-AN Top-1 Error: 20.61. Result ID: 698db9e28b517eb433235842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"45.00M","FLOPS":"8.12G"}. This record does not assert independent reproduction. ### ResNet50-BN Top-1 Error: 21.08. Result ID: 698db9e28b517eb43323584b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"25.56M","FLOPS":"4.09G"}. This record does not assert independent reproduction. ### AOGNet12M-AN Top-1 Error: 21.28. Result ID: 698db9e28b517eb433235848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"12.37M","FLOPS":"2.19G"}. This record does not assert independent reproduction. ### ResNet101-BN Top-1 Error: 21.33. Result ID: 698db9e28b517eb433235841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"44.57M","FLOPS":"8.12G"}. This record does not assert independent reproduction. ### ResNet50-AN Top-1 Error: 21.59. Result ID: 698db9e28b517eb433235840. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"25.76M","FLOPS":"4.09G"}. This record does not assert independent reproduction. ### AOGNet12M-BN Top-1 Error: 21.63. Result ID: 698db9e28b517eb43323584f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"State-of-the-Art","#Params":"12.26M","FLOPS":"2.19G"}. This record does not assert independent reproduction. ### AOGNet12M-BN Top-1 Error: 22.22. Result ID: 698db9e28b517eb433235847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"12.26M","FLOPS":"2.19G"}. This record does not assert independent reproduction. ### ResNet50-SE Top-1 Error: 22.35. Result ID: 698db9e28b517eb43323583f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Vanilla","Status":"Trained from scratch","#Params":"28.09M","FLOPS":"4.12G"}. This record does not assert independent reproduction. ### ResNet50-SE Top-1 Error: 22.37. Result ID: 698db9e28b517eb43323583e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Vanilla","Status":"Literature (SE\*)","#Params":"28.09M","FLOPS":"4.12G"}. This record does not assert independent reproduction. ### ResNet50-SN Top-1 Error: 22.43. Result ID: 698db9e28b517eb43323583d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"25.56M"}. This record does not assert independent reproduction. ### DenseNet121-AN Top-1 Error: 22.62. Result ID: 698db9e28b517eb433235844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"8.34M","FLOPS":"2.86G"}. This record does not assert independent reproduction. ### ResNet50-BN Top-1 Error: 23.01. Result ID: 698db9e28b517eb43323583b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"25.56M","FLOPS":"4.09G"}. This record does not assert independent reproduction. ### ResNet50-GN Top-1 Error: 23.52. Result ID: 698db9e28b517eb43323583c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"25.56M","FLOPS":"4.09G"}. This record does not assert independent reproduction. ### ResNet34+AN Top-1 Error: 24.43. Result ID: 698db9e28b517eb43323583a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"21.92M","FLOPS":"3.68G"}. This record does not assert independent reproduction. ### DenseNet121-BN Top-1 Error: 25.35. Result ID: 698db9e28b517eb433235843. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"7.98M","FLOPS":"2.86G"}. This record does not assert independent reproduction. ### ResNet34+BN Top-1 Error: 25.58. Result ID: 698db9e28b517eb433235839. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"21.80M","FLOPS":"3.68G"}. This record does not assert independent reproduction. ### MobileNet V2-AN Top-1 Error: 26.67. Result ID: 698db9e28b517eb433235846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"3.56M","FLOPS":"0.34G"}. This record does not assert independent reproduction. ### MobileNet V2-BN Top-1 Error: 28.69. Result ID: 698db9e28b517eb433235845. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Vanilla","#Params":"3.50M","FLOPS":"0.34G"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.