Object Detection on VOC 2012 (test)
84.5mAP@.50RetinaNet500+AP-Loss (ours)
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RetinaNet500+AP-Loss (ours)Backbone=ResNet-101, Multi-Scale=true2019.04 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AP-loss500+Backbone=ResNet-101, Stage=One-Stage, multi-scale=true2020.08 | 84.5 | — | 91.8 | 90.2 | 87.2 | 75 | 73.7 | 87.9 | 88.5 | 95.4 | 72 | 88.2 | 68.8 | 94.3 | 91.3 | 90.3 | 91.5 | 67 | 89.6 | 77.8 | 90.2 | 80.3 | |
| AP-loss500+Backbone=ResNet-101, Multi-scale testing=true2020.08 | 84.5 | — | 91.8 | 90.2 | 87.2 | 75 | 73.7 | 87.9 | 88.5 | 95.4 | 72 | 88.2 | 68.8 | 94.3 | 91.3 | 90.3 | 91.5 | 67 | 89.6 | 77.8 | 90.2 | 80.3 | |
| PFPNet-R512Backbone=VGG-16, Multi-Scale=true2019.04 | 83.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFPNet-R512+Backbone=VGG-16, Stage=One-Stage, multi-scale=true2020.08 | 83.7 | — | 93.1 | 89.8 | 85.5 | 75 | 71.6 | 87.7 | 89.6 | 93.7 | 69.1 | 88.2 | 66.6 | 92.4 | 90.6 | 90.7 | 90.1 | 64 | 89.9 | 75.5 | 88.7 | 81.6 | |
| PFPNet-R512+Backbone=VGG-16, Multi-scale testing=true2020.08 | 83.7 | — | 93.1 | 89.8 | 85.5 | 75 | 71.6 | 87.7 | 89.6 | 93.7 | 69.1 | 88.2 | 66.6 | 92.4 | 90.6 | 90.7 | 90.1 | 64 | 89.9 | 75.5 | 88.7 | 81.6 | |
| RefineDet512Backbone=VGG-16, Multi-Scale=true2019.04 | 83.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RefineDet512+Backbone=VGG-16, Stage=One-Stage, multi-scale=true2020.08 | 83.5 | — | 92.2 | 89.4 | 85 | 74.1 | 70.8 | 87 | 88.7 | 94 | 68.6 | 87.1 | 68.2 | 92.5 | 90.8 | 89.4 | 90.2 | 64.1 | 89.8 | 75.2 | 90.7 | 81.1 | |
| RefineDet512+Backbone=VGG-16, Multi-scale testing=true2020.08 | 83.5 | — | 92.2 | 89.4 | 85 | 74.1 | 70.8 | 87 | 88.7 | 94 | 68.6 | 87.1 | 68.2 | 92.5 | 90.8 | 89.4 | 90.2 | 64.1 | 89.8 | 75.2 | 90.7 | 81.1 | |
| RetinaNet500+AP-Loss (ours)Backbone=ResNet-101, Multi-Scale=false2019.04 | 83.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AP-loss500Backbone=ResNet-101, Stage=One-Stage, multi-scale=false2020.08 | 83.1 | — | 90.4 | 88.6 | 84.6 | 73.4 | 69.3 | 86.2 | 85.8 | 94.8 | 69.2 | 88.9 | 68.2 | 94.2 | 90.6 | 90.1 | 89.9 | 64.3 | 88.3 | 76.8 | 90.1 | 77.5 | |
| AP-loss500Backbone=ResNet-1012020.08 | 83.1 | — | 90.4 | 88.6 | 84.6 | 73.4 | 69.3 | 86.2 | 85.8 | 94.8 | 69.2 | 88.9 | 68.2 | 94.2 | 90.6 | 90.1 | 89.9 | 64.3 | 88.3 | 76.8 | 90.1 | 77.5 | |
| Revisiting-RCNNBackbone=ResNet-101+152, Stage=Two-Stage, multi-scale=false2020.08 | 81.2 | — | 89.6 | 86.7 | 83.8 | 72.8 | 68.4 | 83.7 | 85 | 94.5 | 64.1 | 86.6 | 66.1 | 94.3 | 88.5 | 88.5 | 87.2 | 63.7 | 85.6 | 71.4 | 88.1 | 76.1 | |
| Revisiting-RCNNBackbone=ResNet-101+1522020.08 | 81.2 | — | 89.6 | 86.7 | 83.8 | 72.8 | 68.4 | 83.7 | 85 | 94.5 | 64.1 | 86.6 | 66.1 | 94.3 | 88.5 | 88.5 | 87.2 | 63.7 | 85.6 | 71.4 | 88.1 | 76.1 | |
| CoupleNetBackbone=ResNet-101, Stage=Two-Stage, multi-scale=false2020.08 | 80.4 | — | 89.1 | 86.7 | 81.6 | 71 | 64.4 | 83.7 | 83.7 | 94 | 62.2 | 84.6 | 65.6 | 92.7 | 89.1 | 87.3 | 87.7 | 64.3 | 84.1 | 72.5 | 88.4 | 75.3 | |
| CoupleNetBackbone=ResNet-1012020.08 | 80.4 | — | 89.1 | 86.7 | 81.6 | 71 | 64.4 | 83.7 | 83.7 | 94 | 62.2 | 84.6 | 65.6 | 92.7 | 89.1 | 87.3 | 87.7 | 64.3 | 84.1 | 72.5 | 88.4 | 75.3 | |
| DES512Backbone=VGG-16, Multi-Scale=false2019.04 | 80.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFPNet-R512Backbone=VGG-16, Multi-Scale=false2019.04 | 80.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DES512Backbone=VGG-16, Stage=One-Stage, multi-scale=false2020.08 | 80.3 | — | 91.1 | 87.7 | 81.3 | 66.5 | 58.9 | 84.8 | 85.8 | 92.3 | 64.7 | 84.3 | 67.8 | 91.6 | 89.6 | 88.7 | 86.4 | 57.7 | 85.5 | 74.4 | 89.2 | 77.6 | |
