【今日CS 视觉论文速览】Thu, 17 Jan 2019
今日CS.CV计算机视觉论文速览
Thu, 17 Jan 2019
Totally 21 papers
Interesting:
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DeepSDF,提出了一种基于连续符号距离函数的几何外形表示方法，可以从部分输入的三维数据实现高精度表示、插值、补全。它主要利用了一种体积场来表示连续曲面的表面，场中点的幅值表示距离边界的距离而符号则表示区域处于面内还是面外。同时相较于传统的只能表示单一形状的SDF，这一模型可以表示一整类的形状。（from 华盛顿大学）
基于深度学习为SDF建模：
一些重建结果：
基于点云补全形状：
数据集：SharpNet
相关工作：3D-EPN ，AtlasNet-Sphere， AtlasNet，OGN(基于八叉树) -
基于注意力机制的多级风格迁移，解决了内容图和风格图之间视觉注意力的分布，并利用不同层级的笔触效果来渲染。（from 清华）
训练自编码器：MS-COCO dataset，ImageNet dataset
相关工作：: StyleSwap[2], AdaIN [7], WCT [13] and Avatar-Net [19]. -
基于三维空间先验的轻量化单目人脸捕捉 ， （from Shridhar Ravikumar）
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水下图像增强综述
水下各种影响图像采集的因素：
近年来的主要方法：
一些图像效果提升的结果：
数据集:[Realistic Underwater Image Enhancement (RUIE)]
其他：https://www.eng.tau.ac.il/~berman/UnderwaterColorRestoration/
workshop：http://marine.acfr.usyd.edu.au/iccv13uv/ -
MRI向CT的风格迁移过程，实现了利用核磁共振数据向基于X光的CT数据的风格迁移，利用了U-Net,pix2pix, 基于内容的3D 合成分别实现和比较。(from 慕尼黑工大）
code:https://github.com/bodokaiser/mrtoct-tensorflow
数据集:Retrospective Image Registration Evaluation(RIRE) dataset
Cancer Imaging Archive
Alzheimer’s Disease Neuroimaging Initiative (ADNI)
Open Access Series of
Imaging Studies (OASIS) -
三维变换估计算法测评，从不同数据集表现、鲁棒性和效率等方面进行了评测(from 上海交大)
数据集:
Daily Computer Vision Papers
[1] Title: Domain Adaptation for Structured Output via Discriminative Representations
Authors:Yi-Hsuan Tsai, Kihyuk Sohn, Samuel Schulter, Manmohan Chandraker
[2] Title: Nonrigid reconstruction of 3D breast surfaces with a low-cost RGBD camera for surgical planning and aesthetic evaluation
Authors:Rene Lacher, Francisco Vasconcelos, Norman Williams, Gerrit Rindermann, John Hipwell, David Hawkes, Danail Stoyanov
[3] Title: UAN: Unified Attention Network for Convolutional Neural Networks
Authors:Tony Joseph, Konstantinos G. Derpanis, Faisal Z. Qureshi
[4] Title: DAFE-FD: Density Aware Feature Enrichment for Face Detection
Authors:Vishwanath A. Sindagi, Vishal M. Patel
[5] Title: Technical Report on Visual Quality Assessment for Frame Interpolation
Authors:Hui Men, Hanhe Lin, Vlad Hosu, Daniel Maurer, Andres Bruhn, Dietmar Saupe
[6] Title: Lightweight Markerless Monocular Face Capture with 3D Spatial Priors
Authors:Shridhar Ravikumar
[7] Title: Real-world Underwater Enhancement: Challenging, Benchmark and Efficient Solutions
Authors:Risheng Liu, Minjun Hou, Xin Fan, Zhongxuan Luo
[8] Title: MRI to CT Translation with GANs
Authors:Bodo Kaiser, Shadi Albarqouni
[9] Title: Deep Grid Net (DGN): A Deep Learning System for Real-Time Driving Context Understanding
Authors:Liviu Marina, Bogdan Trasnea, Cocias Tiberiu, Andrei Vasilcoi, Florin Moldoveanu, Sorin Grigorescu
[10] Title: A Functional Representation for Graph Matching
Authors:Fu-Dong Wang, Gui-Song Xia, Nan Xue, Yipeng Zhang, Marcello Pelillo
[11] Title: Deep Supervised Hashing leveraging Quadratic Spherical Mutual Information for Content-based Image Retrieval
Authors:Nikolaos Passalis, Anastasios Tefas
[12] Title: Attention-aware Multi-stroke Style Transfer
Authors:Yuan Yao, Jianqiang Ren, Xuansong Xie, Weidong Liu, Yong-Jin Liu, Jun Wang
[13] Title: Actions Speak Louder Than (Pass)words: Passive Authentication of Smartphone Users via Deep Temporal Features
Authors:Debayan Deb, Arun Ross, Anil K. Jain, Kwaku Prakah-Asante, K. Venkatesh Prasad
[14] Title: A Comprehensive Performance Evaluation for 3D Transformation Estimation Techniques
Authors:Bao Zhao, Xiaobo Chen, Xinyi Le, Juntong Xi
[15] Title: DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation
Authors:Jeong Joon Park, Peter Florence, Julian Straub, Richard Newcombe, Steven Lovegrove
[16] Title: Light-weighted Saliency Detection with Distinctively Lower Memory Cost and Model Size
Authors:Shanghua Xiao
[17] Title: Seizure Detection using Least EEG Channels by Deep Convolutional Neural Network
Authors:Mustafa Talha Avcu, Zhuo Zhang, Derrick Wei Shih Chan
[18] Title: Uncertainty-Aware Driver Trajectory Prediction at Urban Intersections
Authors:Xin Huang, Stephen McGill, Brian C. Williams, Luke Fletcher, Guy Rosman
[19] Title: A novel 3D display based on micro-volumetric scanning and real time reconstruction of holograms principle
Authors:Guangjun Wang
[20] Title: On complexity of branching droplets in electrical field
Authors:Mohammad Mahdi Dehshibi, Jitka Cejkova, Dominik Svara, Andrew Adamatzky
[21] Title: Algorithms for -based semi-supervised learning on graphs
Authors:Mauricio Flores Rios, Jeff Calder, Gilad Lerman
