Image Classification on ImageNet ResNet-50
10.78Model Size (MB)SigmaQuant
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SigmaQuantBits(W,A)=mix,8, config_variant=higher_compression2026.02 | 10.78 | 75.63 | |
| SigmaQuantBits(W,A)=mix,8, config_variant=higher_accuracy2026.02 | 12.02 | 76.86 | |
| UNIQBits(W,A)=4,82026.02 | 12.8 | 74.37 | |
| UNIQBits(W,A)=4+, 8+2026.02 | 12.8 | 75.1 | |
| UNIQBits(W,A)=4,322026.02 | 12.8 | 75.09 | |
| HAWQ-V3Bits(W,A)=4,42026.02 | 13.1 | 74.24 | |
| CLADOBits(W,A)=mix, 82026.02 | 13.42 | 73.1 | |
| ApprenticeBits(W,A)=2+,322026.02 | 14.1 | 74.7 | |
| ApprenticeBits(W,A)=2+, 8+2026.02 | 14.11 | 72.8 | |
| CLADOBits(W,A)=mix, 82026.02 | 17.89 | 75.42 | |
| HAWQ-V3Bits(W,A)=4/8,4/82026.02 | 18.7 | 76.73 | |
| ApprenticeBits(W,A)=4+, 8+2026.02 | 20 | 74.7 | |
| HAWQ-V3Bits(W,A)=8,82026.02 | 24.5 | 77.58 | |
| BaselineBits(W,A)=32,322026.02 | 97.8 | 77.72 |