Tracking-by-Segmentation Using Superpixel-Wise Neural Network
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DOI: 10.1109/access.2018.2872735
Abstract: A tracking-by-segmentation algorithm, which tracks and segments a target object in a video sequence, is proposed in this paper. In the first frame, we segment out the target object in a user-annotated bounding box. Then,… read more here.
Keywords: superpixel wise; tracking segmentation; segmentation; target object ... See more keywords
Multiobject Tracking and Segmentation With Embedding Mask-Based Affinity Fusion in Hierarchical Data Association
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DOI: 10.1109/access.2022.3171565
Abstract: In this paper, we propose a highly feasible fully online multi-object tracking and segmentation (MOTS) method that uses instance segmentation results as an input. The proposed method is based on the Gaussian mixture probability hypothesis… read more here.
Keywords: fusion; affinity; tracking segmentation; segmentation ... See more keywords
An Object Point Set Inductive Tracker for Multi-Object Tracking and Segmentation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3203607
Abstract: Multi-object tracking and segmentation (MOTS) is a derivative task of multi-object tracking (MOT). The new setting encourages the learning of more discriminative high-quality embeddings. In this paper, we focus on the problem of exploring the… read more here.
Keywords: object tracking; tracking segmentation; tracker; multi object ... See more keywords
SiamMask: A Framework for Fast Online Object Tracking and Segmentation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2022.3172932
Abstract: In this article, we introduce SiamMask, a framework to perform both visual object tracking and video object segmentation, in real-time, with the same simple method. We improve the offline training procedure of popular fully-convolutional Siamese… read more here.
Keywords: object tracking; segmentation; siammask framework; tracking segmentation ... See more keywords