今日CS.CV計算機視覺論文速覽
Wed, 5 Dec 2018
Totally 58 papers

Daily Computer Vision Papers

[1] Title: Learning 3D Human Dynamics from Video
Authors:Angjoo Kanazawa, Jason Zhang, Panna Felsen, Jitendra Malik
[2] Title: AutoFocus: Efficient Multi-Scale Inference
Authors:Mahyar Najibi, Bharat Singh, Larry S. Davis

[3] Title: Monocular Total Capture: Posing Face, Body, and Hands in the Wild
Authors:Donglai Xiang, Hanbyul Joo, Yaser Sheikh
[4] Title: Improving Semantic Segmentation via Video Propagation and Label Relaxation
Authors:Yi Zhu, Karan Sapra, Fitsum A. Reda, Kevin J. Shih, Shawn Newsam, Andrew Tao, Bryan Catanzaro
[5] Title: Detect-to-Retrieve: Efficient Regional Aggregation for Image Search
Authors:Marvin Teichmann, Andre Araujo, Menglong Zhu, Jack Sim
[6] Title: A novel database of Children’s Spontaneous Facial Expressions (LIRIS-CSE)
Authors:Rizwan Ahmed Khan, Crenn Arthur, Alexandre Meyer, Saida Bouakaz
[7]

