Object Detection on HazyDet (test)
59.8APFRFDet-X
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FRFDet-XMode=Trained from scratch for 300 epochs, Params (M)=39.0, FLOPs (G)=106.32026.07 | 59.8 | 79 | |
| FRFDet-LMode=Trained from scratch for 300 epochs, Params (M)=22.7, FLOPs (G)=57.22026.07 | 58.6 | 77.9 | |
| FRFDet-MMode=Trained from scratch for 300 epochs, Params (M)=17.4, FLOPs (G)=47.72026.07 | 58.3 | 77.8 | |
| FRFDet-SMode=Trained from scratch for 300 epochs, Params (M)=9.3, FLOPs (G)=15.72026.07 | 54.9 | 74.4 | |
| FRFDet-PMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=33.9, FLOPs (G)=228.2, Backbone=ResNet-502026.07 | 54.4 | 75.1 | |
| Deformable DETRMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=40.0, FLOPs (G)=192.5, Backbone=ResNet-502026.07 | 51.9 | 71.5 | |
| DeCoDetMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=34.6, FLOPs (G)=225.4, Backbone=ResNet-502026.07 | 51.5 | 71.1 | |
| TOODMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.0, FLOPs (G)=192.5, Backbone=ResNet-502026.07 | 51.4 | 69.8 | |
| DDODMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.2, FLOPs (G)=173.1, Backbone=ResNet-502026.07 | 50.7 | 68.6 | |
| Grid R-CNNMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=64.5, FLOPs (G)=317.4, Backbone=ResNet-502026.07 | 50.5 | 68.6 | |
| ATSSMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.1, FLOPs (G)=195.6, Backbone=ResNet-502026.07 | 50.4 | 68.4 | |
| FRFDet-TMode=Trained from scratch for 300 epochs, Params (M)=2.6, FLOPs (G)=4.62026.07 | 50.4 | 69.9 | |
| Dynamic R-CNNMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=41.4, FLOPs (G)=201.7, Backbone=ResNet-502026.07 | 47.6 | 63.5 | |
| YOLOv9-TMode=Trained from scratch for 300 epochs, Params (M)=2.0, FLOPs (G)=3.82026.07 | 47.6 | 67.7 | |
| YOLOv8-NMode=Trained from scratch for 300 epochs, Params (M)=3.0, FLOPs (G)=4.02026.07 | 47.5 | 67.8 | |
| YOLOv10-NMode=Trained from scratch for 300 epochs, Params (M)=2.3, FLOPs (G)=3.32026.07 | 47.5 | 67.6 | |
| YOLOv11-NMode=Trained from scratch for 300 epochs, Params (M)=2.6, FLOPs (G)=3.22026.07 | 47.5 | 67.7 | |
| YOLOv12-NMode=Trained from scratch for 300 epochs, Params (M)=2.6, FLOPs (G)=3.22026.07 | 47.5 | 68 | |
| CenterNetMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.1, FLOPs (G)=191.5, Backbone=ResNet-502026.07 | 47.2 | 67 | |
| FCOSMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.1, FLOPs (G)=191.5, Backbone=ResNet-502026.07 | 45.9 | 67.1 | |
| ReppointsMode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=36.8, FLOPs (G)=184.3, Backbone=ResNet-502026.07 | 43.8 | 65.7 | |
| GFL V1Mode=Pretrained on ImageNet-1K + fine-tuned with the 1x schedule (12 epochs), Params (M)=32.3, FLOPs (G)=198.7, Backbone=ResNet-502026.07 | 36.8 | 52.2 |