【今日CS 视觉论文速览】Fri, 1 Feb 2019

今日CS.CV计算机视觉论文速览
Fri, 1 Feb 2019
Totally 42 papers
接第二部分》》part2

Interesting:

全球酒店识别数据集Hotels-50K，为了打击人口贩卖，需要从受害者的相关照片中识别出相应的地点，特别是识别出对应的酒店尤为重要。为此研究人员建立了一个来自全球范围内50000家酒店的1M张数据集，通过这个数据集可以帮助人们从照片中找到对应的酒店从而尽快帮助追踪受害者。(from 乔治华盛顿大学、Adobe等)
识别出照片是在哪个酒店拍的：

代码&数据：https://github.com/GWUvision/Hotels-50K
研究人员：https://www2.seas.gwu.edu/~pless/index.php
https://ctolib.com/GWUvision-Hotels-50K.html
Pix2Vox，从单张图和多张图利用上下文实现三维重建。首先利用自编码器从每个视角的输入图像中生成粗略的体积模型，随后利用融合模块自适应地从每一个输入的粗糙重建中选择较好的部分进行融合，最后利用利用改进模块提升了重建模型的效果。(from HITechnology SenseTime Research)

两种不同计算量/精度的模型架构：

上下文融合模块的构造细节，利用score map来实现有效融合：

Pix2Vox图的计算量与效果的图形表示：

ref:https://chrischoy.github.io/publication/r2n2/
基于树皮识别树种的app,(from 山东农业大学)
基于web端的本地胸片疾病预测程序,可在web端通过url获取对应的程序，而患者的数据则会安全的保存在本地。（from 蒙特利尔大学）

