Superpixel-wise contrast exploration for salient object detection

Y Qiu, J Mei, J Xu - Knowledge-Based Systems, 2024 - Elsevier
Salient object detection (SOD) methods typically consider SOD as a pixel-wise binary
classification problem and utilize the binary cross-entropy (BCE) loss for optimization …

Generative transformer for accurate and reliable salient object detection

Y Mao, J Zhang, Z Wan, X Tian, A Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We explore the impact of transformers on accurate and reliable salient object detection. For
accuracy, we integrate the transformer with a deterministic model and delineate its …

Intelligent Driving Task Scheduling Service in Vehicle-Edge Collaborative Networks Based on Deep Reinforcement Learning

N Wang, S Pang, X Ji, M Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the evolution of 6G technology, mobile edge computing is rapidly advancing as a
crucial application scenario. This research presents an innovative method for vehicle-edge …

Salient object detection network with selection mechanism for consumer electronics imaging systems

N Jia, X Liu, Y Sun - IEEE Transactions on Consumer …, 2023 - ieeexplore.ieee.org
Salient object detection aims to identify the most attentive regions of an image, and as an
image processing technology, it is widely used in imaging systems of many consumer …

D-LDRNet: Monocular vision framework merging prior LiDAR knowledge for all-weather safe monitoring of vehicle in transmission lines

J Li, H Zheng, Z Cui, Z Huang, Y Liang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Efficient monitoring and early warning of hazards on transmission lines are crucial for the
safety of both the lines themselves and the surrounding personnel. Among them, real-time …

DST-Det: Open-Vocabulary Object Detection via Dynamic Self-Training

S Xu, X Li, S Wu, W Zhang, Y Tong… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Open-vocabulary object detection (OVOD) aims to detect the objects beyond the set of
classes observed during training. This work introduces a straightforward and efficient …

A volumetric saliency guided image summarization for rgb-d indoor scene classification

P Meena, H Kumar, S Yadav - IEEE Transactions on Circuits …, 2024 - ieeexplore.ieee.org
Image summary, an abridged version of the original visual content, can be used to represent
the scene. Thus, tasks such as scene classification, identification, indexing, etc., can be …

Multi-level Feature Fusion Network for Shadow Removal Detection

X Fu, G Zhu, H Zhang, X Zhang… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
By now, many works have been done on shadow removal for image manipulation. As a
result, detecting shadow removal has become a critical part to reveal the traces of image …

A Lightweight Object Counting Network Based On Density Map Knowledge Distillation

Z Shen, G Li, R **a, H Meng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Object counting aims to count the accurate number of object instances in images, and its
operation efficiency is essential. However, most current CNN-based methods rely on …

[HTML][HTML] LightSOD: Towards lightweight and efficient network for salient object detection

NT Thu, HN Tran, MD Hossain, EN Huh - Computer Vision and Image …, 2024 - Elsevier
The recent emphasis has been on achieving rapid and precise detection of salient objects,
which presents a challenge for resource-constrained edge devices because the current …