Salient object detection in RGB-D videos

A Mou, Y Lu, J He, D Min, K Fu, Q Zhao - arXiv preprint arXiv:2310.15482, 2023 - arxiv.org
Given the widespread adoption of depth-sensing acquisition devices, RGB-D videos and
related data/media have gained considerable traction in various aspects of daily life …

DVSOD: RGB-D video salient object detection

J Li, W Ji, S Wang, W Li - Advances in Neural Information …, 2024 - proceedings.neurips.cc
Salient object detection (SOD) aims to identify standout elements in a scene, with recent
advancements primarily focused on integrating depth data (RGB-D) or temporal data from …

ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection

J Lin, L Zhu, J Shen, H Fu, Q Zhang, L Wang - International Journal of …, 2024 - Springer
With the rapid development of depth sensor, more and more RGB-D videos could be
obtained. Identifying the foreground in RGB-D videos is a fundamental and important task …

Dynamic message propagation network for RGB-D and video salient object detection

B Chen, Z Chen, X Hu, J Xu, H Xie, J Qin… - ACM Transactions on …, 2023 - dl.acm.org
Exploiting long-range semantic contexts and geometric information is crucial to infer salient
objects from RGB and depth features. However, existing methods mainly focus on …

Depth quality-inspired feature manipulation for efficient rgb-d and video salient object detection

W Zhang, K Fu, Z Wang, GP Ji, Q Zhao - arXiv preprint arXiv:2208.03918, 2022 - arxiv.org
Recently CNN-based RGB-D salient object detection (SOD) has obtained significant
improvement on detection accuracy. However, existing models often fail to perform well in …

[HTML][HTML] Salient object detection for RGBD video via spatial interaction and depth-based boundary refinement

Y Zhang, Z Zhang, P Zhang, M Xu - Complex & Intelligent Systems, 2023 - Springer
Recently proposed state-of-the-art saliency detection models rely heavily on labeled
datasets and rarely focus on perfect RGBD feature fusion, which lowers their generalization …

Depth-cooperated trimodal network for video salient object detection

Y Lu, D Min, K Fu, Q Zhao - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Depth can provide useful geographical cues for salient object detection (SOD), and has
been proven helpful in recent RGB-D SOD methods. However, existing video salient object …

Calibrated RGB-D salient object detection

W Ji, J Li, S Yu, M Zhang, Y Piao… - Proceedings of the …, 2021 - openaccess.thecvf.com
Complex backgrounds and similar appearances between objects and their surroundings are
generally recognized as challenging scenarios in Salient Object Detection (SOD). This …

CFIDNet: Cascaded feature interaction decoder for RGB-D salient object detection

T Chen, X Hu, J Xiao, G Zhang, S Wang - Neural computing and …, 2022 - Springer
Compared with RGB salient object detection (SOD) methods, RGB-D SOD models show
better performance in many challenging scenarios by leveraging spatial information …

Rethinking RGB-D salient object detection: Models, data sets, and large-scale benchmarks

DP Fan, Z Lin, Z Zhang, M Zhu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The use of RGB-D information for salient object detection (SOD) has been extensively
explored in recent years. However, relatively few efforts have been put toward modeling …