A Novel Video Salient Object Detection Method via Semisupervised Motion Quality Perception
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2021.3095843
Abstract: Previous video salient object detection (VSOD) approaches have mainly focused on designing fancy networks to achieve their performance improvements. However, with the slow-down in development of deep learning techniques recently, it may become more and… read more here.
Keywords: method; video salient; quality; salient object ... See more keywords
Video Salient Object Detection Using Spatiotemporal Deep Features
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2018.2849860
Abstract: This paper presents a method for detecting salient objects in videos, where temporal information in addition to spatial information is fully taken into account. Following recent reports on the advantage of deep features over conventional… read more here.
Keywords: saliency; detection; std features; spatiotemporal deep ... See more keywords
Exploring Rich and Efficient Spatial Temporal Interactions for Real-Time Video Salient Object Detection
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2021.3068644
Abstract: We have witnessed a growing interest in video salient object detection (VSOD) techniques in today’s computer vision applications. In contrast with temporal information (which is still considered a rather unstable source thus far), the spatial… read more here.
Keywords: video; temporal information; object detection; salient object ... See more keywords
Self-Sufficient Feature Enhancing Networks for Video Salient Object Detection
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2021.3129052
Abstract: Detecting salient objects in videos is a very challenging task. Current state-of-the-art methods are dominated by motion based deep neural networks, among which optical flow is often leveraged as motion representation. Though with robust performance,… read more here.
Keywords: video salient; optical flow; object detection; salient object ... See more keywords
Learning Complementary Spatial-Temporal Transformer for Video Salient Object Detection.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2023.3243246
Abstract: Besides combining appearance and motion information, another crucial factor for video salient object detection (VSOD) is to mine spatial-temporal (ST) knowledge, including complementary long-short temporal cues and global-local spatial context from neighboring frames. However, the… read more here.
Keywords: salient object; video salient; object detection; attention ... See more keywords