53 citations · 195 across the 17 of their papers we have counts for
4 papers · 1 filter
Deep Eyes: Binocular Depth-from-Focus on Focal Stack Pairs
Xinqing Guo, Zhang Chen, Siyuan Li +2
Human visual system relies on both binocular stereo cues and monocular focusness cues to gain effective 3D perception. In computer vision, the two problems are traditionally solved…
Large-Scale 3D Shape Reconstruction and Segmentation from ShapeNet Core55
Li Yi, Lin Shao, Manolis Savva +47
We introduce a large-scale 3D shape understanding benchmark using data and annotation from ShapeNet 3D object database. The benchmark consists of two tasks: part-level segmentation…
An Optimal Online Method of Selecting Source Policies for Reinforcement Learning
Siyuan Li, Chongjie Zhang
Transfer learning significantly accelerates the reinforcement learning process by exploiting relevant knowledge from previous experiences. The problem of optimally selecting source…
A Learning-based Framework for Hybrid Depth-from-Defocus and Stereo Matching
Zhang Chen, Xinqing Guo, Siyuan Li +2
Depth from defocus (DfD) and stereo matching are two most studied passive depth sensing schemes. The techniques are essentially complementary: DfD can robustly handle repetitive te…