Single image deraining using multi‐stage and multi‐scale joint channel coordinate attention fusion network
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.23005
Abstract: Rain streaks can seriously degrade the visual quality of an image and are detrimental to subsequent algorithms such as object detection and semantic segmentation. Therefore, removing rain streaks is a very important task. The deraining… read more here.
Keywords: network; coordinate attention; joint channel; stage ... See more keywords
Super-Resolution of GF-1 Multispectral Wide Field of View Images via a Very Deep Residual Coordinate Attention Network
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3190018
Abstract: GF-1 multispectral wide field of view (WFV) images, with a spatial resolution of 16 m, have been widely used in Earth monitoring. However, the spatial details provided by WFV images are not sufficient for many… read more here.
Keywords: attention; coordinate attention; residual coordinate; attention network ... See more keywords
Wavelet and Adaptive Coordinate Attention Guided Fine-Grained Residual Network for Image Denoising
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2023.3348804
Abstract: Convolutional neural networks (CNN) have achieved remarkable performance in image denoising. However, most existing CNNs cannot accurately capture and remove tiny noises during the denoising process and lose edge detail information easily. In this paper,… read more here.
Keywords: coordinate attention; attention; image denoising; network ... See more keywords
CA-MSPNet: Multiscale Module and Coordinate Attention Mechanism Strategy Combined With ProtoNet for Gearbox Fault Diagnosis Using Limited Infrared Thermal Images Under Variable Working Conditions
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2024.3457938
Abstract: Existing deep learning-based infrared image analysis methods have been widely utilized in gearbox faults. However, these methods still face problems such as insufficient amount of effective data and poor adaptability under variable working conditions. In… read more here.
Keywords: coordinate attention; fault; attention mechanism; multiscale module ... See more keywords
A Novel Lightweight Rotating Mechanical Fault Diagnosis Framework With Adaptive Residual Enhancement and Multigroup Coordinate Attention
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2025.3545512
Abstract: Fault diagnosis of rotating machinery is widely recognized as a challenging problem. Recent advances in combining convolutional neural networks (CNNs) and Transformers have expanded the capabilities of intelligent fault diagnosis. However, in real-world industrial settings,… read more here.
Keywords: diagnosis; multigroup coordinate; coordinate attention; fault diagnosis ... See more keywords
Omni-dimensional dynamic convolution with coordinate attention detection scheme
Sign Up to like & getrecommendations! Published in 2025 at "Science Progress"
DOI: 10.1177/00368504251336695
Abstract: The paper proposes improvements to YOLOv8n to enhance small target detection capabilities and introduces coordinate attention (CA) to the C2f module to improve focus on spatial information and local details. CA enhances spatial feature representation… read more here.
Keywords: detection; coordinate attention; omni dimensional; dimensional dynamic ... See more keywords
Advancing Facial Expression Recognition -- Enhanced MobileNetV3 with Integrated Coordinate Attention and Dynamic Kernel Adaptation
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Telecommunications and Information Technology"
DOI: 10.26636/jtit.2025.2.2146
Abstract: This paper presents an improved approach for facial expression recognition (FER), which incorporates the Coordinate Attention (CAM) mechanism into MobileNetV3, a lightweight CNN widely used for its real-time applications on low-power devices. The CA mechanism… read more here.
Keywords: facial expression; expression recognition; coordinate attention; dynamic kernel ... See more keywords
Retinopathy Disease Detection and Classification Using a Coordinate Attention Module-Based Convolutional Neural Network with Leaky Rectified Linear Unit
Sign Up to like & getrecommendations! Published in 2025 at "IIUM Engineering Journal"
DOI: 10.31436/iiumej.v26i1.3194
Abstract: The detection of Diabetic Retinopathy (DR) is an emergent research topic in recent decades, where DR is a primary cause of vision loss in humans. The existing techniques have limitations such as neuron death issues,… read more here.
Keywords: detection; coordinate attention; yang; dan ... See more keywords
Improved YOLOv4 recognition algorithm for pitaya based on coordinate attention and combinational convolution
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Plant Science"
DOI: 10.3389/fpls.2022.1030021
Abstract: Accurate recognition method of pitaya in natural environment provides technical support for automatic picking. Aiming at the intricate spatial position relationship between pitaya fruits and branches, a pitaya recognition method based on improved YOLOv4 was… read more here.
Keywords: recognition; coordinate attention; yolov4 recognition; improved yolov4 ... See more keywords
Efficient Lightweight Image Classification via Coordinate Attention and Channel Pruning for Resource-Constrained Systems
Sign Up to like & getrecommendations! Published in 2025 at "Future Internet"
DOI: 10.3390/fi17110489
Abstract: Image classification is central to computer vision, supporting applications from autonomous driving to medical imaging, yet state-of-the-art convolutional neural networks remain constrained by heavy floating-point operations (FLOPs) and parameter counts on edge devices. To address… read more here.
Keywords: image classification; coordinate attention; attention; channel pruning ... See more keywords