code:https://github.com/mlmed/dl-web-xray
website:https://mlmed.org/tools/xray/

Daily Computer Vision Papers

[1] Title: Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks
Authors:Jason W. Wei, Laura J. Tafe, Yevgeniy A. Linnik, Louis J. Vaickus, Naofumi Tomita, Saeed Hassanpour
[2] Title: Text line Segmentation in Compressed Representation of Handwritten Document using Tunneling Algorithm
Authors:Amarnath R, P Nagabhushan
[3] Title: New insights on Multi-Solution Distribution of the P3P Problem
Authors:Bo Wang, Hao Hu, Caixia Zhang
[4] Title: GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects
Authors:Edward J. Smith, Scott Fujimoto, Adriana Romero, David Meger
[5] Title: Automated detection of celiac disease on duodenal biopsy slides: a deep learning approach
Authors:Jason W. Wei, Jerry W. Wei, Christopher R. Jackson, Bing Ren, Arief A. Suriawinata, Saeed Hassanpour
[6] Title: Is Image Memorability Prediction Solved?
Authors:Shay Perera, Ayellet Tal, Lihi Zelnik-Manor
[7] Title: Semantic Redundancies in Image-Classification Datasets: The 10% You Don’t Need
Authors:Vighnesh Birodkar, Hossein Mobahi, Samy Bengio
[8] Title: Equivariant Transformer Networks
Authors:Kai Sheng Tai, Peter Bailis, Gregory Valiant
[9] Title: Visual Categorization of Objects into Animal and Plant Classes Using Global Shape Descriptors
Authors:Zahra Sadeghi
[10] Title: Hotels-50K: A Global Hotel Recognition Dataset
Authors:Abby Stylianou, Hong Xuan, Maya Shende, Jonathan Brandt, Richard Souvenir, Robert Pless
[11] Title: Fast and Efficient Lenslet Image Compression
Authors:Hadi Amirpour, Antonio Pinheiro, Manuela Pereira, Mohammad Ghanbari
[12] Title: Partition Pruning: Parallelization-Aware Pruning for Deep Neural Networks
Authors:Sina Shahhosseini, Ahmad Albaqsami, Masoomeh Jasemi, Shaahin Hessabi, Nader Bagherzadeh
[13] Title: MONet: Unsupervised Scene Decomposition and Representation
Authors:Christopher P. Burgess, Loic Matthey, Nicholas Watters, Rishabh Kabra, Irina Higgins, Matt Botvinick, Alexander Lerchner
[14] Title: Tree Recognition APP of Mount Tai Based on CNN
Authors:Zhihao Cao, Xinxin Zhang
[15] Title: Learning to navigate image manifolds induced by generative adversarial networks for unsupervised video generation
Authors:Isabela Albuquerque, João Monteiro, Tiago H. Falk
[16] Title: Automatic Information Extraction from Piping and Instrumentation Diagrams
Authors:Rohit Rahul, Shubham Paliwal, Monika Sharma, Lovekesh Vig
[17] Title: Learning to Clean: A GAN Perspective
Authors:Monika Sharma, Abhishek Verma, Lovekesh Vig
[18] Title: TUNet: Incorporating segmentation maps to improve classification
Authors:Yijun Tian
[19] Title: Cross-modality (CT-MRI) prior augmented deep learning for robust lung tumor segmentation from small MR datasets
Authors:Jue Jiang, Yu-Chi Hu, Neelam Tyagi, Pengpeng Zhang, Andreas Rimner, Joseph O. Deasy, Harini Veeraraghavan
[20] Title: Noise2Self: Blind Denoising by Self-Supervision
Authors:Joshua Batson, Loic Royer
[21] Title: Efficient Relative Pose Estimation for Cameras and Generalized Cameras in Case of Known Relative Rotation Angle
Authors:Evgeniy Martyushev, Bo Li
[22] Title: Automated brain extraction of multi-sequence MRI using artificial neural networks
Authors:Fabian Isensee, Marianne Schell, Irada Tursunova, Gianluca Brugnara, David Bonekamp, Ulf Neuberger, Antje Wick, Heinz-Peter Schlemmer, Sabine Heiland, Wolfgang Wick, Martin Bendszus, Klaus Hermann Maier-Hein, Philipp Kickingereder
[23] Title: Semantic Hierarchy Preserving Deep Hashing for Large-scale Image Retrieval
Authors:Xuefei Zhe, Le Ou-Yang, Shifeng Chen, Hong Yan
[24] Title: Three-dimensional propagation and time-reversal of fluorescence images
Authors:Yichen Wu, Yair Rivenson, Hongda Wang, Yilin Luo, Eyal Ben-David, Aydogan Ozcan
[25] Title: VAE-GANs for Probabilistic Compressive Image Recovery: Uncertainty Analysis
Authors:Vineet Edupuganti, Morteza Mardani, Joseph Cheng, Shreyas Vasanawala, John Pauly
[26] Title: Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System
Authors:Joseph Paul Cohen, Paul Bertin, Vincent Frappier
[27] Title: A lossless data hiding scheme in JPEG images with segment coding
Authors:Mingming Zhang, Quan Zhou, Yanlang Hu
[28] Title: Joint Iris Segmentation and Localization Using Deep Multi-task Learning Framework
Authors:Caiyong Wang, Yuhao Zhu, Yunfan Liu, Ran He, Zhenan Sun
[29] Title: Improving Model Robustness with Transformation-Invariant Attacks
Authors:Houpu Yao, Zhe Wang, Guangyu Nie, Yassine Mazboudi, Yezhou Yang, Yi Ren
[30] Title: On Intra-Class Variance for Deep Learning of Classifiers
Authors:Rafal Pilarczyk, Wladyslaw Skarbek
[31] Title: Human Face Expressions from Images - 2D Face Geometry and 3D Face Local Motion versus Deep Neural Features
Authors:Rafal Pilarczyk, Xin Chang, Wladyslaw Skarbek
[32] Title: Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images
Authors:Haozhe Xie, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Shengping Zhang, Xiaojun Tong
[33] Title: Similar Image Search for Histopathology: SMILY
Authors:Narayan Hegde (1), Jason D. Hipp (1), Yun Liu (1), Michael E. Buck (2), Emily Reif (1), Daniel Smilkov (1), Michael Terry (1), Carrie J. Cai (1), Mahul B. Amin (3), Craig H. Mermel (1), Phil Q. Nelson (1), Lily H. Peng (1), Greg S. Corrado (1), Martin C. Stumpe (1) ((1) Google AI Healthcare, Mountain View, CA (2) Avoneaux Medical Institute, Baltimore, MD (3) Department of Pathology and Laboratory Medicine, University of Tennessee Health Science Center, Memphis, TN)
[34] Title: Texture-Aware Superpixel Segmentation
Authors:Remi Giraud, Vinh-Thong Ta, Nicolas Papadakis, Yannick Berthoumieu
[35] Title: Saliency detection for seismic applications using multi-dimensional spectral projections and directional comparisons
Authors:Muhammad Amir Shafiq, Zhiling Long, Tariq Alshawi, Ghassan AlRegib
[36] Title: Resolution enhancement in scanning electron microscopy using deep learning
Authors:Kevin de Haan, Zachary S. Ballard, Yair Rivenson, Yichen Wu, Aydogan Ozcan
[37] Title: DDSL: Deep Differentiable Simplex Layer for Learning Geometric Signals
Authors:Chiyu “Max” Jiang, Dana Lynn Ona Lansigan, Philip Marcus, Matthias Nießner
[38] Title: Real-world Mapping of Gaze Fixations Using Instance Segmentation for Road Construction Safety Applications
Authors:Idris Jeelani, Khashayar Asadi, Hariharan Ramshankar, Kevin Han, Alex Albert
[39] Title: A Convolutional Neural Network for the Automatic Diagnosis of Collagen VI related Muscular Dystrophies
Authors:Adrián Bazaga, Mònica Roldán, Carmen Badosa, Cecilia Jiménez-Mallebrera, Josep M. Porta
[40] Title: Inducing Sparse Coding and And-Or Grammar from Generator Network
Authors:Xianglei Xing, Song-Chun Zhu, Ying Nian Wu
[41] Title: Capturing Object Detection Uncertainty in Multi-Layer Grid Maps
Authors:Sascha Wirges, Marcel Reith-Braun, Martin Lauer, Christoph Stiller
[42] Title: Spatial-Temporal Graph Convolutional Networks for Sign Language Recognition
Authors:Cleison Correia de Amorim, David Macêdo, Cleber Zanchettin

Papers from arxiv.org

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