Evaluation results on ILSVRC VID validation set. All entries are ordered by the mAP scores.
| Methods | mAP(%) | Runtime(ms/fps) | Venue |
|---|---|---|---|
| STMN (ResNet-101) | 80.5 | 75 ms | ECCV'18 |
| MANet + SeqNMS | 80.3 | - | ECCV'18 |
| ST-Lattice (denser) | 79.6 | 20 fps | CVPR'18 |
| ST-Lattice (sparser) | 79.0 | 62 fps | CVPR'18 |
| D & T (τ=1) | 79.8 | 5.3 fps | ICCV'17 |
| D & T (τ=10) | 78.6 | 53 fps | ICCV'17 |
| THPVOD | 78.6 | 13 fps | CVPR'18 |
| MANet | 78.1 | 202 ms | ECCV'18 |
| FGFA | 76.5 | 733 ms | ICCV'17 |
| D (& T loss) | 75.8 | - | ICCV'17 |
| D (R-FCN) | 74.2 | - | ICCV'17 |
| TCNN | 73.8 | - | TCSVR'17 |
| R-FCN | 73.6 | - | NIPS'16 |
| DFF | 72.8 | - | CVPR'17 |
| TPN-LSTM | 68.4 | 2.1 fps | CVPR'17 |
| STMN (VGG-16) | 61.7 | - | ECCV'18 |
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MANet: Shiyao Wang, Yucong Zhou, Junjie Yan, Zhidong Deng. "Fully Motion-Aware Network for Video Object Detection." ECCV 2018. [pdf] [code]
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STMN: Fanyi Xiao, Yong Jae Lee. "Video Object Detection with an Aligned Spatial-Temporal Memory." ECCV 2018. [pdf] [project] [code]
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TAFM: Mason Liu, Menglong Zhu. "Mobile Video Object Detection With Temporally-Aware Feature Maps." CVPR 2018. [pdf]
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THPVOD: Xizhou Zhu, Jifeng Dai, Lu Yuan, Yichen Wei. "Towards High Performance Video Object Detection." CVPR 2018. [pdf]
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ST-Lattice: Kai Chen, Jiaqi Wang, Shuo Yang, Xingcheng Zhang, Yuanjun Xiong, Chen Change Loy, Dahua Lin. "Optimizing Video Object Detection via a Scale-Time Lattice." CVPR 2018. [pdf] [project] [code]
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FGFA: Xizhou Zhu, Yujie Wang, Jifeng Dai, Lu Yuan, Yichen Wei. "Flow-Guided Feature Aggregation for Video Object Detection." ICCV 2017. [pdf] [video] [code]
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TD-Graph LSTM: Yuan Yuan, Xiaodan Liang, Xiaolong Wang, Dit-Yan Yeung, Abhinav Gupta. "Temporal Dynamic Graph LSTM for Action-Driven Video Object Detection." ICCV 2017. [pdf] [supp]
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a_LSTM: Yongyi Lu, Cewu Lu, Chi-Keung Tang. "Online Video Object Detection Using Association LSTM." ICCV 2017. [pdf]
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ULFV: Ioana Croitoru, Simion-Vlad Bogolin, Marius Leordeanu. "Unsupervised Learning From Video to Detect Foreground Objects in Single Images." ICCV 2017. [pdf]
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D & T: Christoph Feichtenhofer, Axel Pinz and Andrew Zisserman. "Detect to Track and Track to Detect." ICCV 2017. [pdf] [code]
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VPNs: Varun Jampani, Raghudeep Gadde, Peter V. Gehler. "Video Propagation Networks." CVPR 2017. [pdf] [supp]
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FCN-LSTM: Huazhe Xu, Yang Gao, Fisher Yu, Trevor Darrell. "End-To-End Learning of Driving Models From Large-Scale Video Datasets." CVPR 2017. [pdf]
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TPN-LSTM: Kang Kai, Li Hongsheng, Xiao Tong, et al. "Object Detection in Videos with Tubelet Proposal Networks." CVPR 2017. [pdf]
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Hanul Kim, Chang-Su Kim. "CDT: Cooperative Detection and Tracking for Tracing Multiple Objects in Video Sequences." [pdf]
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Koteswar Jerripothula, Jianfei Cai, Junsong Yuan. "CATS: Co-saliency Activated Tracklet Selection for Video Co-localization." [pdf]
- TCN: Kai Kang, Wanli Ouyang, Hongsheng Li, Xiaogang Wang. "Object Detection From Video Tubelets With Convolutional Neural Networks." [project] [pdf]
- SeqNMS: Wei Han, Pooya Khorrami, Tom Le Paine, et al. "Seq-NMS for Video Object Detection." ArXiv 2016. [pdf]
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UnsupVideo: Suha Kwak, Minsu Cho, Ivan Laptev, Jean Ponce, Cordelia Schmid. "Unsupervised Object Discovery and Tracking in Video Collections." [pdf]
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UnsupParse: Ozan Sener, Amir R. Zamir, Silvio Savarese, Ashutosh Saxena. "Unsupervised Semantic Parsing of Video Collections." [pdf]
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Tuan-Hung Vu, Anton Osokin, Ivan Laptev. "Tube-CNN: Modeling temporal evolution of appearance for object detection in video." [pdf]
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Shiyao Wang, Hongchao Lu, Pavel Dmitriev, Zhidong Deng. "Fast Object Detection in Compressed Video." [pdf]
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Hao Luo, Wenxuan Xie, Xinggang Wang, Wenjun Zeng. "Detect or Track: Towards Cost-Effective Video Object Detection/Tracking." [pdf]
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Vít Růžička, Franz Franchetti. "Fast and accurate object detection in high resolution 4K and 8K video using GPUs." [pdf]