Object Detection in Video
We introduce a framework for refining object detection in video. Our approach extracts contextual information from neighboring frames, generating predictions with state of the art accuracy that are also temporally consistent. Importantly, our model benefits from context frames even when they lack ground truth annotations.
2021 |
| Qian*, Rui; Meng*, Tianjian; Gong, Boqing; Yang, Ming-Hsuan; Wang, Huisheng; Belongie, Serge; Cui, Yin Spatiotemporal Contrastive Video Representation Learning Computer Vision and Pattern Recognition (CVPR), Virtual, 2021, (*Equal Contribution). (Links | BibTeX) @conference{Qian*2021,
title = {Spatiotemporal Contrastive Video Representation Learning},
author = {Rui Qian* and Tianjian Meng* and Boqing Gong and Ming-Hsuan Yang and Huisheng Wang and Serge Belongie and Yin Cui},
url = {https://vision.cornell.edu/se3/wp-content/uploads/2021/03/CVRL.pdf},
year = {2021},
date = {2021-06-21},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
address = {Virtual},
note = {*Equal Contribution},
keywords = {}
}
|
2016 |
| Tripathi, Subarna; Lipton, Zachary; Belongie, Serge; Nguyen, Truong Context Matters: Refining Object Detection in Video with Recurrent Neural Networks British Machine Vision Conference (BMVC), York, UK, 2016. (Links | BibTeX) @conference{Tripathi2016_BMVC,
title = {Context Matters: Refining Object Detection in Video with Recurrent Neural Networks},
author = {Subarna Tripathi and Zachary C. Lipton and Serge Belongie and Truong Nguyen},
url = {http://vision.cornell.edu/se3/wp-content/uploads/2016/07/video_object_detection_BMVC.pdf},
year = {2016},
date = {2016-09-22},
booktitle = {British Machine Vision Conference (BMVC)},
address = {York, UK},
keywords = {}
}
|
| Tripathi, Subarna; Belongie, Serge; Hwang, Youngbae; Nguyen, Truong Detecting Temporally Consistent Objects in Videos through Object Class Label Propagation Winter Conference on Applications of Computer Vision (WACV), 2016. (Links | BibTeX) @conference{Tripathi2016,
title = {Detecting Temporally Consistent Objects in Videos through Object Class Label Propagation},
author = {Subarna Tripathi and Serge Belongie and Youngbae Hwang and Truong Nguyen},
url = {http://vision.cornell.edu/se3/wp-content/uploads/2016/01/OVERLAP_WACV_275.pdf},
year = {2016},
date = {2016-03-07},
booktitle = {Winter Conference on Applications of Computer Vision (WACV)},
keywords = {}
}
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