【今日CV 计算机视觉论文速览】Tue, 26 Feb 2019

今日CS.CV计算机视觉论文速览
Tue, 26 Feb 2019
Totally 40 papers

Interesting:

DDFlow从非标签数据中提炼出光流，利用教-学模型来实现无标签数据的模型学习,（from 香港中文）

模型架构：

一些效果：

相关光流数据集：Flying Chairs (Dosovitskiy et al. 2015), MPI Sintel (Butler et al. 2012), KITTI 2012(Geiger, Lenz, and Urtasun 2012), and KITTI 2015。
相关方法：

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动态特征融合用于图像语义边缘检测，提出动态权重方法来针对图像不同区域的特征进行融合。利用深层特征图和权重学习器学习动态权重，并加载到各层不同的特征图上进行融合，实现了对于不同区域和层次特征的动态处理，提高了语义边缘检测的效率。（from 中科院大学）

网络的模型架构如下：

模型结果如下：

数据集：SBD<-author, The Cityscapes Dataset
ref:Fully Convolutional Networks for Semantic Segmentation

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GQA一个真实图像复杂问答问答数据集,(from 斯坦福)
link

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基于Saak（Subspace approximation with augmented kernels）特征的可视化、可解释可辨别性分析，待理解(from 南加州大学)
saak transform:

可解释性特征：

slt-10dataset

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车牌识别综述,包括相机、环境、交通情况和车牌情况的影响，主要流程为二值–定位–分割–识别。dataset

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自动驾驶转角情况处理

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Daily Computer Vision Papers

