【今日CV 视觉论文速览】28 Nov 2018
今日CS.CV计算机视觉论文速览
Wed, 28 Nov 2018
Totally 62 papers
Daily Computer Vision Papers
[1] Title: Deformable ConvNets v2: More Deformable, Better Results
Authors:Xizhou Zhu, Han Hu, Stephen Lin, Jifeng Dai
[2] Title: Integrated Object Detection and Tracking with Tracklet-Conditioned Detection
Authors:Zheng Zhang, Dazhi Cheng, Xizhou Zhu, Stephen Lin, Jifeng Dai
[3] Title: Label-Noise Robust Generative Adversarial Networks
Authors:Takuhiro Kaneko, Yoshitaka Ushiku, Tatsuya Harada
[4] Title: Class-Distinct and Class-Mutual Image Generation with GANs
Authors:Takuhiro Kaneko, Yoshitaka Ushiku, Tatsuya Harada
[5] Title: FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery
Authors:Krishna Kumar Singh, Utkarsh Ojha, Yong Jae Lee
[6] Title: Understanding and Improving Kernel Local Descriptors
Authors:Arun Mukundan, Giorgos Tolias, Andrei Bursuc, Hervé Jégou, Ondřej Chum
[7] Title: See before you see: Real-time high speed motion prediction using fast aperture-robust event-driven visual flow
Authors:Himanshu Akolkar, SioHoi Ieng, Ryad Benosman
[8] Title: Unprocessing Images for Learned Raw Denoising
Authors:Tim Brooks, Ben Mildenhall, Tianfan Xue, Jiawen Chen, Dillon Sharlet, Jonathan T. Barron
[9] Title: Bilinear Parameterization For Differentiable Rank-Regularization
Authors:Marcus Valtonen Örnhag, Carl Olsson, Anders Heyden
[10] Title: Automatic Face Aging in Videos via Deep Reinforcement Learning
Authors:Chi Nhan Duong, Khoa Luu, Kha Gia Quach, Nghia Nguyen, Eric Patterson, Tien D. Bui, Ngan Le
[11] Title: MobiFace: A Lightweight Deep Learning Face Recognition on Mobile Devices
Authors:Chi Nhan Duong, Kha Gia Quach, Ngan Le, Nghia Nguyen, Khoa Luu
[12] Title: Fast Object Detection in Compressed Video
Authors:Shiyao Wang, Hongchao Lu, Pavel Dmitriev, Zhidong Deng
[13] Title: Understanding the Importance of Single Directions via Representative Substitution
Authors:Li Chen, Hailun Ding, Qi Li, Zhuo Li, Jian Peng, Haifeng Li
[14] Title: Dense xUnit Networks
Authors:Idan Kligvasser, Tomer Michaeli
[15] Title: Eliminating Exposure Bias and Loss-Evaluation Mismatch in Multiple Object Tracking
Authors:Andrii Maksai, Pascal Fua
[16] Title: GarNet: A Two-stream Network for Fast and Accurate 3D Cloth Draping
Authors:Erhan Gundogdu, Victor Constantin, Amrollah Seifoddini, Minh Dang, Mathieu Salzmann, Pascal Fua
[17] Title: Noise2Void - Learning Denoising from Single Noisy Images
Authors:Alexander Krull, Tim-Oliver Buchholz, Florian Jug
[18] Title: One-Shot Item Search with Multimodal Data
Authors:Jonghwa Yim, Junghun James Kim, Daekyu Shin
[19] Title: MagicVO: End-to-End Monocular Visual Odometry through Deep Bi-directional Recurrent Convolutional Neural Network
Authors:Jian Jiao, Jichao Jiao, Yaokai Mo, Weilun Liu, Zhongliang Deng
[20] Title: Deep Learned Frame Prediction for Video Compression
Authors:Serkan Sulun
[21] Title: Deep Geometric Prior for Surface Reconstruction
Authors:Francis Williams, Teseo Schneider, Claudio Silva, Denis Zorin, Joan Bruna, Daniele Panozzo
[22] Title: Beyond One Glance: Gated Recurrent Architecture for Hand Segmentation
Authors:Wei Wang, Kaicheng Yu, Joachim Hugonot, Pascal Fua, Mathieu Salzmann
[23] Title: Efficient Image Retrieval via Decoupling Diffusion into Online and Offline Processing
Authors:Fan Yang, Ryota Hinami, Yusuke Matsui, Steven Ly, Shin’ichi Satoh
[24] Title: Are 2D-LSTM really dead for offline text recognition?
