Object Detection on MS-COCO 2014 (minival)
38.1mAPScale-Equivalent Distillation (Ours)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Scale-Equivalent Distillation (Ours)Labeled data size=35k, Unlabeled data size=80k, Backbone=ResNet-50, Detector=Faster R-CNN2022.03 | 38.1 | — | — | — | — | — | |
| OracleLabeled data size=115k, Backbone=ResNet-50, Detector=Faster R-CNN2022.03 | 37.4 | — | — | — | — | — | |
| DGMLLabeled data size=35k, Unlabeled data size=80k, Backbone=ResNet-50, Detector=Faster R-CNN2022.03 | 35.2 | — | — | — | — | — | |
| DDLabeled data size=35k, Unlabeled data size=80k, Backbone=ResNet-50, Detector=Faster R-CNN2022.03 | 33.1 | — | — | — | — | — | |
| SUPLabeled data size=35k, Backbone=ResNet-50, Detector=Faster R-CNN2022.03 | 31.3 | — | — | — | — | — | |
| Full-precisionDetector=Faster R-CNN, Bit-width (W/A)=32/322023.03 | 26 | 44.8 | 27.2 | 10 | 28.9 | 39.7 | |
| Full-precisionDetector=SSD300, Bit-width (W/A)=32/322023.03 | 23.2 | 41.2 | 23.4 | 8.6 | 23.2 | 39.6 | |
| Sparks*Detector=Faster R-CNN, Bit-width (W/A)=0.78/1, Two-step training=true2023.03 | 21.2 | 37.5 | 18.2 | 7.8 | 22.6 | 31.7 | |
| Sparks*Detector=Faster R-CNN, Bit-width (W/A)=0.56/1, Two-step training=true2023.03 | 20 | 36.8 | 17.4 | 7 | 20.2 | 30.5 | |
| Sparks*Detector=SSD300, Bit-width (W/A)=0.78/1, Two-step training=true2023.03 | 18.6 | 35.7 | 17.4 | 7.1 | 19.3 | 31 | |
| Sparks*Detector=SSD300, Bit-width (W/A)=0.56/1, Two-step training=true2023.03 | 17.6 | 33.9 | 17 | 6.6 | 18.1 | 29.4 | |
| BiDetDetector=Faster R-CNN, Bit-width (W/A)=1/12023.03 | 15.7 | 31 | 14.4 | 4.9 | 16.7 | 25.4 | |
| SparksDetector=Faster R-CNN, Bit-width (W/A)=0.78/12023.03 | 15.6 | 30.7 | 14 | 4.7 | 16.5 | 25.1 | |
| SparksDetector=Faster R-CNN, Bit-width (W/A)=0.56/12023.03 | 14.9 | 29.9 | 13.6 | 4.1 | 15.7 | 24.5 | |
| Bi-RealNetDetector=Faster R-CNN, Bit-width (W/A)=1/12023.03 | 14.4 | 29 | 13.4 | 3.7 | 15.4 | 24.1 | |
| SparksDetector=SSD300, Bit-width (W/A)=0.78/12023.03 | 13.4 | 28.6 | 10.6 | 5.3 | 14.5 | 20.8 | |
| BiDetDetector=SSD300, Bit-width (W/A)=1/12023.03 | 13.2 | 28.3 | 10.5 | 5.1 | 14.3 | 20.5 | |
| SparksDetector=SSD300, Bit-width (W/A)=0.56/12023.03 | 12.5 | 27.7 | 10 | 4.9 | 14.1 | 19.6 | |
| Bi-RealNetDetector=SSD300, Bit-width (W/A)=1/12023.03 | 11.2 | 26 | 8.3 | 3.1 | 12 | 18.3 | |
| XNOR-NetDetector=Faster R-CNN, Bit-width (W/A)=1/12023.03 | 10.4 | 21.6 | 8.8 | 2.7 | 11.8 | 15.9 | |
| XNOR-NetDetector=SSD300, Bit-width (W/A)=1/12023.03 | 8.1 | 19.5 | 5.6 | 2.6 | 8.3 | 13.3 | |
| BNNDetector=SSD300, Bit-width (W/A)=1/12023.03 | 6.2 | 15.9 | 3.8 | 2.4 | 10 | 9.9 | |
| BNNDetector=Faster R-CNN, Bit-width (W/A)=1/12023.03 | 5.6 | 14.3 | 2.6 | 2 | 8.5 | 9.3 |