【今日CV 视觉论文速览】 04 Dec 2018

今日CS.CV计算机视觉论文速览
Tue, 4 Dec 2018
Totally 102 papers

Interesting:

EdgeConv,一种用于点云高级任务的新方法，可以堆叠或递归使用学习全局形状特征，在特征空间里可以抓取语义信息，并拓展了对点云细粒度的几何特征抽取的理解。与pointNet不同的是，这一网络可以得到局部几何信息同时保持形状不变性。（from MIT）

通过抽取edge feature来描述点和领域的关系，下图显示了如何计算边缘特征。

用于分类和分割的架构：

语义分割和表面法向量估计的结果：
Nesti-Net基于局域点云描述的方法用于估计表面法向量。这种局域描述方法使用了多尺度的点云统计（ multi-scale point statistics），并在局域粗略的高斯grid上进行估计。（from iit）

这样的表示适合于输入CNN架构。文章中的尺度管理和多尺度专家网络。其中大量使用了3D的Inception模块

法向量估计使用了混合专家架构，基于数据驱动的方法选择每一点领域优化尺度，实现了尺度预测。这对于不同噪声水平下的鲁棒性提升很重要。

最终表面估计误差如下图所示：

Daily Computer Vision Papers

[1] Title: Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning
Authors:Mitchell Wortsman, Kiana Ehsani, Mohammad Rastegari, Ali Farhadi, Roozbeh Mottaghi
[2] Title: Chest X-Rays Image Inpainting with Context Encoders
Authors:Davide Belli, Shi Hu, Ecem Sogancioglu, Bram van Ginneken
[3] Title: Visual Memory for Robust Path Following
Authors:Ashish Kumar, Saurabh Gupta, David Fouhey, Sergey Levine, Jitendra Malik
[4] Title: SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection
Authors:Eric Tzeng, Kaylee Burns, Kate Saenko, Trevor Darrell
[5] Title: The Right (Angled) Perspective: Improving the Understanding of Road Scenes using Boosted Inverse Perspective Mapping
Authors:Tom Bruls, Horia Porav, Lars Kunze, Paul Newman
[6] Title: Domain Alignment with Triplets
Authors:Weijian Deng, Liang Zheng, Jianbin Jiao
[7] Title: What can I do here? Leveraging Deep 3D saliency and geometry for fast and scalable multiple affordance detection
Authors:Eduardo Ruiz, Walterio Mayol-Cuevas
[8] Title: A Consolidated Approach to Convolutional Neural Networks and the Kolmogorov Complexity
Authors:D Yoan L. Mekontchou Yomba
[9] Title: Incorporating Deep Features in the Analysis of Tissue Microarray Images
Authors:Donghui Yan, Timothy W. Randolph, Jian Zou, Peng Gong
[10] Title: AI Matrix - Synthetic Benchmarks for DNN
Authors:Wei Wei, Lingjie Xu, Lingling Jin, Wei Zhang, Tianjun Zhang
[11] Title: Cluster-Based Learning from Weakly Labeled Bags in Digital Pathology
Authors:Shazia Akbar, Anne L. Martel
[12] Title: Relation Networks for Optic Disc and Fovea Localization in Retinal Images
Authors:Sudharshan Chandra Babu, Shishira R Maiya, Sivasankar Elango
[13] Title: Integral Geometric Dual Distributions of Multilinear Models
Authors:Sami Sebastian Brandt
[14] Title: Joint Mapping and Calibration via Differentiable Sensor Fusion
Authors:Jonathan P. Chen, Fritz Obermeyer, Vladimir Lyapunov, Lionel Gueguen, Noah D. Goodman
[15] Title: Image-based model parameter optimisation using Model-Assisted Generative Adversarial Networks
Authors:Saúl Alonso-Monsalve, Leigh H. Whitehead
[16] Title: Automatic lesion boundary detection in dermoscopy
Authors:Glib Kechyn
[17] Title: Deep Learning based Pedestrian Detection at Distance in Smart Cities
Authors:R. Dinakaran, A. Bouridane, L. Zhang, F. Mehboob, A. Rauf, R. Jiang
[18] Title: On the Nonlinear Statistics of Optical Flow
Authors:Henry Adams, Johnathan Bush, Brittany Carr, Lara Kassab, Joshua Mirth
[19] Title: SUGAMAN: Describing Floor Plans for Visually Impaired by Annotation Learning and Proximity based Grammar
Authors:Shreya Goyal, Satya Bhavsar, Shreya Patel, Chiranjoy Chattopadhyay, Gaurav Bhatnagar