| PFPNet-R512Backbone=VGG-16, Stage=One-Stage, multi-scale=false2020.08 | 80.3 | — | 91.6 | 85.8 | 82 | 70 | 64.4 | 84.8 | 85.8 | 91.2 | 63.6 | 85.6 | 64.1 | 90 | 88.5 | 87.8 | 87.4 | 59.1 | 87.4 | 73 | 88.2 | 76.1 | |
| DES512Backbone=VGG-162020.08 | 80.3 | — | 91.1 | 87.7 | 81.3 | 66.5 | 58.9 | 84.8 | 85.8 | 92.3 | 64.7 | 84.3 | 67.8 | 91.6 | 89.6 | 88.7 | 86.4 | 57.7 | 85.5 | 74.4 | 89.2 | 77.6 | |
| PFPNet-R512Backbone=VGG-162020.08 | 80.3 | — | 91.6 | 85.8 | 82 | 70 | 64.4 | 84.8 | 85.8 | 91.2 | 63.6 | 85.6 | 64.1 | 90 | 88.5 | 87.8 | 87.4 | 59.1 | 87.4 | 73 | 88.2 | 76.1 | |
| RefineDet512Backbone=VGG-16, Multi-Scale=false2019.04 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RefineDet512Backbone=VGG-16, Stage=One-Stage, multi-scale=false2020.08 | 80.1 | — | 90.2 | 86.8 | 81.8 | 68 | 65.6 | 84.9 | 85 | 92.2 | 62 | 84.4 | 64.9 | 90.6 | 88.3 | 87.2 | 87.8 | 58 | 86.3 | 72.5 | 88.7 | 76.6 | |
| RefineDet512Backbone=VGG-162020.08 | 80.1 | — | 90.2 | 86.8 | 81.8 | 68 | 65.6 | 84.9 | 85 | 92.2 | 62 | 84.4 | 64.9 | 90.6 | 88.3 | 87.2 | 87.8 | 58 | 86.3 | 72.5 | 88.7 | 76.6 | |
| DSSD513Backbone=ResNet-101, Multi-Scale=false2019.04 | 80 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSSD513Backbone=ResNet-101, Stage=One-Stage, multi-scale=false2020.08 | 80 | — | 92.1 | 86.6 | 80.3 | 68.7 | 58.2 | 84.3 | 85 | 94.6 | 63.3 | 85.9 | 65.6 | 93 | 88.5 | 87.8 | 86.4 | 57.4 | 85.2 | 73.4 | 87.8 | 76.8 | |
| DSSD513Backbone=ResNet-1012020.08 | 80 | — | 92.1 | 86.6 | 80.3 | 68.7 | 58.2 | 84.3 | 85 | 94.6 | 63.3 | 85.9 | 65.6 | 93 | 88.5 | 87.8 | 86.4 | 57.4 | 85.2 | 73.4 | 87.8 | 76.8 | |
| SSD513Backbone=ResNet-101, Multi-Scale=false2019.04 | 79.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSD513Backbone=ResNet-101, Stage=One-Stage, multi-scale=false2020.08 | 79.4 | — | 90.7 | 87.3 | 78.3 | 66.3 | 56.5 | 84.1 | 83.7 | 94.2 | 62.9 | 84.5 | 66.3 | 92.9 | 88.6 | 87.9 | 85.7 | 55.1 | 83.6 | 74.3 | 88.2 | 76.8 | |
| SSD513Backbone=ResNet-1012020.08 | 79.4 | — | 90.7 | 87.3 | 78.3 | 66.3 | 56.5 | 84.1 | 83.7 | 94.2 | 62.9 | 84.5 | 66.3 | 92.9 | 88.6 | 87.9 | 85.7 | 55.1 | 83.6 | 74.3 | 88.2 | 76.8 | |
| SSD512Backbone=VGG-16, Multi-Scale=false2019.04 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSD512*Backbone=VGG-16, Stage=One-Stage, multi-scale=false2020.08 | 78.5 | — | 90 | 85.3 | 77.7 | 64.3 | 58.5 | 85.1 | 84.3 | 92.6 | 61.3 | 83.4 | 65.1 | 89.9 | 88.5 | 88.2 | 85.5 | 54.4 | 82.4 | 70.7 | 87.1 | 75.6 | |
| SSD512*Backbone=VGG-162020.08 | 78.5 | — | 90 | 85.3 | 77.7 | 64.3 | 58.5 | 85.1 | 84.3 | 92.6 | 61.3 | 83.4 | 65.1 | 89.9 | 88.5 | 88.2 | 85.5 | 54.4 | 82.4 | 70.7 | 87.1 | 75.6 | |
| R-FCNBackbone=ResNet-101, Stage=Two-Stage, multi-scale=false2020.08 | 77.6 | — | 86.9 | 83.4 | 81.5 | 63.8 | 62.4 | 81.6 | 81.1 | 93.1 | 58 | 83.8 | 60.8 | 92.7 | 86 | 84.6 | 84.4 | 59 | 80.8 | 68.6 | 86.1 | 72.9 | |
| R-FCNBackbone=ResNet-1012020.08 | 77.6 | — | 86.9 | 83.4 | 81.5 | 63.8 | 62.4 | 81.6 | 81.1 | 93.1 | 58 | 83.8 | 60.8 | 92.7 | 86 | 84.6 | 84.4 | 59 | 80.8 | 68.6 | 86.1 | 72.9 | |
| IONBackbone=VGG-16, Stage=Two-Stage, multi-scale=false2020.08 | 76.4 | — | 87.5 | 84.7 | 76.8 | 63.8 | 58.3 | 82.6 | 79 | 90.9 | 57.8 | 82 | 64.7 | 88.9 | 86.5 | 84.7 | 82.3 | 51.4 | 78.2 | 69.2 | 85.2 | 73.5 | |
