Image Classification on ImageNet (Top-1 Quantization/Drop Analysis)
77.5Top-1 Accuracy (Full)BP-NAS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BP-NASW-bit=4MP, A-bit=4MP, W-C=11.10×2025.08 | 77.5 | 76.7 | -0.8 | |
| LIMPQW-bit=3MP, A-bit=4MP, W-C=12.20×, Searching Data=0.6M, Note=First layer activation is not quantized.2025.08 | 77.5 | 76.9 | -0.6 | |
| InfoQW-bit=3MP, A-bit=4MP, W-C=12.20×, Searching Data=60002025.08 | 77.37 | 77.03 | -0.34 | |
| HAWQW-bit=MP, A-bit=MP, W-C=12.20×2025.08 | 77.3 | 75.5 | -1.8 | |
| HAWQv2W-bit=MP, A-bit=MP, W-C=12.20×, Searching Data=2562025.08 | 77.3 | 75.8 | -1.5 | |
| DiffQW-bit=3MP, A-bit=32, W-C=11.10×2025.08 | 77.1 | 76.3 | -0.8 | |
| PACTW-bit=3, A-bit=3, W-C=10.67×2025.08 | 76.9 | 75.3 | -1.6 | |
| MPQCOW-bit=MP, A-bit=4MP, W-C=12.20×, Searching Data=10242025.08 | 76.1 | 75.3 | -0.8 | |
| LQ-NetsW-bit=3, A-bit=3, W-C=10.67×2025.08 | 76 | 74.2 | -1.8 | |
| HAQW-bit=3MP, A-bit=8, W-C=10.57×2025.08 | 75.3 | 76.2 | -0.9 |