[20] Title: Microscope 2.0: An Augmented Reality Microscope with Real-time Artificial Intelligence Integration
Authors:Po-Hsuan Cameron Chen, Krishna Gadepalli, Robert MacDonald, Yun Liu, Kunal Nagpal, Timo Kohlberger, Jeffrey Dean, Greg S. Corrado, Jason D. Hipp, Martin C. Stumpe
[21] Title: A Wasserstein GAN model with the total variational regularization
Authors:Lijun Zhang, Yujin Zhang, Yongbin Gao
[22] Title: Towards Spectral Estimation from a Single RGB Image in the Wild
Authors:Berk Kaya, Yigit Baran Can, Radu Timofte
[23] Title: Disentangling Adversarial Robustness and Generalization
Authors:David Stutz, Matthias Hein, Bernt Schiele
[24] Title: Nose, eyes and ears: Head pose estimation by locating facial keypoints
Authors:Aryaman Gupta, Kalpit Thakkar, Vineet Gandhi, P J Narayanan
[25] Title: Attention-based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions
Authors:Masanori Suganuma, Xing Liu, Takayuki Okatani
[26] Title: Towards Accurate Task Accomplishment with Low-Cost Robotic Arms
Authors:Yiming Zuo, Weichao Qiu, Lingxi Xie, Fangwei Zhong, Yizhou Wang, Alan L. Yuille
[27] Title: EnsNet: Ensconce Text in the Wild
Authors:Shuaitao Zhang, Yuliang Liu, Lianwen Jin, Yaoxiong Huang, Songxuan Lai
[28] Title: SUSiNet: See, Understand and Summarize it
Authors:Petros Koutras, Petros Maragos
[29] Title: Nesti-Net: Normal Estimation for Unstructured 3D Point Clouds using Convolutional Neural Networks
Authors:Yizhak Ben-Shabat, Michael Lindenbaum, Anath Fischer
[30] Title: An Analysis by Synthesis Approach for Automatic Vertebral Shape Identification in Clinical QCT
Authors:Stefan Reinhold. Timo Damm, Lukas Huber, Reimer Andresen, Reinhard Barkmann, Claus-C. Glüer, Reinhard Koch
[31] Title: Tensor N-tubal rank and its convex relaxation for low-rank tensor recovery
Authors:Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Teng-Yu Ji, Tian-Hui Ma
[32] Title: An Interpretable Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data
Authors:Eoin Brophy, José Juan Dominguez Veiga, Zhengwei Wang, Alan F. Smeaton, Tomas E. Ward
[33] Title: Deep Hierarchical Machine: a Flexible Divide-and-Conquer Architecture
Authors:Shichao Li, Xin Yang, Tim Cheng
[34] Title: Unsupervised Deep Slow Feature Analysis for Change Detection in Multi-Temporal Remote Sensing Images
Authors:Bo Du, Lixiang Ru, Chen Wu, Liangpei Zhang
[35] Title: Spatial-temporal Fusion Convolutional Neural Network for Simulated Driving Behavior Recognition
Authors:Yaocong Hu, MingQi Lu, Xiaobo Lu
[36] Title: Towards Visual Feature Translation
Authors:Jie Hu, Rongrong Ji, Hong Liu, Shengchuan Zhang, Cheng Deng, Qi Tian
[37] Title: Practical Window Setting Optimization for Medical Image Deep Learning
Authors:Hyunkwang Lee, Myeongchan Kim, Synho Do
[38] Title: SUSAN: Segment Unannotated image Structure using Adversarial Network
Authors:Fang Liu
[39] Title: Universal Perturbation Attack Against Image Retrieval
Authors:Jie Li, Rongrong Ji, Hong Liu, Xiaopeng Hong, Yue Gao, Qi Tian
[40] Title: XNet: A convolutional neural network (CNN) implementation for medical X-Ray image segmentation suitable for small datasets
Authors:Joseph Bullock, Carolina Cuesta-Lazaro, Arnau Quera-Bofarull
[41] Title: Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble Model
Authors:Jie Zhao, Quanzheng Li, Hongfeng Li, Li Zhang
