ML Research Wiki / Benchmarks / Network Pruning / ImageNet

ImageNet

Network Pruning Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 ResNet50-2.3 GFLOPs Pruning Filters for Efficient ConvNets 78.79 2016-08-31 📦 PaddlePaddle/PaddleOCR 📦 VainF/Torch-Pruning 📦 he-y/filter-pruning-geometric-median
2 ResNet50-1.5 GFLOPs Pruning Filters for Efficient ConvNets 78.07 2016-08-31 📦 PaddlePaddle/PaddleOCR 📦 VainF/Torch-Pruning 📦 he-y/filter-pruning-geometric-median
3 ResNet50 2.5 GFLOPS Knapsack Pruning with Inner Distillation 78.00 2020-02-19 📦 yoniaflalo/knapsack_pruning
4 RegX-1.6G Group Fisher Pruning for Practical Network Compression 77.97 2021-08-02 📦 jshilong/FisherPruning 📦 Ben-Louis/FisherPruning-Pytorch
5 ResNet50 2.0 GFLOPS Knapsack Pruning with Inner Distillation 77.70 2020-02-19 📦 yoniaflalo/knapsack_pruning
6 ResNet50-3G FLOPs EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning 77.10 2020-07-06 📦 anonymous47823493/EagleEye
7 ResNet50-2G FLOPs EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning 76.40 2020-07-06 📦 anonymous47823493/EagleEye
8 ResNet50-1G FLOPs Pruning Filters for Efficient ConvNets 76.38 2016-08-31 📦 PaddlePaddle/PaddleOCR 📦 VainF/Torch-Pruning 📦 he-y/filter-pruning-geometric-median
9 TAS-pruned ResNet-50 Network Pruning via Transformable Architecture Search 76.20 2019-05-23 📦 D-X-Y/GDAS 📦 D-X-Y/NAS-Projects 📦 D-X-Y/AutoDL-Projects 📦 xxlya/COS598D_Assignment1
10 ResNet50 Network Pruning That Matters: A Case Study on Retraining Variants 75.59 2021-05-07 📦 lehduong/NPTM

All Papers (16)