# Image Classification on ImageNet (val) (Top-1/Top-5 Error) Source: [Image Classification on ImageNet (val) (Top-1/Top-5 Error)]() Collection index: [llms.txt]() Data updated: 2026-06-01T10:05:03.510Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 Error 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 | | --- | --- | --- | --- | | IAM-D | 20.73 | Not recorded | 6a1d1232dbd7150506f84122 | | IAM-S | 20.95 | Not recorded | 6a1d1232dbd7150506f84122 | | IAM-D | 21.36 | Not recorded | 6a1d1232dbd7150506f84122 | | SAM | 21.45 | Not recorded | 6a1d1232dbd7150506f84122 | | IAM-S | 21.72 | Not recorded | 6a1d1232dbd7150506f84122 | | SAM | 21.8 | Not recorded | 6a1d1232dbd7150506f84122 | | IAM-D | 22.39 | Not recorded | 6a1d1232dbd7150506f84122 | | SGD | 22.66 | Not recorded | 6a1d1232dbd7150506f84122 | | SAM | 22.69 | Not recorded | 6a1d1232dbd7150506f84122 | | SGD | 22.8 | Not recorded | 6a1d1232dbd7150506f84122 | | IAM-S | 22.84 | Not recorded | 6a1d1232dbd7150506f84122 | | SGD | 23.27 | Not recorded | 6a1d1232dbd7150506f84122 | ### IAM-D Top-1 Error: 20.73. Result ID: 6a1d5854fbc373592c171764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"400","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### IAM-S Top-1 Error: 20.95. Result ID: 6a1d5854fbc373592c171765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"400","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### IAM-D Top-1 Error: 21.36. Result ID: 6a1d5854fbc373592c171760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SAM Top-1 Error: 21.45. Result ID: 6a1d5854fbc373592c171763. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"400","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### IAM-S Top-1 Error: 21.72. Result ID: 6a1d5854fbc373592c171761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"200","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SAM Top-1 Error: 21.8. Result ID: 6a1d5854fbc373592c17175f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"200","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### IAM-D Top-1 Error: 22.39. Result ID: 6a1d5854fbc373592c17175c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"100","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SGD Top-1 Error: 22.66. Result ID: 6a1d5854fbc373592c17175e. [Reporting paper]() Recorded evaluation configuration: {"Epoch":"200","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SAM Top-1 Error: 22.69. Result ID: 6a1d5854fbc373592c17175b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch":"100","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SGD Top-1 Error: 22.8. Result ID: 6a1d5854fbc373592c171762. [Reporting paper]() Recorded evaluation configuration: {"Epoch":"400","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### IAM-S Top-1 Error: 22.84. Result ID: 6a1d5854fbc373592c17175d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch":"100","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SGD Top-1 Error: 23.27. Result ID: 6a1d5854fbc373592c17175a. [Reporting paper]() Recorded evaluation configuration: {"Epoch":"100","Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.