RGB-D salient object detection: A survey

T Zhou, DP Fan, MM Cheng, J Shen, L Shao - Computational Visual Media, 2021 - Springer
Salient object detection, which simulates human visual perception in locating the most
significant object (s) in a scene, has been widely applied to various computer vision tasks …

CNN-based encoder-decoder networks for salient object detection: A comprehensive review and recent advances

Y Ji, H Zhang, Z Zhang, M Liu - Information Sciences, 2021 - Elsevier
Convolutional neural network (CNN)-based encoder-decoder models have profoundly
inspired recent works in the field of salient object detection (SOD). With the rapid …

U2-Net: Going deeper with nested U-structure for salient object detection

X Qin, Z Zhang, C Huang, M Dehghan, OR Zaiane… - Pattern recognition, 2020 - Elsevier
In this paper, we design a simple yet powerful deep network architecture, U 2-Net, for salient
object detection (SOD). The architecture of our U 2-Net is a two-level nested U-structure. The …

Multi-scale interactive network for salient object detection

Y Pang, X Zhao, L Zhang, H Lu - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Deep-learning based salient object detection methods achieve great progress. However, the
variable scale and unknown category of salient objects are great challenges all the time …

EGNet: Edge guidance network for salient object detection

JX Zhao, JJ Liu, DP Fan, Y Cao… - Proceedings of the …, 2019 - openaccess.thecvf.com
Fully convolutional neural networks (FCNs) have shown their advantages in the salient
object detection task. However, most existing FCNs-based methods still suffer from coarse …

Basnet: Boundary-aware salient object detection

X Qin, Z Zhang, C Huang, C Gao… - Proceedings of the …, 2019 - openaccess.thecvf.com
Abstract Deep Convolutional Neural Networks have been adopted for salient object
detection and achieved the state-of-the-art performance. Most of the previous works …

A simple pooling-based design for real-time salient object detection

JJ Liu, Q Hou, MM Cheng, J Feng… - Proceedings of the …, 2019 - openaccess.thecvf.com
We solve the problem of salient object detection by investigating how to expand the role of
pooling in convolutional neural networks. Based on the U-shape architecture, we first build a …

Interactive two-stream decoder for accurate and fast saliency detection

H Zhou, X Xie, JH Lai, Z Chen… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Recently, contour information largely improves the performance of saliency detection.
However, the discussion on the correlation between saliency and contour remains scarce. In …

Pyramid feature attention network for saliency detection

T Zhao, X Wu - Proceedings of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Saliency detection is one of the basic challenges in computer vision. Recently, CNNs are the
most widely used and powerful techniques for saliency detection, in which feature maps …

Salient object detection in the deep learning era: An in-depth survey

W Wang, Q Lai, H Fu, J Shen, H Ling… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
As an essential problem in computer vision, salient object detection (SOD) has attracted an
increasing amount of research attention over the years. Recent advances in SOD are …