| IONBackbone=VGG-162020.08 | 76.4 | — | 87.5 | 84.7 | 76.8 | 63.8 | 58.3 | 82.6 | 79 | 90.9 | 57.8 | 82 | 64.7 | 88.9 | 86.5 | 84.7 | 82.3 | 51.4 | 78.2 | 69.2 | 85.2 | 73.5 | |
| DSOD300Backbone=DS/64-192-48-1, Multi-Scale=false2019.04 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSOD300Backbone=DS/64-192-48-1, Stage=One-Stage, multi-scale=false2020.08 | 76.3 | — | 89.4 | 85.3 | 72.9 | 62.7 | 49.5 | 83.6 | 80.6 | 92.1 | 60.8 | 77.9 | 65.6 | 88.9 | 85.5 | 86.8 | 84.6 | 51.1 | 77.7 | 72.3 | 86 | 72.2 | |
| DSOD300Backbone=DS/64-192-48-12020.08 | 76.3 | — | 89.4 | 85.3 | 72.9 | 62.7 | 49.5 | 83.6 | 80.6 | 92.1 | 60.8 | 77.9 | 65.6 | 88.9 | 85.5 | 86.8 | 84.6 | 51.1 | 77.7 | 72.3 | 86 | 72.2 | |
| FPNSupervision=B, Backbone=R-502023.12 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MR-CNNBackbone=VGG-16, Stage=Two-Stage, multi-scale=false2020.08 | 73.9 | — | 85.5 | 82.9 | 76.6 | 57.8 | 62.7 | 79.4 | 77.2 | 86.6 | 55 | 79.1 | 62.2 | 87 | 83.4 | 84.7 | 78.9 | 45.3 | 73.4 | 65.8 | 80.3 | 74 | |
| MR-CNNBackbone=VGG-162020.08 | 73.9 | — | 85.5 | 82.9 | 76.6 | 57.8 | 62.7 | 79.4 | 77.2 | 86.6 | 55 | 79.1 | 62.2 | 87 | 83.4 | 84.7 | 78.9 | 45.3 | 73.4 | 65.8 | 80.3 | 74 | |
| FasterBackbone=ResNet-101, Stage=Two-Stage, multi-scale=false2020.08 | 73.8 | — | 86.5 | 81.6 | 77.2 | 58 | 51 | 78.6 | 76.6 | 93.2 | 48.6 | 80.4 | 59 | 92.1 | 85.3 | 84.8 | 80.7 | 48.1 | 77.3 | 66.5 | 84.7 | 65.6 | |
| FasterBackbone=ResNet-1012020.08 | 73.8 | — | 86.5 | 81.6 | 77.2 | 58 | 51 | 78.6 | 76.6 | 93.2 | 48.6 | 80.4 | 59 | 92.1 | 85.3 | 84.8 | 80.7 | 48.1 | 77.3 | 66.5 | 84.7 | 65.6 | |
| YOLOv2Backbone=DarkNet-19, Multi-Scale=false2019.04 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| YOLOv2Backbone=DarkNet-19, Stage=One-Stage, multi-scale=false2020.08 | 73.4 | — | 86.3 | 82 | 74.8 | 59.2 | 51.8 | 79.8 | 76.5 | 90.6 | 52.1 | 78.2 | 58.5 | 89.3 | 82.5 | 83.4 | 81.3 | 49.1 | 77.2 | 62.4 | 83.8 | 68.7 | |
| YOLOv2Backbone=DarkNet-192020.08 | 73.4 | — | 86.3 | 82 | 74.8 | 59.2 | 51.8 | 79.8 | 76.5 | 90.6 | 52.1 | 78.2 | 58.5 | 89.3 | 82.5 | 83.4 | 81.3 | 49.1 | 77.2 | 62.4 | 83.8 | 68.7 | |
| SAPNetSupervision=P, Backbone=R-1012023.12 | 68.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAPNetSupervision=P, Backbone=R-502023.12 | 64.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoS-WSODBackbone=ResNet50, Stages=stage 1+2+3, Annotation Level=Pure WSOD, TTA=true2021.06 | 61.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoS-WSODBackbone=VGG16, Stages=stage 1+2+3, Annotation Level=Pure WSOD, TTA=true2021.06 | 57.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CASDSupervision=I, Backbone=R-502023.12 | 56.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OD-WSCLSupervision=I, Backbone=VGG-162023.12 | 56.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LBBABackbone=VGG16, Annotation Level=WSOD with transfer (COCO-60), TTA=true2021.06 | 55.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CASDBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CASDSupervision=I, Backbone=VGG-162023.12 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoS-WSODBackbone=VGG16, Stages=stage 1, Annotation Level=Pure WSOD, TTA=true2021.06 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MISTBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C-MIDN + FRBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 50.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IM-CFBBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 49.