Authors:Bastien Moysset, Ronaldo Messina
[25] Title: DSBI: Double-Sided Braille Image Dataset and Algorithm Evaluation for Braille Dots Detection
Authors:Renqiang Li, Hong Liu, Xiangdong Wan, Yueliang Qiang
[26] Title: UnDEMoN 2.0: Improved Depth and Ego Motion Estimation through Deep Image Sampling
Authors:Madhu Babu V, Swagat Kumar, Anima Majumder, Kaushik Das
[27] Title: Automatic Image Stylization Using Deep Fully Convolutional Networks
Authors:Feida Zhu, Yizhou Yu
[28] Title: Affinity Derivation and Graph Merge for Instance Segmentation
Authors:Yiding Liu, Siyu Yang, Bin Li, Wengang Zhou, Jizheng Xu, Houqiang Li, Yan Lu
[29] Title: Object Tracking by Reconstruction with View-Specific Discriminative Correlation Filters
Authors:Ugur Kart, Alan Lukezic, Matej Kristan, Joni-Kristian Kamarainen, Jiri Matas
[30] Title: Sampling Techniques for Large-Scale Object Detection from Sparsely Annotated Objects
Authors:Yusuke Niitani, Takuya Akiba, Tommi Kerola, Toru Ogawa, Shotaro Sano, Shuji Suzuki
[31] Title: Algae Detection Using Computer Vision and Deep Learning
Authors:Arabinda Samantaray, Baijian Yang, J. Eric Dietz, Byung-Cheol Min
[32] Title: CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation
Authors:Junsong Fan, Zhaoxiang Zhang, Tieniu Tan
[33] Title: Part-level Car Parsing and Reconstruction from Single Street View
Authors:Qichuan Geng, Feixiang Lu, Xinyu Huang, Sen Wang, Xinjing Cheng, Zhong Zhou, Ruigang Yang
[34] Title: From Recognition to Cognition: Visual Commonsense Reasoning
Authors:Rowan Zellers, Yonatan Bisk, Ali Farhadi, Yejin Choi
[35] Title: Noise-tolerant Audio-visual Online Person Verification using an Attention-based Neural Network Fusion
Authors:Suwon Shon, Tae-Hyun Oh, James Glass
[36] Title: Perceptual Conditional Generative Adversarial Networks for End-to-End Image Colourization
Authors:Shirsendu Sukanta Halder, Kanjar De, Partha Pratim Roy
[37] Title: Probability-based Detection Quality (PDQ): A Probabilistic Approach to Detection Evaluation
Authors:David Hall, Feras Dayoub, John Skinner, Peter Corke, Gustavo Carneiro, Niko Sünderhauf
[38] Title: A Fully Sequential Methodology for Convolutional Neural Networks
Authors:Yiwen Huang, Rihui Wu, Pinglai Ou
[39] Title: Reconstruction Loss Minimized FCN for Single Image Dehazing
Authors:Shirsendu Sukanta Halder, Sanchayan Santra, Bhabatosh Chanda
[40] Title: Unsupervised Image Captioning
Authors:Yang Feng, Lin Ma, Wei Liu, Jiebo Luo
[41] Title: Tackling Early Sparse Gradients in Softmax Activation Using Leaky Squared Euclidean Distance
Authors:Wei Shen, Rujie Liu
[42] Title: Event-Based Structured Light for Depth Reconstruction using Frequency Tagged Light Patterns
Authors:T. Leroux, S.-H. Ieng, R. Benosman
[43] Title: Generating Attention from Classifier Activations for Fine-grained Recognition
Authors:Wei Shen, Rujie Liu
[44] Title: Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning
Authors:Xiao Wang, Tao Sun, Rui Yang, Chenglong Li, Bin Luo, Jin Tang
