no code implementations • 21 Aug 2021 • Hung Q. Vo, Pengyu Yuan, Tiancheng He, Stephen T. C. Wong, Hien V. Nguyen
Would clinical features significantly improve breast lesion classification compared to using mammograms alone?
no code implementations • 6 Apr 2021 • Pengyu Yuan, Wenyi Hu, Xuqing Wu, Jiefu Chen, Hien Van Nguyen
Similar to \cite{wu2019semi}, we use U-net to perform the segmentation as it is proven to be state-of-the-art in many image segmentation tasks.
1 code implementation • 9 Jul 2020 • Pietro Antonio Cicalese, Aryan Mobiny, Pengyu Yuan, Jan Becker, Chandra Mohan, Hien Van Nguyen
We also generated Grad-CAM representations of the results which were assessed by an experienced nephropathologist; we used this qualitative analysis to elucidate on the assumptions being made by each model.
no code implementations • 9 Jul 2020 • Pengyu Yuan, Aryan Mobiny, Jahandar Jahanipour, Xiaoyang Li, Pietro Antonio Cicalese, Badrinath Roysam, Vishal Patel, Maric Dragan, Hien Van Nguyen
Meta-learning aims to deliver an adaptive model that is sensitive to these underlying distribution changes, but requires many tasks during the meta-training process.
no code implementations • 9 Jul 2020 • Aryan Mobiny, Pengyu Yuan, Pietro Antonio Cicalese, Hien Van Nguyen
We provide extensive experiments on the CheXpert and RSNA Pneumonia datasets to validate the effectiveness of DECAPS.
1 code implementation • 16 Apr 2020 • Aryan Mobiny, Pietro Antonio Cicalese, Samira Zare, Pengyu Yuan, Mohammadsajad Abavisani, Carol C. Wu, Jitesh Ahuja, Patricia M. de Groot, Hien Van Nguyen
The network then uses the activation maps to focus on regions of interest and combines both coarse and fine-grained representations of the data.