【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

Papers from arxiv.org

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）

FineGAN, 分层解耦了背景、主体形状和主体外观，来实现细粒度的生成。(from 戴维斯分校 CA）

无需细粒度标注的情况下，通过将不同因素的隐空间编码及其相关关系与信息论联系起来：
可变形卷积网络v2通过引入更复杂地整合可变形卷积以及利用调制机制来减弱不相关图像信息的影响。 (from 中科大 MSRA)
轻量化移动端人脸网络MobiFace,轻量化网络 (from 康考迪亚、CMU、阿肯色大学）