Image Classification on CIFAR-10 ResNet-20
91.83AccuracyP50→INT8QAT→KD
Evaluation results
| Method | Links | |
|---|---|---|
| P50→INT8QAT→KDW-bit=8, Prune=Unstr., Rel. BOPs=3.1, Quantization Mode=W8/A8 INT8 QAT, Sparsity=50%2026.04 | 91.83 | |
| QST-PW-bit=MP, Prune=Unstr., Rel. BOPs=5.02026.04 | 91.8 | |
| BaselineW-bit=32, Prune=None, Rel. BOPs=100.02026.04 | 91.7 | |
| QST-QW-bit=MP, Prune=Unstr., Rel. BOPs=3.32026.04 | 91.6 | |
| GETAW-bit=MP, Prune=Str., Rel. BOPs=4.52026.04 | 91.42 | |
| SQLW-bit=MP, Prune=Unstr., Rel. BOPs=6.12026.04 | 90.9 |