Image Classification on ImageNet-1K (val) (Top-1 Accuracy, BitOPs, and Retrain Cost)
75.4Top-1 AccuracyBaseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineBit-width (W/A)=32/322024.01 | 75.4 | — | — | |
| QBitOPTBit-width (W/A)=4MP/4MP2024.01 | 73.3 | — | 30 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=4MP/4MP2024.01 | 73.2 | 6.9 | 0 | |
| LSQBit-width (W/A)=4/42024.01 | 72.3 | 6.8 | 90 | |
| NIPQBit-width (W/A)=4MP/4MP2024.01 | 72.3 | — | 43 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=3MP/3MP2024.01 | 70.4 | 4.5 | 0 | |
| QBitOPTBit-width (W/A)=3MP/3MP2024.01 | 70 | — | 30 | |
| LSQBit-width (W/A)=3/32024.01 | 69.7 | 4.2 | 90 | |
| MPQDNNBit-width (W/A)=3MP/3MP2024.01 | 68.8 | — | 50 | |
| NIPQBit-width (W/A)=3MP/3MP2024.01 | 66.5 | — | 43 |