Title: Towards generative adversarial networks as a new paradigm for radiology education
Authors:Samuel G. Finlayson, Hyunkwang Lee, Isaac S. Kohane, Luke Oakden-Rayner
[8] Title: A Face-to-Face Neural Conversation Model
Authors:Hang Chu, Daiqing Li, Sanja Fidler
[9] Title: SurfConv: Bridging 3D and 2D Convolution for RGBD Images
Authors:Hang Chu, Wei-Chiu Ma, Kaustav Kundu, Raquel Urtasun, Sanja Fidler
[10] Title: Content Authentication for Neural Imaging Pipelines: End-to-end Optimization of Photo Provenance in Complex Distribution Channels
Authors:Pawel Korus, Nasir Memon
[11] Title: PolyMapper: Extracting City Maps using Polygons
Authors:Zuoyue Li, Jan Dirk Wegner, Aurélien Lucchi
[12] Title: Sturm: Sparse Tubal-Regularized Multilinear Regression for fMRI
Authors:Wenwen Li, Jian Lou, Shuo Zhou, Haiping Lu
[13] Title: Cross-spectral Periocular Recognition: A Survey
Authors:S. S. Behera, Bappaditya Mandal, N. B. Puhan
[14] Title: Feasibility of Colon Cancer Detection in Confocal Laser Microscopy Images Using Convolution Neural Networks
Authors:Nils Gessert, Lukas Wittig, Daniel Drömann, Tobias Keck, Alexander Schlaefer, David B. Ellebrecht
[15] Title: The Visual Centrifuge: Model-Free Layered Video Representations
Authors:Jean-Baptiste Alayrac, João Carreira, Andrew Zisserman
[16] Title: Deep Inception Generative Network for Cognitive Image Inpainting
Authors:Qingguo Xiao, Guangyao Li, Qiaochuan Chen
[17] Title: Inferring Point Clouds from Single Monocular Images by Depth Intermediation
Authors:Wei Zeng, Sezer Karaoglu, Theo Gevers
[18] Title: Meta Learning Deep Visual Words for Fast Video Object Segmentation
Authors:Harkirat Singh Behl, Mohammad Najafi, Philip H.S. Torr
[19] Title: TextField: Learning A Deep Direction Field for Irregular Scene Text Detection
Authors:Yongchao Xu, Yukang Wang, Wei Zhou, Yongpan Wang, Zhibo Yang, Xiang Bai
[20] Title: A Deep Learning Framework for Semi-Supervised Cross-Modal Retrieval with Label Prediction
Authors:Devraj Mandal, Pramod Rao, Soma Biswas
[21] Title: Estimating 6D Pose From Localizing Designated Surface Keypoints
Authors:Zelin Zhao, Gao Peng, Haoyu Wang, Hao-Shu Fang, Chengkun Li, Cewu Lu
[22] Title: Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos
Authors:Chinedu Innocent Nwoye, Didier Mutter, Jacques Marescaux, Nicolas Padoy
[23] Title: From biological vision to unsupervised hierarchical sparse coding
Authors:Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent. U Perrinet
[24] Title: Timeception for Complex Action Recognition
Authors:Noureldien Hussein, Efstratios Gavves, Arnold W.M. Smeulders
[25] Title: FaceFeat-GAN: a Two-Stage Approach for Identity-Preserving Face Synthesis
Authors:Yujun Shen, Bolei Zhou, Ping Luo, Xiaoou Tang
[26] Title: Rare Event Detection using Disentangled Representation Learning
Authors:Ryuhei Hamaguchi, Ken Sakurada, Ryosuke Nakamura
[27] Title: Towards Continuous Domain adaptation for Healthcare
Authors:Rahul Venkataramani, Hariharan Ravishankar, Saihareesh Anamandra
[28] Title: Learning to Explain with Complemental Examples
Authors:Atsushi Kanehira, Tatsuya Harada
[29] Title: Image Dehazing via Joint Estimation of Transmittance Map and Environmental Illumination
Authors:Sanchayan Santra, Ranjan Mondal, Pranoy Panda, Nishant Mohanty, Shubham Bhuyan
[30] Title: Multimodal Explanations by Predicting Counterfactuality in Videos
Authors:Atsushi Kanehira, Kentaro Takemoto, Sho Inayoshi, Tatsuya Harada
[31] Title: Conditional Video Generation Using Action-Appearance Captions
Authors:Shohei Yamamoto, Antonio Tejero-de-Pablos, Yoshitaka Ushiku, Tatsuya Harada
[32] Title: Factorized Attention: Self-Attention with Linear Complexities
Authors:Zhuoran Shen, Mingyuan Zhang, Shuai Yi, Junjie Yan, Haiyu Zhao
[33] Title: Classifying Collisions with Spatio-Temporal Action Graph Networks
Authors:Roei Herzig, Elad Levi, Huijuan Xu, Eli Brosh, Amir Globerson, Trevor Darrell
[34] Title: The Alignment of the Spheres: Globally-Optimal Spherical Mixture Alignment for Camera Pose Estimation
Authors:Dylan Campbell, Lars Petersson, Laurent Kneip, Hongdong Li, Stephen Gould
[35] Title: Ladder Networks for Semi-Supervised Hyperspectral Image Classification
Authors:Julian Büchel, Okan Ersoy
[36] Title: Zoom-In-to-Check: Boosting Video Interpolation via Instance-level Discrimination
Authors:Liangzhe Yuan, Yibo Chen, Hantian Liu, Tao Kong, Jianbo Shi
[37] Title: Walking on Thin Air: Environment-Free Physics-based Markerless Motion Capture
Authors:Micha Livne, Leonid Sigal, Marcus A. Brubaker, David J. Fleet
[38] Title: Learning to Fuse Things and Stuff
Authors:Jie Li, Allan Raventos, Arjun Bhargava, Takaaki Tagawa, Adrien Gaidon
[39] Title: Bag of Tricks for Image Classification with Convolutional Neural Networks
Authors:Junyuan Xie, Tong He, Zhi Zhang, Hang Zhang, Zhongyue Zhang, Mu Li
[40] Title: Deep Generative Modeling of LiDAR Data
Authors:Lucas Caccia, Herke van Hoof, Aaron Courville, Joelle Pineau
[41] Title: Cross-Classification Clustering: An Efficient Multi-Object Tracking Technique for 3-D Instance Segmentation in Connectomics
Authors:Yaron Meirovitch, Lu Mi, Hayk Saribekyan, Alexander Matveev, David Rolnick, Casimir Wierzynski, Nir Shavit
[42] Title: Disease Detection in Weakly Annotated Volumetric Medical Images using a Convolutional LSTM Network
Authors:Nathaniel Braman, David Beymer, Ehsan Dehghan
[43] Title: ZerNet: Convolutional Neural Networks on Arbitrary Surfaces via Zernike Local Tangent Space Estimation
Authors:Zhiyu Sun, Jia Lu, Stephen Baek
[44] Title: Crowd Sourcing based Active Learning Approach for Parking Sign Recognition
Authors:Humayun Irshad, Qazaleh Mirsharif, Jennifer Prendki
[45] Title: Semantic Image Inpainting Through Improved Wasserstein Generative Adversarial Networks
Authors:Patricia Vitoria, Joan Sintes, Coloma Ballester
[46] Title: Machine Friendly Machine Learning: Interpretation of Computed Tomography Without Image Reconstruction
Authors:Hyunkwang Lee, Chao Huang, Sehyo Yune, Shahein H. Tajmir, Myeongchan Kim, Synho Do
[47] Title: QR code denoising using parallel Hopfield networks
Authors:Ishan Bhatnagar, Shubhang Bhatnagar
[48] Title: MS-ASL: A Large-Scale Data Set and Benchmark for Understanding American Sign Language
Authors:Hamid Reza Vaezi Joze, Oscar Koller
[49] Title: Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features
Authors:Xue Feng, Nicholas Tustison, Craig Meyer
[50] Title: Identification and Recognition of Rice Diseases and Pests Using Deep Convolutional Neural Networks
Authors:Chowdhury Rafeed Rahman, Preetom Saha Arko, Mohammed Eunus Ali, Mohammad Ashik Iqbal Khan, Abu Wasif, Md. Rafsan Jani, Md. Shahjahan Kabir
[51] Title: A Two-Stream Variational Adversarial Network for Video Generation
Authors:Ximeng Sun, Huijuan Xu, Kate Saenko
[52] Title: DeepVoxels: Learning Persistent 3D Feature Embeddings
Authors:Vincent Sitzmann, Justus Thies, Felix Heide, Matthias Nießner, Gordon Wetzstein, Michael Zollhöfer
[53] Title: Disentangling Latent Hands for Image Synthesis and Pose Estimation
Authors:Linlin Yang, Angela Yao
[54] Title: Compressive Classification (Machine Learning without learning)
Authors:Vincent Schellekens, Laurent Jacques
[55] Title: A multi-class structured dictionary learning method using discriminant atom selection
Authors:R.E. Rolón, L.E. Di Persia, R.D. Spies, H.L. Rufiner
[56] Title: Prototype-based Neural Network Layers: Incorporating Vector Quantization
Authors:Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann
[57] Title: Improving Traffic Safety Through Video Analysis in Jakarta, Indonesia
Authors:João Caldeira, Alex Fout, Aniket Kesari, Raesetje Sefala, Joseph Walsh, Katy Dupre, Muhammad Rizal Khaefi, Setiaji, George Hodge, Zakiya Aryana Pramestri, Muhammad Adib Imtiyazi
[58] Title: A Hybrid Instance-based Transfer Learning Method
Authors:Azin Asgarian, Parinaz Sobhani, Ji Chao Zhang, Madalin Mihailescu, Ariel Sibilia, Ahmed Bilal Ashraf, Babak Taati

