Is the aspect ratio of cells important in deep learning? A robust comparison of deep learning methods for multi-scale cytopathology cell image classification: From convolutional neural networks to visual transformers
Wanli Liu, Chen Li, Md Mamunur Rahaman, Tao Jiang, Hongzan Sun, Xiangchen Wu, Weiming Hu, Haoyuan Chen, Changhao Sun, Yudong Yao, Marcin Grzegorzek
Topics & Concepts
Deep learningCytopathologyComputer scienceArtificial intelligenceConvolutional neural networkPixelPattern recognition (psychology)Deep neural networksArtificial neural networkCervical cancerMachine learningCancerPathologyMedicineCytologyInternal medicineAI in cancer detectionCervical Cancer and HPV ResearchRadiomics and Machine Learning in Medical Imaging