[42] Title: Elastic Boundary Projection for 3D Medical Imaging Segmentation
Authors:Tianwei Ni, Lingxi Xie, Huangjie Zheng, Elliot K. Fishman, Alan L. Yuille
[43] Title: Multi-task Learning of Hierarchical Vision-Language Representation
Authors:Duy-Kien Nguyen, Takayuki Okatani
[44] Title: VADRA: Visual Adversarial Domain Randomization and Augmentation
Authors:Rawal Khirodkar, Donghyun Yoo, Kris M. Kitani
[45] Title: DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Color Image
Authors:Jiaxiong Qiu, Zhaopeng Cui, Yinda Zhang, Xingdi Zhang, Shuaicheng Liu, Bing Zeng, Marc Pollefeys
[46] Title: Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization
Authors:Siyuan Qiao, Zhe Lin, Jianming Zhang, Alan Yuille
[47] Title: Unsupervised Domain Adaptation using Generative Models and Self-ensembling
Authors:Eman T. Hassan, Xin Chen, David Crandall
[48] Title: Ego-Downward and Ambient Video based Person Location Association
Authors:Liang Yang, Hao Jiang, Jizhong Xiao, Zhouyuan Huo
[49] Title: Anchor Box Optimization for Object Detection
Authors:Yuanyi Zhong, Jianfeng Wang, Jian Peng, Lei Zhang
[50] Title: “Double-DIP”: Unsupervised Image Decomposition via Coupled Deep-Image-Priors
Authors:Yossi Gandelsman, Assaf Shocher, Michal Irani
[51] Title: Disentangling Propagation and Generation for Video Prediction
Authors:Hang Gao, Huazhe Xu, Qi-Zhi Cai, Ruth Wang, Fisher Yu, Trevor Darrell
[52] Title: Deep Cosine Metric Learning for Person Re-Identification
Authors:Nicolai Wojke, Alex Bewley
[53] Title: Pedestrian Detection with Autoregressive Network Phases
Authors:Garrick Brazil, Xiaoming Liu
[54] Title: Computing Spatial Image Convolutions for Event Cameras
Authors:Cedric Scheerlinck, Nick Barnes, Robert Mahony
[55] Title: GPSfM: Global Projective SFM Using Algebraic Constraints on Multi-View Fundamental Matrices
Authors:Yoni Kasten, Amnon Geifman, Meirav Galun, Ronen Basri
[56] Title: A Psychovisual Analysis on Deep CNN Features for Perceptual Metrics and A Novel Psychovisual Loss
Authors:Taimoor Tariq, Munchurl Kim
[57] Title: CASIA-SURF: A Dataset and Benchmark for Large-scale Multi-modal Face Anti-Spoofing
Authors:Shifeng Zhang, Xiaobo Wang, Ajian Liu, Chenxu Zhao, Jun Wan, Sergio Escalera, Hailin Shi, Zezheng Wang, Stan Z. Li
[58] Title: Kiki Kills: Identifying Dangerous Challenge Videos from Social Media
Authors:Nupur Baghel, Yaman Kumar, Paavini Nanda, Rajiv Ratn Shah, Debanjan Mahata, Roger Zimmermann
[59] Title: MDU-Net: Multi-scale Densely Connected U-Net for\linebreak biomedical image segmentation
Authors:Jiawei Zhang, Yuzhen Jin, Jilan Xu, Xiaowei Xu, Yanchun Zhang
[60] Title: How to Make a BLT Sandwich? Learning to Reason towards Understanding Web Instructional Videos
Authors:Shaojie Wang, Wentian Zhao, Ziyi Kou, Chenliang Xu
[61] Title: Image Score: How to Select Useful Samples
Authors:Simiao Zuo, Jialin Wu
[62] Title: PVRNet: Point-View Relation Neural Network for 3D Shape Recognition
Authors:Haoxuan You, Yifan Feng, Xibin Zhao, Changqing Zou, Rongrong Ji, Yue Gao
[63] Title: Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning
Authors:Chen Wei, Lingxi Xie, Xutong Ren, Yingda Xia, Chi Su, Jiaying Liu, Qi Tian, Alan L. Yuille
[64] Title: End-to-end Learning of Convolutional Neural Net and Dynamic Programming for Left Ventricle Segmentation
Authors:Nhat M. Nguyen, Nilanjan Ray