[1] Title: Condition-Invariant Multi-View Place Recognition
Authors:Jose M. Facil, Daniel Olid, Luis Montesano, Javier Civera
[2] Title: FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation
Authors:Paul Voigtlaender, Yuning Chai, Florian Schroff, Hartwig Adam, Bastian Leibe, Liang-Chieh Chen
[3] Title: MUREL: Multimodal Relational Reasoning for Visual Question Answering
Authors:Remi Cadene, Hedi Ben-younes, Matthieu Cord, Nicolas Thome
[4] Title: A Review on Automatic License Plate Recognition System
Authors:Satadal Saha
[5] Title: Data augmentation using learned transforms for one-shot medical image segmentation
Authors:Amy Zhao, Guha Balakrishnan, Frédo Durand, John V. Guttag, Adrian V. Dalca
[6] Title: Dual Attention Networks for Visual Reference Resolution in Visual Dialog
Authors:Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang
[7] Title: Making History Matter: Gold-Critic Sequence Training for Visual Dialog
Authors:Tianhao Yang, Zheng-Jun Zha, Hanwang Zhang
[8] Title: Similarity Learning Networks for Animal Individual Re-Identification - Beyond the Capabilities of a Human Observer
Authors:Stefan Schneider, Graham W. Taylor, Stefan Linquist, Stefan C. Kremer
[9] Title: End-to-end Hand Mesh Recovery from a Monocular RGB Image
Authors:Xiong Zhang, Qiang Li, Wenbo Zhang, Wen Zheng
[10] Title: Deep High-Resolution Representation Learning for Human Pose Estimation
Authors:Ke Sun, Bin Xiao, Dong Liu, Jingdong Wang
[11] Title: Towards Corner Case Detection for Autonomous Driving
Authors:Jan-Aike Bolte, Andreas Bär, Daniel Lipinski, Tim Fingscheidt
[12] Title: A Survey of Crowdsourcing in Medical Image Analysis
Authors:Silas Ørting, Andrew Doyle, Matthias Hirth Arno van Hilten, Oana Inel, Christopher R. Madan, Panagiotis Mavridis, Helen Spiers, Veronika Cheplygina
[13] Title: DDFlow: Learning Optical Flow with Unlabeled Data Distillation
Authors:Pengpeng Liu, Irwin King, Michael R.Lyu, Jia Xu
[14] Title: An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition
Authors:Chenyang Si, Wentao Chen, Wei Wang, Liang Wang, Tieniu Tan
[15] Title: Visualization, Discriminability and Applications of Interpretable Saak Features
Authors:Abinaya Manimaran, Thiyagarajan Ramanathan, Suya You, C-C Jay Kuo
[16] Title: Dynamic Feature Fusion for Semantic Edge Detection
Authors:Yuan Hu, Yunpeng Chen, Xiang Li, Jiashi Feng
[17] Title: Beyond Photometric Loss for Self-Supervised Ego-Motion Estimation
Authors:Tianwei Shen, Zixin Luo, Lei Zhou, Hanyu Deng, Runze Zhang, Tian Fang, Long Quan
[18] Title: Privacy-Preserving Action Recognition using Coded Aperture Videos
Authors:Zihao Wang, Vibhav Vineet, Francesco Pittaluga, Sudipta Sinha, Oliver Cossairt, Sing Bing Kang
[19] Title: SSA-CNN: Semantic Self-Attention CNN for Pedestrian Detection
Authors:Chengju Zhou, Meiqing Wu, Siew-Kei Lam
[20] Title: A large annotated medical image dataset for the development and evaluation of segmentation algorithms
Authors:Amber L. Simpson, Michela Antonelli, Spyridon Bakas, Michel Bilello, Keyvan Farahani, Bram van Ginneken, Annette Kopp-Schneider, Bennett A. Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M. Summers, Patrick Bilic, Patrick F. Christ, Richard K. G. Do, Marc Gollub, Jennifer Golia-Pernicka, Stephan H. Heckers, William R. Jarnagin, Maureen K. McHugo, Sandy Napel, Eugene Vorontsov, Lena Maier-Hein, M. Jorge Cardoso
[21] Title: Automatic ISP image quality tuning using non-linear optimization
Authors:Jun Nishimura, Timo Gerasimow, Sushma Rao, Aleksandar Sutic, Chyuan-Tyng Wu, Gilad Michael
[22] Title: U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument
Authors:S. M. Kamrul Hasan, Cristian A. Linte
[23] Title: Transferability of Deep Learning Algorithms for Malignancy Detection in Confocal Laser Endomicroscopy Images from Different Anatomical Locations of the Upper Gastrointestinal Tract
Authors:Marc Aubreville, Miguel Goncalves, Christian Knipfer, Nicolai Oetter, Helmut Neumann, Florian Stelzle, Christopher Bohr, Andreas Maier
[24] Title: Bi-Skip: A Motion Deblurring Network Using Self-paced Learning
Authors:Yiwei Zhang, Chunbiao Zhu, Ge Li, Yuan Zhao, Haifeng Shen
[25] Title: Seeing Through Fog Without Seeing Fog: Deep Sensor Fusion in the Absence of Labeled Training Data
Authors:Mario Bijelic, Fahim Mannan, Tobias Gruber, Werner Ritter, Klaus Dietmayer, Felix Heide
[26] Title: 3D Guided Fine-Grained Face Manipulation
Authors:Zhenglin Geng, Chen Cao, Sergey Tulyakov
[27] Title: TBNet:Pulmonary Tuberculosis Diagnosing System using Deep Neural Networks
Authors:Ram Srivatsav Ghorakavi
[28] Title: Illumination-invariant Face recognition by fusing thermal and visual images via gradient transfer
Authors:Sumit Agarwal, Harshit S. Sikchi, Suparna Rooj, Shubhobrata Bhattacharya, Aurobinda Routray
[29] Title: A visual encoding model based on deep neural networks and transfer learning
Authors:Chi Zhang, Kai Qiao, Linyuan Wang, Li Tong, Guoen Hu, Ruyuan Zhang, Bin Yan
[30] Title: Facial Motion Prior Networks for Facial Expression Recognition
Authors:Yuedong Chen, Jianfeng Wang, Shikai Chen, Zhongchao Shi, Jianfei Cai
[31] Title: A Deep, Information-theoretic Framework for Robust Biometric Recognition
Authors:Renjie Xie, Yanzhi Chen, Yan Wo, Qiao Wang
[32] Title: Spatial-Temporal Convolutional LSTMs for Tumor Growth Prediction by Learning 4D Longitudinal Patient Data
Authors:Ling Zhang, Le Lu, Robert M. Zhu, Mohammadhadi Bagheri, Ronald M. Summers, Jianhua Yao
[33] Title: Discriminative Pattern Mining for Breast Cancer Histopathology Image Classification via Fully Convolutional Autoencoder
Authors:Xingyu Li, Marko Radulovic, Ksenija Kanjer, Konstantinos N. Plataniotis
[34] Title: GQA: a new dataset for compositional question answering over real-world images
Authors:Drew A. Hudson, Christopher D. Manning
[35] Title: Adversarial attacks hidden in plain sight
Authors:Jan Philip Göpfert, Heiko Wersing, Barbara Hammer
[36] Title: GraphFlow: A New Graph Convolutional Network Based on Parallel Flows
Authors:Feng Ji, Jielong Yang, Wee Peng Tay
[37] Title: A Dual Symmetric Gauss-Seidel Alternating Direction Method of Multipliers for Hyperspectral Sparse Unmixing
Authors:Longfei Ren, Chengjing Wang, Peipei Tang, Zheng Ma
[38] Title: Medical Multimodal Classifiers Under Scarce Data Condition
Authors:Faik Aydin, Maggie Zhang, Michelle Ananda-Rajah, Gholamreza Haffari
[39] Title: A Convex Relaxation Barrier to Tight Robust Verification of Neural Networks
Authors:Hadi Salman, Greg Yang, Huan Zhang, Cho-Jui Hsieh, Pengchuan Zhang
[40] Title: Formula of Volume of Revolution with Integration by Parts and Extension
Authors:Yi Liu, Jingwei Liu

Papers from arxiv.org

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