Search Results for author: Jimmy SJ. Ren

Found 6 papers, 2 papers with code

Cascade Residual Learning: A Two-stage Convolutional Neural Network for Stereo Matching

1 code implementation30 Aug 2017 Jiahao Pang, Wenxiu Sun, Jimmy SJ. Ren, Chengxi Yang, Qiong Yan

As opposed to directly learning the disparity at the second stage, we show that residual learning provides more effective refinement.

Stereo Matching Stereo Matching Hand

Shepard Convolutional Neural Networks

1 code implementation NeurIPS 2015 Jimmy SJ. Ren, Li Xu, Qiong Yan, Wenxiu Sun

In this paper, we draw on Shepard interpolation and design Shepard Convolutional Neural Networks (ShCNN) which efficiently realizes end-to-end trainable TVI operators in the network.

Image Inpainting Super-Resolution +1

On Vectorization of Deep Convolutional Neural Networks for Vision Tasks

no code implementations29 Jan 2015 Jimmy SJ. Ren, Li Xu

We recently have witnessed many ground-breaking results in machine learning and computer vision, generated by using deep convolutional neural networks (CNN).

An Unsupervised Feature Learning Approach to Improve Automatic Incident Detection

no code implementations29 Oct 2013 Jimmy SJ. Ren, Wei Wang, Jiawei Wang, Stephen Liao

Sophisticated automatic incident detection (AID) technology plays a key role in contemporary transportation systems.

General Classification

Exploring The Contribution of Unlabeled Data in Financial Sentiment Analysis

no code implementations3 Aug 2013 Jimmy SJ. Ren, Wei Wang, Jiawei Wang, Stephen Shaoyi Liao

We argue that if the bias-variance trade-off is to be better balanced by a more effective feature selection method unlabeled data is very likely to boost the classification performance.

feature selection General Classification +3

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