Pruning on MNIST
342Compression Ratio (CR)DRR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DRRArchitecture=LeNet-5-Caffe2025.05 | 342 | 0.16 | |
| CPAArchitecture=LeNet-5-Caffe2025.05 | 317 | -0.02 | |
| AutopruneArchitecture=LeNet-5-Caffe2025.05 | 310 | — | |
| GSMArchitecture=LeNet-5-Caffe2025.05 | 300 | 0.15 | |
| SparseVDArchitecture=LeNet-5-Caffe2025.05 | 280 | -0.05 | |
| R-L1Architecture=LeNet-5-Caffe2025.05 | 246 | 0.08 | |
| DRR-OArchitecture=LeNet-5-Caffe2025.05 | 200 | 0.16 | |
| SWSArchitecture=LeNet-5-Caffe2025.05 | 200 | 0.09 | |
| L0-ARMArchitecture=LeNet-5-Caffe2025.05 | 196 | — | |
| DNSArchitecture=LeNet-5-Caffe2025.05 | 111 | 0 | |
| L0-L2-LCArchitecture=LeNet-5-Caffe2025.05 | 100 | — | |
| SNIPArchitecture=LeNet-5-Caffe2025.05 | 100 | 0.2 | |
| L0-HCArchitecture=LeNet-5-Caffe2025.05 | 93 | — | |
| DRRArchitecture=LeNet-300-1002025.05 | 92 | 0.16 | |
| DRR-OArchitecture=LeNet-300-1002025.05 | 90 | 0.16 | |
| CPAArchitecture=LeNet-300-1002025.05 | 85 | -0.04 | |
| AutopruneArchitecture=LeNet-300-1002025.05 | 80 | — | |
| PMMPArchitecture=LeNet-5-Caffe2025.05 | 77 | 0.17 | |
| L0-ADMMArchitecture=LeNet-5-Caffe2025.05 | 71 | 0 | |
| SparseVDArchitecture=LeNet-300-1002025.05 | 68 | 0.28 | |
| R-L1Architecture=LeNet-300-1002025.05 | 68 | 0.23 | |
| GSMArchitecture=LeNet-300-1002025.05 | 60 | 0.01 | |
| DNSArchitecture=LeNet-300-1002025.05 | 56 | -0.29 | |
| L0-L2-LCArchitecture=LeNet-300-1002025.05 | 50 | — | |
| SNIPArchitecture=LeNet-300-1002025.05 | 50 | 0.7 | |
| L0-ADMMArchitecture=LeNet-300-1002025.05 | 23 | 0 | |
| SWSArchitecture=LeNet-300-1002025.05 | 23 | 0.05 | |
| L0-ARMArchitecture=LeNet-300-1002025.05 | 14 | — | |
| PMMPArchitecture=LeNet-300-1002025.05 | 11 | 0.19 | |
| L0-HCArchitecture=LeNet-300-1002025.05 | 10 | — |