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A ResNet50 Transfer Learning and Grad-CAM-Based Framework for Explainable TEM Nanoparticle Classification

2025-10-24

Abstract excerpt

<title>Abstract</title> <p>Precise and comprehensible nanoparticle classification from Transmission Electron Microscopy (TEM) images is crucial for material characterization progress as well as nanotechnology quality control. Yet, deep learning methods are limited by the size of sparsely annotated datasets as well as the high morphological variability of nanoparticles, thus the challenging task of model generaliz...

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Literature Corpus work: ddd44249-4255-508b-9048-c90c989bb41b
DOI: 10.21203/rs.3.rs-7933991/v1

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