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John Smith
Visiting Lecturer · COMSATS University Islamabad
Mar 7, 2026
Question
Understanding Convolutional Neural Networks — a beginner guide
John Smith

I am new to deep learning and want to understand CNNs from scratch. Can someone explain: 1. What makes convolution different from fully connected layers? 2. How does backpropagation work through conv

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Ali Khan
PhD Scholar · University of Lahore
Mar 3, 2026
Question
What is the best CNN architecture for chest X-ray classification?
AK
Ali Khan

I am building a chest X-ray abnormality classification system for a hospital project. Currently comparing: - ResNet-50 (pretrained on ImageNet) - DenseNet-121 (pretrained on CheXNet) - EfficientNet-B

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📚 From Affiliated Journals
📚 Journal Paper Scientific Reports Feb 2026
A novel lightweight hybrid CNN–ViT for maize leaf disease classification
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Saber Mehdipour, Seyed Abolghasem Mirroshandel, Seyed Amirhossein Tabatabaei
DOI 10.1038/s41598-026-41190-2
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📚 Journal Paper Scientific Reports Feb 2026
TumorSageNet CNN hybrid architecture enables accurate detection of mango leaf pathologies
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Hritwik Ghosh, Irfan Sadiq Rahat, Md Zakir Hossain, Md. Mintajur Rahman Emon +2 more
DOI 10.1038/s41598-026-40944-2
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📚 Journal Paper Scientific Reports Feb 2026
Deep residual and hybrid CNN models for confidence-aware real-world waste classification for sustainable waste management
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Yogesh Kumar, Priya Bhardwaj, Sugandhi Malhotra, Arpana Prasad +2 more
DOI 10.1038/s41598-026-41001-8
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📚 Journal Paper Scientific Reports Feb 2026
A joint CNN-Bi-LSTM-transformer architecture with SHAP explanations for multi-label arrhythmia detection from 12-lead ECGs
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Mohammed T. Al-Bairmani, Mohammadreza Yazdchi, Fahimeh Nasimi
DOI 10.1038/s41598-026-40925-5
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📚 Journal Paper Scientific Reports Feb 2026
An explainable deep learning framework for video violence detection using unsupervised keyframe selection and attention-based CNN
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Rashid Azim, Naveed Abbas, Hend Khalid Alkahtani, Ayman Qahmash
DOI 10.1038/s41598-026-40977-7
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📚 Journal Paper Scientific Reports Feb 2026
Explainable and secure federated learning for privacy-enhancing skin cancer classification using a lightweight multi-scale CNN
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Abdullah Siddique Mohammad Sayeed, Shaikh Afnan Birahim, Md Shafiq Ullah, Yamina Islam +4 more
DOI 10.1038/s41598-026-41360-2
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