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20152022
most citedA Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges

2.7k citations · 5.1k across the 51 of their papers we have counts for

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Showing 2017Show all

7 papers · 1 filter

cs.CV2017★ 1 cited

An Iterative Co-Saliency Framework for RGBD Images

Runmin Cong, Jianjun Lei, Huazhu Fu +4

As a newly emerging and significant topic in computer vision community, co-saliency detection aims at discovering the common salient objects in multiple related images. The existin…

cs.LG2017★ 4 cited

From Common to Special: When Multi-Attribute Learning Meets Personalized Opinions

Zhiyong Yang, Qianqian Xu, Xiaochun Cao +1

Visual attributes, which refer to human-labeled semantic annotations, have gained increasing popularity in a wide range of real world applications. Generally, the existing attribut…

stat.ML2017★ 2 cited

Stochastic Non-convex Ordinal Embedding with Stabilized Barzilai-Borwein Step Size

Ke Ma, Jinshan Zeng, Jiechao Xiong +4

Learning representation from relative similarity comparisons, often called ordinal embedding, gains rising attention in recent years. Most of the existing methods are batch methods…

cs.CV2017

Saliency Detection for Stereoscopic Images Based on Depth Confidence Analysis and Multiple Cues Fusion

Runmin Cong, Jianjun Lei, Changqing Zhang +3

Stereoscopic perception is an important part of human visual system that allows the brain to perceive depth. However, depth information has not been well explored in existing salie…

cs.CV2017★ 124 cited

Co-saliency Detection for RGBD Images Based on Multi-constraint Feature Matching and Cross Label Propagation

Runmin Cong, Jianjun Lei, Huazhu Fu +3

Co-saliency detection aims at extracting the common salient regions from an image group containing two or more relevant images. It is a newly emerging topic in computer vision comm…

cs.CV2017

Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel

Wenqi Ren, Jinshan Pan, Xiaochun Cao +1

Video deblurring is a challenging problem as the blur is complex and usually caused by the combination of camera shakes, object motions, and depth variations. Optical flow can be u…

cs.MM2017★ 29 cited

Halftone Image Watermarking by Content Aware Double-sided Embedding Error Diffusion

Yuanfang Guo, Oscar C. Au, Rui Wang +2

In this paper, we carry out a performance analysis from a probabilistic perspective to introduce the EDHVW methods' expected performances and limitations. Then, we propose a new ge…