no code implementations • 4 Dec 2023 • Yitao Peng, Lianghua He, Die Hu, Yihang Liu, Longzhen Yang, Shaohua Shang
Due to the unique multi-instance learning of medical images and the difficulty in identifying decision-making regions, many interpretability models that have been proposed still have problems of insufficient accuracy and interpretability in medical image disease diagnosis.
no code implementations • 19 Nov 2019 • Qiang Ren, Shaohua Shang, Lianghua He
Capsule network is the most recent exciting advancement in the deep learning field and represents positional information by stacking features into vectors.
1 code implementation • 25 Jan 2019 • Haifeng Shi, Guanyu Cai, Yuqin Wang, Shaohua Shang, Lianghua He
All the generative paths share the same decoder network while in each path the decoder network is fed with a concatenation of a different pre-computed amplified one-hot vector and the inputted Gaussian noise.