# Image Classification on ImageNet (Top-1 Accuracy and Training Time) Source: [Image Classification on ImageNet (Top-1 Accuracy and Training Time)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:39.753Z Evaluation of Image Classification performance on the standard ImageNet dataset, measuring Top-1 Accuracy alongside training duration and initialization time. 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 | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 Acc](): Higher is better; unit: PERCENT. - [Init Time](): Lower is better; unit: TIME. - [Training Time (h)](): Lower is better; unit: TIME. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | NIO | 76.71 | Not recorded | 68fa6d9e1e209131cea3adf3 | | GradInit | 76.5 | Not recorded | 68fa6d9e1e209131cea3adf3 | | Kaiming | 76.43 | Not recorded | 68fa6d9e1e209131cea3adf3 | | FixUp | 76 | Not recorded | 68fa6d9e1e209131cea3adf3 | | MetaInit | 76 | Not recorded | 68fa6d9e1e209131cea3adf3 | ### NIO Top-1 Acc: 76.71. Result ID: 698fc5503a6c314849fbbcdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BN layers":true}. This record does not assert independent reproduction. ### GradInit Top-1 Acc: 76.5. Result ID: 698fc5503a6c314849fbbcda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BN layers":true}. This record does not assert independent reproduction. ### Kaiming Top-1 Acc: 76.43. Result ID: 698fc5503a6c314849fbbcd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BN layers":true}. This record does not assert independent reproduction. ### FixUp Top-1 Acc: 76. Result ID: 698fc5503a6c314849fbbcd8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BN layers":false}. This record does not assert independent reproduction. ### MetaInit Top-1 Acc: 76. Result ID: 698fc5503a6c314849fbbcd9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BN layers":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.