AIMC Topic: Attention

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Skin Lesion Classification on Imbalanced Data Using Deep Learning with Soft Attention.

Sensors (Basel, Switzerland) Oct 4, 2022
Today, the rapid development of industrial zones leads to an increased incidence of skin diseases because of polluted air. According to a report by the American Cancer Society, it is estimated that in 2022 there will be about 100,000 people suffering...
Humans Artificial Intelligence Skin Neoplasms Deep Learning Skin Diseases Attention
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3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision.

Neural networks : the official journal of the International Neural Network Society Oct 1, 2022
Convolutional Neural Networks (CNN) have gained popularity as the de-facto model for any computer vision task. However, CNN have drawbacks, i.e. they fail to extract long-range perceptions in images. Due to their ability to capture long-range depende...
Neural Networks, Computer Attention
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GAFnet: Group Attention Fusion Network for PAN and MS Image High-Resolution Classification.

IEEE transactions on cybernetics Sep 19, 2022
Panchromatic (PAN) and multispectral (MS) images have coordinated and paired spatial spectral information, which can complement each other and make up for their shortcomings for image interpretation. In this article, a novel classification method cal...
Neural Networks, Computer Attention
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Transformer based on channel-spatial attention for accurate classification of scenes in remote sensing image.

Scientific reports Sep 14, 2022
Recently, the scenes in large high-resolution remote sensing (HRRS) datasets have been classified using convolutional neural network (CNN)-based methods. Such methods are well-suited for spatial feature extraction and can classify images with relativ...
Neural Networks, Computer Image Processing, Computer-Assisted Remote Sensing Technology Attention
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Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image Segmentation.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society Sep 14, 2022
Accurate image segmentation plays a crucial role in medical image analysis, yet it faces great challenges caused by various shapes, diverse sizes, and blurry boundaries. To address these difficulties, square kernel-based encoder-decoder architectures...
Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Attention
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Deep learning approaches based improved light weight U-Net with attention module for optic disc segmentation.

Physical and engineering sciences in medicine Sep 12, 2022
Glaucoma is a major cause of blindness worldwide, and its early detection is essential for the timely management of the condition. Glaucoma-induced anomalies of the optic nerve head may cause variation in the Optic Disc (OD) size. Therefore, robust O...
Humans Neural Networks, Computer Glaucoma Deep Learning Attention Optic Disk
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Attention UW-Net: A fully connected model for automatic segmentation and annotation of chest X-ray.

Computers in biology and medicine Sep 10, 2022
BACKGROUND AND OBJECTIVE: Automatic segmentation and annotation of medical image plays a critical role in scientific research and the medical care community. Automatic segmentation and annotation not only increase the efficiency of clinical workflow,...
Neural Networks, Computer Image Processing, Computer-Assisted Radiography Attention X-Rays
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Single-Shot Object Detection via Feature Enhancement and Channel Attention.

Sensors (Basel, Switzerland) Sep 10, 2022
Features play a critical role in computer vision tasks. Deep learning methods have resulted in significant breakthroughs in the field of object detection, but it is still an extremely challenging obstacle when an object is very small. In this work, w...
Neural Networks, Computer Attention Volatile Organic Compounds Semantics Records
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Medical Data Classification Assisted by Machine Learning Strategy.

Computational and mathematical methods in medicine Sep 10, 2022
With the development of science and technology, data plays an increasingly important role in our daily life. Therefore, much attention has been paid to the field of data mining. Data classification is the premise of data mining, and how well the data...
Humans Neural Networks, Computer Machine Learning Data Mining Attention
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Workshop Safety Helmet Wearing Detection Model Based on SCM-YOLO.

Sensors (Basel, Switzerland) Sep 5, 2022
In order to overcome the problems of object detection in complex scenes based on the YOLOv4-tiny algorithm, such as insufficient feature extraction, low accuracy, and low recall rate, an improved YOLOv4-tiny safety helmet-wearing detection algorithm ...
Neural Networks, Computer Algorithms Cluster Analysis Attention Head Protective Devices
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