[65] Title: CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark
Authors:Jiefeng Li, Can Wang, Hao Zhu, Yihuan Mao, Hao-Shu Fang, Cewu Lu
[66] Title: ECO: Egocentric Cognitive Mapping
Authors:Jayant Sharma, Zixing Wang, Alberto Speranzon, Vijay Venkataraman, Hyun Soo Park
[67] Title: Multi-modal Capsule Routing for Actor and Action Video Segmentation Conditioned on Natural Language Queries
Authors:Bruce McIntosh, Kevin Duarte, Yogesh S Rawat, Mubarak Shah
[68] Title: Plan-Recognition-Driven Attention Modeling for Visual Recognition
Authors:Yantian Zha, Yikang Li, Tianshu Yu, Subbarao Kambhampati, Baoxin Li
[69] Title: Classifying a specific image region using convolutional nets with an ROI mask as input
Authors:Sagi Eppel
[70] Title: Explaining the Ambiguity of Object Detection and 6D Pose from Visual Data
Authors:Fabian Manhardt, Diego Martin Arroyo, Christian Rupprecht, Benjamin Busam, Nassir Navab, Federico Tombari
[71] Title: HUMBI 1.0: HUman Multiview Behavioral Imaging Dataset
Authors:Zhixuan Yu, Jae Shin Yoon, Prashanth Venkatesh, Jaesik Park, Jihun Yu, Hyun Soo Park
[72] Title: Lifelong Learning for Image Captioning by Asking Natural Language Questions
Authors:Kevin Shen, Amlan Kar, Sanja Fidler
[73] Title: Internal Distribution Matching for Natural Image Retargeting
Authors:Assaf Shocher, Shai Bagon, Phillip Isola, Michal Irani
[74] Title: Towards Traversing the Continuous Spectrum of Image Retrieval
Authors:Ziad Al-Halah, Andreas M. Lehrmann, Leonid Sigal
[75] Title: Racial Faces in-the-Wild: Reducing Racial Bias by Deep Unsupervised Domain Adaptation
Authors:Mei Wang, Weihong Deng, Jiani Hu, Jianteng Peng, Xunqiang Tao, Yaohai Huang
[76] Title: Vision-Based Gait Analysis for Senior Care
Authors:David Xue, Anin Sayana, Evan Darke, Kelly Shen, Jun-Ting Hsieh, Zelun Luo, Li-Jia Li, N. Lance Downing, Arnold Milstein, Li Fei-Fei
[77] Title: Learning RoI Transformer for Detecting Oriented Objects in Aerial Images
Authors:Jian Ding, Nan Xue, Yang Long, Gui-Song Xia, Qikai Lu
[78] Title: Automated segmentaiton and classification of arterioles and venules using Cascading Dilated Convolutional Neural Networks
Authors:Meng Li, Yan Zhang, Haicheng She, Jinqiong Zhou, Jia Jia, Danmei He, Li Zhang
[79] Title: NOTE-RCNN: NOise Tolerant Ensemble RCNN for Semi-Supervised Object Detection
Authors:JIyang Gao, Jiang Wang, Shengyang Dai, Li-Jia Li, Ram Nevatia
[80] Title: Snapshot Distillation: Teacher-Student Optimization in One Generation
Authors:Chenglin Yang, Lingxi Xie, Chi Su, Alan L. Yuille
[81] Title: Multi-View Egocentric Video Summarization
Authors:Mohamed Elfeki, Aidean Sharghi, Srikrishna Karanam, Ziyan Wu, Ali Borji
[82] Title: From Third Person to First Person: Dataset and Baselines for Synthesis and Retrieval
Authors:Mohamed Elfeki, Krishna Regmi, Shervin Ardeshir, Ali Borji
[83] Title: Understanding Unequal Gender Classification Accuracy from Face Images
Authors:Vidya Muthukumar, Tejaswini Pedapati, Nalini Ratha, Prasanna Sattigeri, Chai-Wah Wu, Brian Kingsbury, Abhishek Kumar, Samuel Thomas, Aleksandra Mojsilovic, Kush R. Varshney
[84] Title: Mixed Precision Quantization of ConvNets via Differentiable Neural Architecture Search
Authors:Bichen Wu, Yanghan Wang, Peizhao Zhang, Yuandong Tian, Peter Vajda, Kurt Keutzer
