Object detection with deep learning: A review

ZQ Zhao, P Zheng, S Xu, X Wu - IEEE transactions on neural …, 2019 - ieeexplore.ieee.org
Due to object detection's close relationship with video analysis and image understanding, it
has attracted much research attention in recent years. Traditional object detection methods …

Enabling AI in future wireless networks: A data life cycle perspective

DC Nguyen, P Cheng, M Ding… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Recent years have seen rapid deployment of mobile computing and Internet of Things (IoT)
networks, which can be mostly attributed to the increasing communication and sensing …

Zoom in and out: A mixed-scale triplet network for camouflaged object detection

Y Pang, X Zhao, TZ Xiang… - Proceedings of the …, 2022 - openaccess.thecvf.com
The recently proposed camouflaged object detection (COD) attempts to segment objects that
are visually blended into their surroundings, which is extremely complex and difficult in real …

Visual saliency transformer

N Liu, N Zhang, K Wan, L Shao… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Existing state-of-the-art saliency detection methods heavily rely on CNN-based
architectures. Alternatively, we rethink this task from a convolution-free sequence-to …

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 …

Simultaneously localize, segment and rank the camouflaged objects

Y Lv, J Zhang, Y Dai, A Li, B Liu… - Proceedings of the …, 2021 - openaccess.thecvf.com
Camouflage is a key defence mechanism across species that is critical to survival. Common
camouflage include background matching, imitating the color and pattern of the …

Unsupervised semantic segmentation by contrasting object mask proposals

W Van Gansbeke, S Vandenhende… - Proceedings of the …, 2021 - openaccess.thecvf.com
Being able to learn dense semantic representations of images without supervision is an
important problem in computer vision. However, despite its significance, this problem …

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 …