Image Classification on ImageNet (val) (F-Acc, Q-Acc, Delta)
77.72F-AccHAWQ-V3
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HAWQ-V3Type=QAT, Per-Channel=true, Power-of-Two=false, Backbone=ResNet502021.09 | 77.72 | 77.58 | 0.14 | |
| ZeroQType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 77.72 | 77.67 | 0.05 | |
| LSQType=QAT, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 76.9 | 76.8 | 0.1 | |
| TQTType=QAT, Per-Channel=false, Power-of-Two=true, Backbone=ResNet502021.09 | 76.9 | 76.5 | 0.4 | |
| QTType=QAT, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 76.4 | 74.9 | 1.5 | |
| Wu et alType=PTQ, Per-Channel=true, Power-of-Two=false, Backbone=ResNet502021.09 | 76.16 | 76.05 | 0.11 | |
| Wu et alType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 76.16 | 75.87 | 0.2 | |
| OCSType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 76.1 | 75.9 | 0.2 | |
| Nagel et alType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 76.07 | 75.87 | 0.2 | |
| Nagel et alType=PTQ, Per-Channel=true, Power-of-Two=false, Backbone=ResNet502021.09 | 76.07 | 75.88 | 0.19 | |
| RVQuantType=QAT, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 75.92 | 75.67 | 0.25 | |
| FAQType=QAT, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 75.4 | 75.4 | 0 | |
| He et alType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 75.3 | 75.03 | 0.27 | |
| SSBDType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 75.2 | 74.95 | 0.25 | |
| KrishnamoorthiType=PTQ, Per-Channel=false, Power-of-Two=false, Backbone=ResNet502021.09 | 75.2 | 75 | 0.2 | |
| KrishnamoorthiType=PTQ, Per-Channel=true, Power-of-Two=false, Backbone=ResNet502021.09 | 75.2 | 75.1 | 0.1 | |
| HPTQType=PTQ, Per-Channel=true, Power-of-Two=true, Backbone=ResNet502021.09 | 75.106 | 75.018 | 0.088 | |
| Wu et alType=PTQ, PC (Per-Channel)=true, PoT (Power-of-Two)=false, Backbone=MobileNetV12021.09 | 71.88 | 70.39 | 149 | |
| TQTType=QAT, PC (Per-Channel)=false, PoT (Power-of-Two)=true, Backbone=MobileNetV12021.09 | 71.1 | 71.1 | 0 | |
| QTType=QAT, PC (Per-Channel)=false, PoT (Power-of-Two)=false, Backbone=MobileNetV12021.09 | 70.9 | 70 | 90 | |
| SSBDType=PTQ, PC (Per-Channel)=false, PoT (Power-of-Two)=false, Backbone=MobileNetV12021.09 | 70.9 | 69.95 | 95 | |
| KrishnamoorthiType=PTQ, PC (Per-Channel)=true, PoT (Power-of-Two)=false, Backbone=MobileNetV12021.09 | 70.9 | 70.3 | 60 | |
| HPTQType=PTQ, PC (Per-Channel)=true, PoT (Power-of-Two)=true, Backbone=MobileNetV12021.09 | 70.55 | 70.41 | 14 | |
| Lee et alType=PTQ, PC (Per-Channel)=false, PoT (Power-of-Two)=false, Backbone=MobileNetV12021.09 | 69.5 | 68.84 | 66 |