This is a list of awesome articles about object detection from video.
This is a list of awesome articles about object detection from video.
[Arxiv] [Summary] [Code] [Demo]
Paper | Date | Base detector | Backbone | Tracking? | Optical flow? | Online? | mAP(%) | FPS (Titan X) |
---|---|---|---|---|---|---|---|---|
Seq-NMS | Feb 2016 | R-FCN | ResNet101 | no | no | no | 76.8 | 2.3 |
T-CNN | Apr 2016 | RCNN | DeepIDNet+CRAFT | yes | no | no | 73.8 | - |
DFF | Nov 2016 | R-FCN | ResNet101 | no | yes | yes | 73.0 | 29 |
TPN | Feb 2017 | TPN | GoogLeNet | yes | no | no | 68.4 | - |
FGFA | Mar 2017 | R-FCN | ResNet101 | no | yes | yes | 76.3 | 1.4 |
FGFA + Seq-NMS | 29 Mar 2017 | R-FCN | ResNet101 | no | yes | no | 78.4 | 1.14 |
D&T | Oct 2017 | R-FCN (15 anchors) | ResNet101 | yes | no | no | 79.8 | 7.09 |
STMN | Dec 2017 | R-FCN | ResNet101 | no | no | no | 80.5 | - |
Scale-time-lattice | 16 Apr 2018 | Faster RCNN (15 anchors) | ResNet101 | no | no | no | 79.6 | 20 |
Scale-time-lattice | Apr 2018 | Faster RCNN (15 anchors) | ResNet101 | no | no | no | 79.0 | 62 |
SSN (per-frame baseline for STSN) | Mar 2018 | R-FCN | Deformable ResNet101 | no | no | yes | 76.0 | - |
STSN | Mar 2018 | R-FCN | Deformable ResNet101 | no | no | yes | 78.9 | - |
STSN+Seq-NMS | Mar 2018 | R-FCN | Deformable ResNet101 | no | no | no | 80.4 | - |
MANet | Sep. 2018 | R-FCN | ResNet101 | no | yes | yes | 78.1 | 5 |
MANet+Seq-NMS | Sep. 2018 | R-FCN | ResNet101 | no | yes | no | 80.3 | - |
Tracklet-Conditioned Detection | Nov 2018 | R-FCN | ResNet101 | yes | no | yes | 78.1 | - |
Tracklet-Conditioned Detection+DCNv2 | Nov 2018 | R-FCN | ResNet101 | yes | no | yes | 82.0 | - |
Tracklet-Conditioned Detection+DCNv2+FGFA | Nov 2018 | R-FCN | ResNet101 | yes | no | yes | 83.5 | - |
Seq-Bbox Matching | Feb 2019 | YOLOv3 | darknet53 | no | no | no | 80.9 | 38 |
Seq-Bbox Matching | Feb 2019 | YOLOv3 | darknet53 | no | no | yes | 78.2 | 38 |