349 citations · 1.3k across the 44 of their papers we have counts for
4 papers · 1 filter
Video Scene Parsing with Predictive Feature Learning
Xiaojie Jin, Xin Li, Huaxin Xiao +9
In this work, we address the challenging video scene parsing problem by developing effective representation learning methods given limited parsing annotations. In particular, we co…
Multi-Path Feedback Recurrent Neural Network for Scene Parsing
Xiaojie Jin, Yunpeng Chen, Jiashi Feng +2
In this paper, we consider the scene parsing problem and propose a novel Multi-Path Feedback recurrent neural network (MPF-RNN) for parsing scene images. MPF-RNN can enhance the ca…
Collaborative Layer-wise Discriminative Learning in Deep Neural Networks
Xiaojie Jin, Yunpeng Chen, Jian Dong +2
Intermediate features at different layers of a deep neural network are known to be discriminative for visual patterns of different complexities. However, most existing works ignore…
Training Skinny Deep Neural Networks with Iterative Hard Thresholding Methods
Xiaojie Jin, Xiaotong Yuan, Jiashi Feng +1
Deep neural networks have achieved remarkable success in a wide range of practical problems. However, due to the inherent large parameter space, deep models are notoriously prone t…