A review of object detection based on deep learning

Y Xiao, Z Tian, J Yu, Y Zhang, S Liu, S Du… - Multimedia Tools and …, 2020 - Springer
With the rapid development of deep learning techniques, deep convolutional neural
networks (DCNNs) have become more important for object detection. Compared with …

Salient object detection techniques in computer vision—A survey

AK Gupta, A Seal, M Prasad, P Khanna - Entropy, 2020 - mdpi.com
Detection and localization of regions of images that attract immediate human visual attention
is currently an intensive area of research in computer vision. The capability of automatic …

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 …

Salient object detection via integrity learning

M Zhuge, DP Fan, N Liu, D Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Although current salient object detection (SOD) works have achieved significant progress,
they are limited when it comes to the integrity of the predicted salient regions. We define the …

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 …

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 …

Salient object detection with pyramid attention and salient edges

W Wang, S Zhao, J Shen, SCH Hoi… - Proceedings of the …, 2019 - openaccess.thecvf.com
This paper presents a new method for detecting salient objects in images using
convolutional neural networks (CNNs). The proposed network, named PAGE-Net, offers two …

Reverse attention for salient object detection

S Chen, X Tan, B Wang, X Hu - Proceedings of the …, 2018 - openaccess.thecvf.com
Benefit from the quick development of deep learning techniques, salient object detection has
achieved remarkable progresses recently. However, there still exists following two major …

SAMNet: Stereoscopically attentive multi-scale network for lightweight salient object detection

Y Liu, XY Zhang, JW Bian, L Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recent progress on salient object detection (SOD) mostly benefits from the explosive
development of Convolutional Neural Networks (CNNs). However, much of the improvement …

Picanet: Learning pixel-wise contextual attention for saliency detection

N Liu, J Han, MH Yang - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Contexts play an important role in the saliency detection task. However, given a context
region, not all contextual information is helpful for the final task. In this paper, we propose a …