AIMC Topic: Image Processing, Computer-Assisted

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Advanced object detection for smart accessibility: a Yolov10 with marine predator algorithm to aid visually challenged people.

Scientific reports Jul 1, 2025
A significant challenge for many visually impaired people is they cannot be entirely independent and are restricted by their vision. They face problems with such actions and object detection should be an essential feature they can rely on a regular b...
Image Processing, Computer-Assisted Algorithms Persons with Visual Disabilities Humans Deep Learning Machine Learning
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Machine learning to detect melanoma exploiting nuclei morphology and Spatial organization.

Scientific reports Jul 1, 2025
Cutaneous melanoma is one of the most lethal forms of skin cancer, and its incidence is increasing globally. Its diagnosis typically relies on manual histopathological examination, a process that is both complex and time consuming. In this study, we ...
Machine Learning Humans Cell Nucleus Skin Neoplasms Melanoma Image Processing, Computer-Assisted
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Deep learning-based automated detection and multiclass classification of soil-transmitted helminths and Schistosoma mansoni eggs in fecal smear images.

Scientific reports Jul 1, 2025
In this work, we developed an automated system for the detection and classification of soil-transmitted helminths (STH) and Schistosoma (S.) mansoni eggs in microscopic images of fecal smears. We assembled an STH and S. mansoni dataset comprising ove...
Schistosoma mansoni Schistosomiasis mansoni Humans Helminthiasis Feces Helminths Soil Animals Image Processing, Computer-Assisted Microscopy Deep Learning Ovum Parasite Egg Count
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Attention residual network for medical ultrasound image segmentation.

Scientific reports Jul 1, 2025
Ultrasound imaging can distinctly display the morphology and structure of internal organs within the human body, enabling the examination of organs like the breast, liver, and thyroid. It can identify the locations of tumors, nodules, and other lesio...
Neural Networks, Computer Algorithms Humans Image Processing, Computer-Assisted Deep Learning Ultrasonography
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A deep convolutional neural network-based novel class balancing for imbalance data segmentation.

Scientific reports Jul 1, 2025
Retinal fundus images provide valuable insights into the human eye's interior structure and crucial features, such as blood vessels, optic disk, macula, and fovea. However, accurate segmentation of retinal blood vessels can be challenging due to imba...
Retinal Vessels Algorithms Deep Learning Image Processing, Computer-Assisted Humans Convolutional Neural Networks Fundus Oculi Neural Networks, Computer
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Deep learning quantifies pathologists' visual patterns for whole slide image diagnosis.

Nature communications Jul 1, 2025
Based on the expertise of pathologists, the pixelwise manual annotation has provided substantial support for training deep learning models of whole slide images (WSI)-assisted diagnostic. However, the collection of pixelwise annotation demands massiv...
Pathologists Image Interpretation, Computer-Assisted Deep Learning Image Processing, Computer-Assisted Humans
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A superpixel based self-attention network for uterine fibroid segmentation in high intensity focused ultrasound guidance images.

Scientific reports Jul 1, 2025
Ultrasound guidance images are widely used for high intensity focused ultrasound (HIFU) therapy; however, the speckles, acoustic shadows, and signal attenuation in ultrasound guidance images hinder the observation of the images by radiologists and ma...
Uterine Neoplasms Leiomyoma High-Intensity Focused Ultrasound Ablation Ultrasonography Image Processing, Computer-Assisted Algorithms Female Humans
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Automatic cattle identification system based on color point cloud using hybrid PointNet++ Siamese network.

Scientific reports Jul 1, 2025
Cattle health monitoring and management systems are essential for farmers and veterinarians, as traditional manual health checks can be time-consuming and labor-intensive. A critical aspect of such systems is accurate cattle identification, which ena...
Cattle Image Processing, Computer-Assisted Color Algorithms Animals Animal Identification Systems
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An automatic classification of breast cancer using fuzzy scoring based ResNet CNN model.

Scientific reports Jul 1, 2025
The expansion rate of medical data during the past ten years has rapidly expanded due to the vast fields. The automated disease diagnosis system is proposed using a deep learning (DL) algorithm, which automates and helps speed up the process efficien...
Fuzzy Logic Wavelet Analysis Algorithms Neural Networks, Computer Female Deep Learning Breast Neoplasms Humans Machine Learning Image Processing, Computer-Assisted
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Enhancing chronic wound assessment through agreement analysis and tissue segmentation.

Scientific reports Jul 1, 2025
Accurate monitoring of chronic wound progression is crucial for assessing healing dynamics. However, the current manual process of tissue segmentation and quantification, which is an indicator of the healing progress, is time-consuming and subject to...
Humans Neural Networks, Computer Algorithms Wound Healing Deep Learning Chronic Disease Image Processing, Computer-Assisted Wounds and Injuries
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