36 citations · 51 across the 6 of their papers we have counts for
4 papers · 1 filter
MDFlow: Unsupervised Optical Flow Learning by Reliable Mutual Knowledge Distillation
Lingtong Kong, Jie Yang
Recent works have shown that optical flow can be learned by deep networks from unlabelled image pairs based on brightness constancy assumption and smoothness prior. Current approac…
Estimating brain age based on a healthy population with deep learning and structural MRI
Xinyang Feng, Zachary C. Lipton, Jie Yang +2
Numerous studies have established that estimated brain age, as derived from statistical models trained on healthy populations, constitutes a valuable biomarker that is predictive o…
Class-Aware Adversarial Lung Nodule Synthesis in CT Images
Jie Yang, Siqi Liu, Sasa Grbic +7
Though large-scale datasets are essential for training deep learning systems, it is expensive to scale up the collection of medical imaging datasets. Synthesizing the objects of in…
Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition
Siqi Liu, Eli Gibson, Sasa Grbic +5
The performance of medical image analysis systems is constrained by the quantity of high-quality image annotations. Such systems require data to be annotated by experts with years…