Image Classification on ImageNet 1k (val) (Accuracy, BitOPs, Retrain Cost)
71Top-1 AccuracyOne-Shot Weight-Coupling Learning
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| One-Shot Weight-Coupling LearningBit-width (W/A)=4MP / 4MP2024.01 | 71 | 31.6 | 0 | |
| LIMPQBit-width (W/A)=4MP / 4MP2024.01 | 70.8 | 35 | 90 | |
| SEAMBit-width (W/A)=4MP / 4MP2024.01 | 70.8 | 33.7 | 90 | |
| EWGSBit-width (W/A)=4 / 42024.01 | 70.6 | 35 | 100 | |
| DNASBit-width (W/A)=4MP / 4MP2024.01 | 70.6 | 35.1 | 120 | |
| FracBitsBit-width (W/A)=4MP / 4MP2024.01 | 70.6 | 34.7 | 150 | |
| BaselineBit-width (W/A)=32 / 322024.01 | 70.5 | — | — | |
| LSQ*Bit-width (W/A)=4 / 42024.01 | 70.5 | 35 | 90 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=3MP / 3MP2024.01 | 70.2 | 23.3 | 0 | |
| SEAMBit-width (W/A)=3MP / 3MP2024.01 | 70 | 23 | 90 | |
| MPQCOBit-width (W/A)=4MP / 4MP2024.01 | 69.8 | — | 30 | |
| EWGSBit-width (W/A)=3 / 32024.01 | 69.7 | 23 | 100 | |
| LIMPQBit-width (W/A)=3MP / 3MP2024.01 | 69.7 | 23 | 90 | |
| LSQ*Bit-width (W/A)=3 / 32024.01 | 69.4 | 23 | 90 | |
| FracBitsBit-width (W/A)=3MP / 3MP2024.01 | 69.4 | 22.9 | 150 | |
| PACTBit-width (W/A)=4 / 42024.01 | 69.2 | 35 | — | |
| DNASBit-width (W/A)=3MP / 3MP2024.01 | 68.7 | 24.3 | 120 | |
| GMPQ*Bit-width (W/A)=3MP / 3MP2024.01 | 68.6 | 22.8 | 40 | |
| EdMIPSBit-width (W/A)=3MP / 3MP2024.01 | 68.2 | — | 40 | |
| PACTBit-width (W/A)=3 / 32024.01 | 68.1 | 23 | — | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=2MP / 3MP2024.01 | 67.7 | 17.3 | 0 |