AIMC Topic: Deep Learning

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Synergizing advanced algorithm of explainable artificial intelligence with hybrid model for enhanced brain tumor detection in healthcare.

Scientific reports Jul 1, 2025
Brain tumor causes life-threatening consequences due to which its timely detection and accurate classification are critical for determining appropriate treatment plans while focusing on the improved patient outcomes. However, conventional approaches ...
Brain Neoplasms Machine Learning Magnetic Resonance Imaging Deep Learning Algorithms Tomography, X-Ray Computed Humans Artificial Intelligence
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Application of wings interferential patterns (WIPs) and deep learning (DL) to classify some Culex. spp (Culicidae) of medical or veterinary importance.

Scientific reports Jul 1, 2025
In this paper, we test the possibility of using Wing Interference Patterns (WIPs) and deep learning (DL) for the identification of Culex mosquitoes species to evaluate the extent to which a generic method could be developed for surveying Dipteran ins...
Culex Deep Learning Neural Networks, Computer Wings, Animal Animals
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Auto-Segmentation via deep-learning approaches for the assessment of flap volume after reconstructive surgery or radiotherapy in head and neck cancer.

Scientific reports Jul 1, 2025
Reconstructive flap surgery aims to restore the substance and function losses associated with tumor resection. Automatic flap segmentation could allow quantification of flap volume and correlations with functional outcomes after surgery or post-opera...
Humans Tomography, X-Ray Computed Surgical Flaps Male Head and Neck Neoplasms Middle Aged Female Plastic Surgery Procedures Deep Learning Aged Adult
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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...
Machine Learning Algorithms Female Breast Neoplasms Deep Learning Image Processing, Computer-Assisted Humans Neural Networks, Computer Fuzzy Logic Wavelet Analysis
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Deep learning based knowledge tracing in intelligent tutoring systems.

Scientific reports Jul 1, 2025
The emergence of online education, e.g., intelligent tutoring system (ITS), complements or partially replaces conventional offline education, especially during the COVID-19 pandemic. Knowledge tracing (KT) plays a pivotal role in the intelligent tuto...
SARS-CoV-2 Deep Learning Education, Distance Humans Knowledge Neural Networks, Computer COVID-19
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Deep learning-driven drug response prediction and mechanistic insights in cancer genomics.

Scientific reports Jul 1, 2025
In the field of cancer therapy, the diversity and heterogeneity of cancer genomes in clinical patients complicate and challenge the effective use of non-targeted drugs, as these drugs often fail to address specific genetic events. Recent advancements...
Adenine Drug Resistance, Neoplasm Protein Kinase Inhibitors Genomics Gene Expression Regulation, Neoplastic Humans Cell Proliferation Animals Apoptosis Xenograft Model Antitumor Assays Neoplasms Piperidines Antineoplastic Agents Deep Learning Cell Line, Tumor Mice
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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 Wound Healing Chronic Disease Wounds and Injuries Algorithms Deep Learning Image Processing, Computer-Assisted
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Uncovering subtype-specific metabolic signatures in breast cancer through multimodal integration, attention-based deep learning, and self-organizing maps.

Scientific reports Jul 1, 2025
This study integrates multimodal metabolomic data from three platforms-LC-MS, GC-MS, and NMR-to systematically identify biomarkers distinguishing breast cancer subtypes. A feedforward attention-based deep learning model effectively selected 99 signif...
Metabolomics Breast Neoplasms Humans Metabolome Biomarkers, Tumor Female Deep Learning
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An enhanced deep learning model for accurate classification of ovarian cancer from histopathological images.

Scientific reports Jul 1, 2025
Ovarian Cancer is a malignancy that develops from ovarian cells and is frequently characterized by aberrant cell proliferation that leads to the creation of tumors within the ovaries. The high death rate and often delayed discovery of Ovarian Cancer ...
Ovarian Neoplasms Humans Algorithms Female Deep Learning
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Automatic melanoma detection using an optimized five-stream convolutional neural network.

Scientific reports Jul 1, 2025
Melanoma is among the deadliest forms of malignant skin cancer, with the number of cases increasing dramatically worldwide. Its early and accurate diagnosis is crucial for effective treatment. However, automatic melanoma detection has several signifi...
Neural Networks, Computer Algorithms Melanoma Humans Convolutional Neural Networks Image Processing, Computer-Assisted Image Interpretation, Computer-Assisted Skin Neoplasms Dermoscopy Deep Learning
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