# Image Classification on ImageNet1k (val) (Top-1 Accuracy and MAC Drop) Source: [Image Classification on ImageNet1k (val) (Top-1 Accuracy and MAC Drop)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:42.743Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 Accuracy and MAC drop percentage. 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) | ImageNet1k (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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. - [MAC Drop](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | PDP | 75.9 | Not recorded | 68fa71411e209131cea5027e | | NISP | 75.3 | Not recorded | 68fa71411e209131cea5027e | | SCP | 75.3 | Not recorded | 68fa71411e209131cea5027e | | DCP | 75 | Not recorded | 68fa71411e209131cea5027e | ### PDP Top-1 Acc: 75.9. Result ID: 6991c1313a6c3148490a5e85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50","Batch size":1024,"#epochs":100}. This record does not assert independent reproduction. ### NISP Top-1 Acc: 75.3. Result ID: 6991c1313a6c3148490a5e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50","Batch size":"?","#epochs":90}. This record does not assert independent reproduction. ### SCP Top-1 Acc: 75.3. Result ID: 6991c1313a6c3148490a5e84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50","Batch size":256,"#epochs":100}. This record does not assert independent reproduction. ### DCP Top-1 Acc: 75. Result ID: 6991c1313a6c3148490a5e83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50","Batch size":256,"#epochs":60}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.