162 citations · 247 across the 11 of their papers we have counts for
7 papers · 1 filter
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation
Feilong Tang, Qiming Huang, Jinfeng Wang +3
Transformer-based models have been widely demonstrated to be successful in computer vision tasks by modelling long-range dependencies and capturing global representations. However,…
Geometry-aware Single-image Full-body Human Relighting
Chaonan Ji, Tao Yu, Kaiwen Guo +2
Single-image human relighting aims to relight a target human under new lighting conditions by decomposing the input image into albedo, shape and lighting. Although plausible religh…
Class-Aware Domain Adaptation for Improving Adversarial Robustness
Xianxu Hou, Jingxin Liu, Bolei Xu +3
Recent works have demonstrated convolutional neural networks are vulnerable to adversarial examples, i.e., inputs to machine learning models that an attacker has intentionally desi…
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation
Xianxu Hou, Jingxin Liu, Bolei Xu +6
Supervised semantic segmentation normally assumes the test data being in a similar data domain as the training data. However, in practice, the domain mismatch between the training…
Look, Investigate, and Classify: A Deep Hybrid Attention Method for Breast Cancer Classification
Bolei Xu, Jingxin Liu, Xianxu Hou +6
One issue with computer based histopathology image analysis is that the size of the raw image is usually very large. Taking the raw image as input to the deep learning model would…
Outline Objects using Deep Reinforcement Learning
Zhenxin Wang, Sayan Sarcar, Jingxin Liu +2
Image segmentation needs both local boundary position information and global object context information. The performance of the recent state-of-the-art method, fully convolutional…
An End-to-End Deep Learning Histochemical Scoring System for Breast Cancer Tissue Microarray
Jingxin Liu, Bolei Xu, Chi Zheng +7
One of the methods for stratifying different molecular classes of breast cancer is the Nottingham Prognostic Index Plus (NPI+) which uses breast cancer relevant biomarkers to stain…