AIMC Topic: Image Processing, Computer-Assisted

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Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.

Nature communications Jul 8, 2025
Computational competitions are the standard for benchmarking medical image analysis algorithms, but they typically use small curated test datasets acquired at a few centers, leaving a gap to the reality of diverse multicentric patient data. To this e...
Image Processing, Computer-Assisted Magnetic Resonance Imaging Benchmarking Algorithms Brain Neoplasms Humans Artificial Intelligence
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Monochromatic LeafAdaptNet (MLAN): an adaptive approach to spinach leaf disease detection using monochromatic imaging.

World journal of microbiology & biotechnology Jul 8, 2025
A country's economic growth heavily relies on agricultural productivity, specifically nutrition derived from vegetables and leafy greens. Spinach, abundant in iron, vitamins, and other essential nutrients, plays a vital role in maintaining the health...
Plant Leaves Deep Learning Plant Diseases Image Processing, Computer-Assisted Spinacia oleracea
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Deep learning-based allergic rhinitis diagnosis using nasal endoscopy images.

Scientific reports Jul 8, 2025
Allergic rhinitis typically has edematous and pale turbinates or erythematous and inflamed turbinates. While traditional approaches include using skin prick tests (SPT) to determine the presence of AR, It is often not related to actual symptoms, and ...
Image Processing, Computer-Assisted Rhinitis, Allergic Turbinates Middle Aged Deep Learning Humans Female Endoscopy Male Adult
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Saliency-enhanced infrared and visible image fusion via sub-window variance filter and weighted least squares optimization.

PloS one Jul 7, 2025
This paper proposes a novel method for infrared and visible image fusion (IVIF) to address the limitations of existing techniques in enhancing salient features and improving visual clarity. The method employs a sub-window variance filter (SVF) based ...
Deep Learning Image Processing, Computer-Assisted Least-Squares Analysis Humans Algorithms Infrared Rays
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Video swin-CLSTM transformer: Enhancing human action recognition with optical flow and long-term dependencies.

PloS one Jul 7, 2025
As video data volumes soar exponentially, the significance of video content analysis, particularly Human Action Recognition (HAR), has become increasingly prominent in fields such as intelligent surveillance, sports analytics, medical rehabilitation,...
Algorithms Optic Flow Deep Learning Video Recording Humans Pattern Recognition, Automated Image Processing, Computer-Assisted
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A Multi-kernel CNN model with attention mechanism for classification of citrus plants diseases.

Scientific reports Jul 5, 2025
One of the primary challenges leading to a significant reduction in agricultural production is the prevalence of diseases affecting citrus plants. Prevention and monitoring the spread of citrus plant diseases is crucial for maintaining citrus product...
Plant Diseases Citrus Algorithms Image Processing, Computer-Assisted Neural Networks, Computer
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Medical slice transformer for improved diagnosis and explainability on 3D medical images with DINOv2.

Scientific reports Jul 4, 2025
Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) are essential clinical cross-sectional imaging techniques for diagnosing complex conditions. However, large 3D datasets with annotations for deep learning are scarce. While methods like DI...
Breast Neoplasms Humans Imaging, Three-Dimensional Deep Learning Image Processing, Computer-Assisted Tomography, X-Ray Computed Magnetic Resonance Imaging Female Neural Networks, Computer
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A tailored deep learning approach for early detection of oral cancer using a 19-layer CNN on clinical lip and tongue images.

Scientific reports Jul 4, 2025
Early and accurate detection of oral cancer plays a pivotal role in improving patient outcomes. This research introduces a custom-designed, 19-layer convolutional neural network (CNN) for the automated diagnosis of oral cancer using clinical images o...
Deep Learning Image Processing, Computer-Assisted Early Detection of Cancer Tongue Mouth Neoplasms Humans Lip Tongue Neoplasms Neural Networks, Computer
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3BTRON: A Blood-Brain Barrier Recognition Network.

Communications biology Jul 4, 2025
The blood-brain barrier (BBB) plays a crucial role in maintaining brain homeostasis. During ageing, the BBB undergoes structural alterations. Electron microscopy (EM) is the gold standard for studying the structural alterations of the brain vasculatu...
Image Processing, Computer-Assisted Mice Microscopy, Electron Mice, Inbred C57BL Male Aging Blood-Brain Barrier Deep Learning Animals Brain
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CNN based method for classifying cervical cancer cells in pap smear images.

Scientific reports Jul 4, 2025
The absence of reliable early treatment serves as one of the main causes of cervical cancer. Hence, it is crucial to detect cervical cancer early. The biggest challenge in diagnosing cervical cancer early is that it is asymptomatic until it develops ...
Humans Papanicolaou Test Image Processing, Computer-Assisted Early Detection of Cancer Neural Networks, Computer Female Vaginal Smears Uterine Cervical Neoplasms Machine Learning Deep Learning
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