Augmented histopathology: Enhancing colon cancer detection through deep learning and ensemble techniques - Gowthamy, J; Ramesh, S. S. Subashka (Microscopy research and technique, 2025)
Keywords: Accuracy; Algorithms; Artificial neural networks; attention mechanisms; Classification; clinical significance; Colon cancer; Colonic Neoplasms - diagnosis; Colonic Neoplasms - pathology; Colorectal cancer; computational pathology; cross transformers; Data augmentation; Datasets; Deep Learning; deep learning models; ensemble learning; feature extraction; histopathological images; Histopathology; Humans; Image Processing, Computer-Assisted - methods; Image quality; Machine learning; Medical imaging; multi‐class classification; Neural networks; Neural Networks, Computer; Optimization; Particle swarm optimization; Performance evaluation; siamese networks; ensemble learning; computational pathology; cross transformers; multi‐class classification; attention mechanisms; feature extraction; colon cancer; histopathological images; clinical significance; siamese networks; deep learning models