[45] Title: A Coarse-to-fine Deep Convolutional Neural Network Framework for Frame Duplication Detection and Localization in Video Forgery
Authors:Chengjiang Long, Arslan Basharat, Anthony Hoogs
[46] Title: Joint Monocular 3D Vehicle Detection and Tracking
Authors:Hou-Ning Hu, Qi-Zhi Cai, Dequan Wang, Ji Lin, Min Sun, Philipp Krähenbühl, Trevor Darrell, Fisher Yu
[47] Title: MIST: Multiple Instance Spatial Transformer Network
Authors:Baptiste Angles, Shahram Izadi, Andrea Tagliasacchi, Kwang Moo Yi
[48] Title: IGNOR: Image-guided Neural Object Rendering
Authors:Justus Thies, Michael Zollhöfer, Christian Theobalt, Marc Stamminger, Matthias Nießner
[49] Title: Learning View Priors for Single-view 3D Reconstruction
Authors:Hiroharu Kato, Tatsuya Harada
[50] Title: Bilateral Adversarial Training: Towards Fast Training of More Robust Models Against Adversarial Attacks
Authors:Jianyu Wang
[51] Title: Time-Aware and View-Aware Video Rendering for Unsupervised Representation Learning
Authors:Shruti Vyas, Yogesh S Rawat, Mubarak Shah
[52] Title: LSTA: Long Short-Term Attention for Egocentric Action Recognition
Authors:Swathikiran Sudhakaran, Sergio Escalera, Oswald Lanz
[53] Title: Attentive Relational Networks for Mapping Images to Scene Graphs
Authors:Mengshi Qi, Weijian Li, Zhengyuan Yang, Yunhong Wang, Jiebo Luo
[54] Title: Matching Features without Descriptors: Implicitly Matched Interest Points (IMIPs)
Authors:Titus Cieslewski, Michael Bloesch, Davide Scaramuzza
[55] Title: GANsfer Learning: Combining labelled and unlabelled data for GAN based data augmentation
Authors:Christopher Bowles, Roger Gunn, Alexander Hammers, Daniel Rueckert
[56] Title: Art2Real: Unfolding the Reality of Artworks via Semantically-Aware Image-to-Image Translation
Authors:Matteo Tomei, Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara
[57] Title: Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions
Authors:Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara
[58] Title: Understanding Image Quality and Trust in Peer-to-Peer Marketplaces
Authors:Xiao Ma, Lina Mezghani, Kimberly Wilber, Hui Hong, Robinson Piramuthu, Mor Naaman, Serge Belongie
[59] Title: Evolving Space-Time Neural Architectures for Videos
Authors:AJ Piergiovanni, Anelia Angelova, Alexander Toshev, Michael S. Ryoo
[60] Title: Learning Robust Representations for Automatic Target Recognition
Authors:Justin A. Goodwin, Olivia M. Brown, Taylor W. Killian, Sung-Hyun Son
[61] Title: Adversarial Video Compression Guided by Soft Edge Detection
Authors:Sungsoo Kim, Jin Soo Park, Christos G. Bampis, Jaeseong Lee, Mia K. Markey, Alexandros G. Dimakis, Alan C. Bovik
[62] Title: Noisy Computations during Inference: Harmful or Helpful?
Authors:Minghai Qin, Dejan Vucinic
Interesting:
-
基于深度学习的自动调色 (from 香港大学)
数据集：Uniform, 场景分割ADE20K -
利用单张图像去噪Noise2Void,基于两个假设：
信号与像素相关
噪声与像素独立
利用新设计的盲点网络来去除噪声(from 德国马普研究所MPI-CBG/PKS)
最终的恢复效果*ggg。 -
Unprocessing Images for Learned Raw Denoising提出图像逆处理,将图像根据成像过程转换为调色、gamma调节、白平衡、色域转换等流程，通过直接处理原始图像传感器的原始测量数据来去噪。Darmstadt Noise数据集上得到了14%-38% 的提升和 9×-18×训练加速。（from Google， Berkeley）