[85] Title: MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment
Authors:Da Zhang, Xiyang Dai, Xin Wang, Yuan-Fang Wang, Larry S. Davis
[86] Title: Adversarial Defense by Stratified Convolutional Sparse Coding
Authors:Bo Sun, Nian-hsuan Tsai, Fangchen Liu, Ronald Yu, Hao Su
[87] Title: TextureNet: Consistent Local Parametrizations for Learning from High-Resolution Signals on Meshes
Authors:Jingwei Huang, Haotian Zhang, Li Yi, Thomas Funkhouser, Matthias Nießner, Leonidas Guibas
[88] Title: Generating Diverse Programs with Instruction Conditioned Reinforced Adversarial Learning
Authors:Aishwarya Agrawal, Mateusz Malinowski, Felix Hill, Ali Eslami, Oriol Vinyals, Tejas Kulkarni
[89] Title: Iterative Potts minimization for the recovery of signals with discontinuities from indirect measurements – the multivariate case
Authors:Lukas Kiefer, Martin Storath, Andreas Weinmann
[90] Title: Novel Quality Metric for Duration Variability Compensation in Speaker Verification using i-Vectors
Authors:Arnab Poddar, Md Sahidullah, Goutam Saha
[91] Title: Mapping Informal Settlements in Developing Countries with Multi-resolution, Multi-spectral Data
Authors:Patrick Helber, Bradley Gram-Hansen, Indhu Varatharajan, Faiza Azam, Alejandro Coca-Castro, Veronika Kopackova, Piotr Bilinski
[92] Title: Generating Material Maps to Map Informal Settlements
Authors:Patrick Helber, Bradley Gram-Hansen, Indhu Varatharajan, Faiza Azam, Alejandro Coca-Castro, Veronika Kopackova, Piotr Bilinski
[93] Title: Knowledge Distillation with Feature Maps for Image Classification
Authors:Wei-Chun Chen, Chia-Che Chang, Chien-Yu Lu, Che-Rung Lee
[94] Title: Visual Foresight: Model-Based Deep Reinforcement Learning for Vision-Based Robotic Control
Authors:Frederik Ebert, Chelsea Finn, Sudeep Dasari, Annie Xie, Alex Lee, Sergey Levine
[95] Title: Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning
Authors:Zhibo Wang, Mengkai Song, Zhifei Zhang, Yang Song, Qian Wang, Hairong Qi
[96] Title: A multi-task deep learning model for the classification of Age-related Macular Degeneration
Authors:Qingyu Chen, Yifan Peng, Tiarnan Keenan, Shazia Dharssi, Elvira Agron, Wai T. Wong, Emily Y. Chew, Zhiyong Lu
[97] Title: ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
Authors:Han Cai, Ligeng Zhu, Song Han
[98] Title: Cross-Modulation Networks for Few-Shot Learning
Authors:Hugo Prol, Vincent Dumoulin, Luis Herranz
[99] Title: A Deep Learning Approach for Multi-View Engagement Estimation of Children in a Child-Robot Joint Attention task
Authors:Jack Hadfield, Georgia Chalvatzaki, Petros Koutras, Mehdi Khamassi, Costas S. Tzafestas, Petros Maragos
[100] Title: On-line Human Gait Stability Prediction using LSTMs for the fusion of Deep-based Pose Estimation and LRF-based Augmented Gait State Estimation in an Intelligent Robotic Rollator
Authors:Georgia Chalvatzaki, Petros Koutras, Jack Hadfield, Xanthi S. Papageorgiou, Costas S. Tzafestas, Petros Maragos
[101] Title: DVC: An End-to-end Deep Video Compression Framework
Authors:Guo Lu, Wanli Ouyang, Dong Xu, Xiaoyun Zhang, Chunlei Cai, Zhiyong Gao
[102] Title: Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition
Authors:Tong Yu, Didier Mutter, Jacques Marescaux, Nicolas Padoy

Papers from arxiv.org

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