Detection¶
- Object Detection
- OverFeat (ILSVRC 2013)
- R-CNN (CVPR 2014)
- SPP-net / SPPNet (TPAMI 2015)
- Fast R-CNN (ICCV 2015)
- Faster R-CNN (NIPS 2015)
- DenseBox (2015)
- R-FCN (NIPS 2016)
- MTCNN (2016)
- UnitBox (ACM MM 2016)
- SSD (ECCV 2016)
- YOLO (2015~)
- FPN (CVPR 2017)
- Soft-NMS (ICCV 2017)
- RefineNet (CVPR 2017)
- RetinaNet (ICCV 2017)
- FSAF(CVPR 2019)
- FCOS (ICCV 2019)
- EfficientDet (CVPR 2020)
- Keypoints based detector
- Segmentation
- Tracking Based on detection sequence
- Single Object Tracking Based on reference frame
- Measurement of Object Detection
- Face Recognition
History¶
AP-fps¶
Method | Backbone | AP | AP(MM) | FPS | GPU |
---|---|---|---|---|---|
Faster R-CNN | 34.9 | ||||
Mask R-CNN | 39.8 | 11 | |||
Soft-NMS | 40.9 | ||||
RetinaNet-50-500 | 32.5 | 23 | |||
RetinaNet-101-800 | 37.8 | 5.1 | |||
YOLOv3-608 | 33.0 | 20 | |||
RetinaNet-variant | 40.8 | 5.4 | |||
CornerNet | hourglass-104 | 40.6 | 42.2 | 4.1 | Titan X |
CornerNet | hourglass-104 | 40.6 | 42.2 | 3.3 | P100 - CenterNet (ICCV 2019) |
FSAF | ResNet-50 | 35.9 | 9.3 | Titan X - FSAF speed on COCO minival | |
FSAF (Anchor-based) | ResNet-50 | 37.2 | 7.2 | Titan X - FSAF | |
FSAF | ResNet-101 | 37.9 | 6.8 | Titan X - FSAF | |
FSAF (Anchor-based) | ResNet-101 | 40.9 | 42.8 | 5.5 | Titan X - FSAF |
FSAF | ResNeXt-101 | 41.0 | 3.5 | Titan X - FSAF | |
FSAF (Anchor-based) | ResNeXt-101 | 42.9 | 44.6 | 3.8 | Titan X - FSAF |
FSAF (Anchor-based) | ResneXt-101 | 42.9 | 44.6 | 2.7 | TITAN Xp - CenterNet |
CenterNet(ICCV 2019) | hourglass-52 | 41.6 | 43.5 | 3.7 | P100 |
CenterNet(ICCV 2019) | hourglass-104 | 44.9 | 47.0 | 2.9 | P100 |
ExtremeNet | hourglass-104 | 40.2 | 43.7 | 3.1 | |
CenterNet | hourglass-104 | 40.3 | 14 | TITAN Xp - CenterNet | |
CenterNet | DLA-34 | 37.4 | 52 | TITAN Xp - CenterNet | |
CenterNet | DLA-34 | 37.4 | 55.0 | GTX 1080Ti - TTFNet | |
CenterNet | ResNet-101 | 34.6 | 45 | TITAN Xp - CenterNet | |
CenterNet | ResNet-101 | 34.6 | 44.7 | GTX 1080Ti - TTFNet | |
CenterNet | ResNet-18 | 28.1 | 142 | TITAN Xp - CenterNet | |
CenterNet | ResNet-18 | 28.1 | 128.5 | GTX 1080Ti - TTFNet | |
TTFNet | ResNet-18 | 25.9 | 112.2 | GTX 1080Ti - TTFNet | |
TTFNet | Darknet-53 | 35.1 | 54.4 | GTX 1080Ti - TTFNet | |
TTFNet(10x) | Darknet-53 | 39.3 | 57.0 | GTX 1080Ti - TTFNet |
MS: multi. scale