Papers from arxiv.org

Interesting:

• AutoFocus: Efficient Multi-Scale Inference,提出了一種高效的多尺度目標檢測演算法用於高效檢測小物體。這種演算法使用了由粗到精的策略，只在那些可能有小物體存在的區域使用細粒度的檢測。為了得到這些區域，本文提出了一種稱為FocusPixels的方法來預測小區域。同時為了配合FocusPixels高效的使用，研究人員給出了FocusChip來涵蓋FocusPixels區域，以減少計算量。(from 馬里蘭大學)
  
  上圖所示，不同尺度的下，只有較小的大象被標記為FocusPixels
  
  影象的處理流程如上圖所示。
  
  SNIPER

• 從單張影象恢復點雲,主要將這一重建過程分解為影象到深度圖、深度度通過相機模型到部分點雲，再到稠密點雲。
  
  模型如下所示：
  

• 基於深度Inception生成網路的認知影象修復,這篇文章提出了方法克服了先前方法單一感受野的限制和人工痕跡的生成。多感受野可以改善影象特徵的抽象能力，池化可以保持特徵不變性。inception模組用於提取高層資訊，並且利用了不同的mask資料集來提高修復模型的適應性。

包含inception模組的生成網路 （from 同濟）：

結果如下：

結果如圖所示：

• 基於改進的WGAN實現語義影象修復 （from University Pompeu Fabra）
  
  得到結果如下：
  

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pic from pixels.com