Semantic instance meets salient object: Study on video semantic salient instance segmentation

TN Le, A Sugimoto - 2019 IEEE Winter Conference on …, 2019 - ieeexplore.ieee.org
Focusing on only semantic instances that only salient in a scene gains more benefits for
robot navigation and self-driving cars than looking at all objects in the whole scene. This …

S4net: Single stage salient-instance segmentation

R Fan, MM Cheng, Q Hou, TJ Mu… - Proceedings of the …, 2019 - openaccess.thecvf.com
We consider an interesting problem---salient instance segmentation. Other than producing
approximate bounding boxes, our network also outputs high-quality instance-level …

Video salient object detection via contrastive features and attention modules

YW Chen, X Jin, X Shen… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Video salient object detection aims to find the most visually distinct objects in a video. To
explore the temporal dependencies, existing methods usually resort to recurrent neural …

Video salient object detection using spatiotemporal deep features

TN Le, A Sugimoto - IEEE Transactions on Image Processing, 2018 - ieeexplore.ieee.org
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 …

Learning video salient object detection progressively from unlabeled videos

B Xu, Q Jiang, H Liang, D Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recently, deep learning-based video salient object detection (VSOD) has achieved some
breakthroughs, but these methods rely on expensive annotated videos with pixel-wise …

Shifting more attention to video salient object detection

DP Fan, W Wang, MM Cheng… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
The last decade has witnessed a growing interest in video salient object detection (VSOD).
However, the research community long-term lacked a well-established VSOD dataset …

SCG: Saliency and contour guided salient instance segmentation

N Liu, W Zhao, L Shao, J Han - IEEE Transactions on Image …, 2021 - ieeexplore.ieee.org
Different from conventional instance segmentation, salient instance segmentation (SIS)
faces two difficulties. The first is that it involves segmenting salient instances only while …

Video saliency detection using object proposals

F Guo, W Wang, J Shen, L Shao, J Yang… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
In this paper, we introduce a novel approach to identify salient object regions in videos via
object proposals. The core idea is to solve the saliency detection problem by ranking and …

Motion Context guided Edge-preserving network for video salient object detection

K Huang, C Tian, Z Xu, N Li, JCW Lin - Expert Systems with Applications, 2023 - Elsevier
Video salient object detection targets at extracting the most conspicuous objects in a video
sequence, which facilitate various video processing tasks, eg, video compression, video …

Weakly supervised video salient object detection

W Zhao, J Zhang, L Li, N Barnes… - Proceedings of the …, 2021 - openaccess.thecvf.com
Significant performance improvement has been achieved for fully-supervised video salient
object detection with the pixel-wise labeled training datasets, which are timeconsuming and …