Image Classification on ImageNet (val) (Top-1 Acc, BitOPs, Retrain Cost)
71.7Top-1 AccuracySDQ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDQBit-width (W/A)=4MP/3, Knowledge Distillation=true2024.01 | 71.7 | 33.4 | 90 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=4MP/4MP, Knowledge Distillation=true2024.01 | 71.6 | 31.6 | 0 | |
| NIPQBit-width (W/A)=4MP/4MP, Knowledge Distillation=true2024.01 | 71.2 | 34.2 | 40 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=3MP/3MP, Knowledge Distillation=true2024.01 | 70.9 | 23.9 | 0 | |
| SEAMBit-width (W/A)=3MP/3MP, Knowledge Distillation=true2024.01 | 70.7 | 23 | 90 | |
| BaselineBit-width (W/A)=32/32, Knowledge Distillation=true2024.01 | 70.5 | — | — | |
| SDQBit-width (W/A)=3MP/3, Knowledge Distillation=true2024.01 | 70.2 | 25.1 | 90 | |
| EQNetBit-width (W/A)=3MP/3MP, Knowledge Distillation=true2024.01 | 69.8 | — | 0 | |
| GMPQBit-width (W/A)=3MP/3MP, Knowledge Distillation=true2024.01 | 69.5 | 22.8 | 90 |