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Pred NetBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P2BNet-FRSupervision=P, Backbone=R-502023.12 | 48.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| W2FBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 47.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WSOD2Backbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 47.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFO2Supervision=P, Backbone=VGG-162023.12 | 41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCLBackbone=VGG16, Annotation Level=Pure WSOD, TTA=true2021.06 | 40.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFO2+Supervision=P, Backbone=R-502023.12 | 38.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFQQuantization=W8A8, Backbone=MobileNetV22021.03 | — | 69.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFQQuantization=W4A8, Backbone=MobileNetV22021.03 | — | 64.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFQQuantization=W4A4, Backbone=MobileNetV22021.03 | — | 13.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFQQuantization=W2A2, Backbone=MobileNetV22021.03 | — | 2.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTQuantization=W8A8, Backbone=MobileNetV22021.03 | — | 70.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTQuantization=W4A8, Backbone=MobileNetV22021.03 | — | 68.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTQuantization=W4A4, Backbone=MobileNetV22021.03 | — | 64.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTQuantization=W2A2, Backbone=MobileNetV22021.03 | — | 57.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAMMSetting=Zero-shot2023.06 | — | 7.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAMMSetting=Fine-tuned2023.06 | — | 13.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LLaVASetting=Zero-shot2023.06 | — | 1.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MiniGPT4Setting=Zero-shot2023.06 | — | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mPLUG-owlSetting=Zero-shot2023.06 | — | 0.158 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RQQuantization=W8A8, Backbone=MobileNetV22021.03 | — | 68.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RQQuantization=W4A8, Backbone=MobileNetV22021.03 | — | 66.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RQQuantization=W4A4, Backbone=MobileNetV22021.03 | — | 5.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RQQuantization=W2A2, Backbone=MobileNetV22021.03 | — | 1.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZAQQuantization=W8A8, Backbone=MobileNetV22021.03 | — | 70.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZAQQuantization=W4A8, Backbone=MobileNetV22021.03 | — | 68.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZAQQuantization=W4A4, Backbone=MobileNetV22021.03 | — | 64.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZAQQuantization=W2A2, Backbone=MobileNetV22021.03 | — | 56.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZeroQQuantization=W8A8, Backbone=MobileNetV22021.03 | — | 69.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZeroQQuantization=W4A8, Backbone=MobileNetV22021.03 | — | 67.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZeroQQuantization=W4A4, Backbone=MobileNetV22021.03 | — | 62.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZeroQQuantization=W2A2, Backbone=MobileNetV22021.03 | — | 53.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |