# Image Classification on ImageNet (val) (Top-1 and Unpruned Top-1) Source: [Image Classification on ImageNet (val) (Top-1 and Unpruned Top-1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:54.387Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting standard Top-1 accuracy and Unpruned Top-1 accuracy. 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 | Unpruned Top-1 Acc | | Unit | PERCENT | | Direction | Higher 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 - [Unpruned Top-1 Acc](): Higher is better; unit: PERCENT. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Unpruned Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | PFEC + CLR | 76.15 | Not recorded | 68fa69e51e209131cea24a5d | | PFEC + CLR | 76.15 | Not recorded | 68fa69e51e209131cea24a5d | | PFEC + CLR | 76.15 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 76.01 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 76.01 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 76.01 | Not recorded | 68fa69e51e209131cea24a5d | | PFEC + CLR | 69.76 | Not recorded | 68fa69e51e209131cea24a5d | | PFEC + CLR | 69.76 | Not recorded | 68fa69e51e209131cea24a5d | | PFEC + CLR | 69.76 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 69.64 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 69.64 | Not recorded | 68fa69e51e209131cea24a5d | | DCP | 69.64 | Not recorded | 68fa69e51e209131cea24a5d | ### PFEC + CLR Unpruned Top-1 Acc: 76.15. Result ID: 698def95ffc3901de099a660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"33.7","FLOPs↓%":null}. This record does not assert independent reproduction. ### PFEC + CLR Unpruned Top-1 Acc: 76.15. Result ID: 698def95ffc3901de099a662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"51.5","FLOPs↓%":null}. This record does not assert independent reproduction. ### PFEC + CLR Unpruned Top-1 Acc: 76.15. Result ID: 698def95ffc3901de099a664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"66.1","FLOPs↓%":null}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 76.01. Result ID: 698def95ffc3901de099a65f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"33.3","FLOPs↓%":"35.7"}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 76.01. Result ID: 698def95ffc3901de099a661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"51.4","FLOPs↓%":"55.5"}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 76.01. Result ID: 698def95ffc3901de099a663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Param↓%":"65.9","FLOPs↓%":"71.1"}. This record does not assert independent reproduction. ### PFEC + CLR Unpruned Top-1 Acc: 69.76. Result ID: 698def95ffc3901de099a65a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"31.9","FLOPs↓%":null}. This record does not assert independent reproduction. ### PFEC + CLR Unpruned Top-1 Acc: 69.76. Result ID: 698def95ffc3901de099a65c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"50.6","FLOPs↓%":null}. This record does not assert independent reproduction. ### PFEC + CLR Unpruned Top-1 Acc: 69.76. Result ID: 698def95ffc3901de099a65e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"66.1","FLOPs↓%":null}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 69.64. Result ID: 698def95ffc3901de099a659. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"28.1","FLOPs↓%":"27.1"}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 69.64. Result ID: 698def95ffc3901de099a65b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"47.1","FLOPs↓%":"46.1"}. This record does not assert independent reproduction. ### DCP Unpruned Top-1 Acc: 69.64. Result ID: 698def95ffc3901de099a65d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Param↓%":"65.7","FLOPs↓%":"64.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.