405 citations · 2.3k across the 116 of their papers we have counts for
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Understanding Convolutional Neural Networks with A Mathematical Model
C. -C. Jay Kuo
This work attempts to address two fundamental questions about the structure of the convolutional neural networks (CNN): 1) why a non-linear activation function is essential at the…
A Coarse-to-Fine Indoor Layout Estimation (CFILE) Method
Yuzhuo Ren, Chen Chen, Shangwen Li +1
The task of estimating the spatial layout of cluttered indoor scenes from a single RGB image is addressed in this work. Existing solutions to this problems largely rely on hand-cra…
GAL: A Global-Attributes Assisted Labeling System for Outdoor Scenes
Yuzhuo Ren, Chen Chen, Shangwen Li +1
An approach that extracts global attributes from outdoor images to facilitate geometric layout labeling is investigated in this work. The proposed Global-attributes Assisted Labeli…
A ParaBoost Stereoscopic Image Quality Assessment (PBSIQA) System
Hyunsuk Ko, Rui Song, C. -C. Jay Kuo
The problem of stereoscopic image quality assessment, which finds applications in 3D visual content delivery such as 3DTV, is investigated in this work. Specifically, we propose a…
Robust Uncalibrated Stereo Rectification with Constrained Geometric Distortions (USR-CGD)
Hyunsuk Ko, Han Suk Shim, Ouk Choi +1
A novel algorithm for uncalibrated stereo image-pair rectification under the constraint of geometric distortion, called USR-CGD, is presented in this work. Although it is straightf…
Object Boundary Guided Semantic Segmentation
Qin Huang, Chunyang Xia, Wenchao Zheng +3
Semantic segmentation is critical to image content understanding and object localization. Recent development in fully-convolutional neural network (FCN) has enabled accurate pixel-…