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In this paper we illustrate how to perform both visual object tracking and semi-supervised video object segmentation, in real-time, with a single simple approach.
#2 best model for Visual Object Tracking on VOT2017/18
During the off-line training phase, an effective sampling strategy is introduced to control this distribution and make the model focus on the semantic distractors.
#5 best model for Visual Object Tracking on VOT2017/18
Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks.
#9 best model for Visual Object Tracking on VOT2017/18
To the best of our knowledge, this is the first paper to propose an online human pose tracking framework in a top-down fashion.
SOTA for Pose Tracking on PoseTrack2017
Short-term tracking is an open and challenging problem for which discriminative correlation filters (DCF) have shown excellent performance.
#8 best model for Visual Object Tracking on VOT2017/18
Compared with SRDCF, STRCF with hand-crafted features provides a 5 times speedup and achieves a gain of 5. 4% and 3. 6% AUC score on OTB-2015 and Temple-Color, respectively.
#3 best model for Visual Object Tracking on VOT2017/18
In order to efficiently search in such a large 4-DoF space in real-time, we formulate the problem into two 2-DoF sub-problems and apply an efficient Block Coordinates Descent solver to optimize the estimation result.