今日CS.CV计算机视觉论文速览
Tue, 15 Jan 2019
Totally 45 papers
Interesting:
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LiFF,用于描述四维光场数据的特征描述子。基于SIFT特征提出的新算子,可以在有遮挡的情况下 描述物体的特征并进行检测。(from 斯坦福)
在噪声下检测稳定:
一些光场检测结果:
code和数据集:http://dgd.vision/Tools/LiFF/ -
射频光场,将计算成像的概念用于射频波段,拓展光场的应用范围。(from 斯坦福)
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提出了semantic grouping的方法来对图像分割迁移进行了改进。通过对同类物体语义分割的结果进行归并来提升风格迁移的效果。
改变分割阈值后的结果:
优化框架:
一些结果:
code:https://github.com/Spenhouet/automated-deep-photo-style-transfer
分割数据集:ADE20K
风格迁移的视觉美学数据集A Large-Scale Database for Aesthetic Visual Analysis:AVA dataset,另一个下载位置
ref:Deep Photo Style Transfer
语义分析框架
巨大的数据集库:http://riemenschneider.hayko.at/vision/dataset/index.php -
指纹活体检测,利用生成对抗训练出判别器,并将活体检测定义为单分类问题来处理。研究还建立了包含十二种不同虚假指纹的5500张虚假指纹和11800张活体指纹。对于手机解锁、安防等十分重要(from 密歇根州立)
研究人员自己的数据集:Spoof Dataset
一作主页:http://www.cse.msu.edu/~engelsm7/
开源指纹检测设备:RaspiReader
常用的指纹活体检测数据集:livDet
一些指纹数据集:http://biometrics.cse.msu.edu/pub/databases.html
一个相关实验室:https://precisebiometrics.com/products/fingerprint-spoof-liveness-detection/lab/
一个相关视频:https://www.youtube.com/watch?v=fZJI_BrMZXU -
基于图像的情感引导文字生成,(from 上海交大)
网络结构:
一些结果:
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DeepFlash,将智能手机拍摄的图像转换为像影棚中拍摄的专业图像。
(from 意大利巴西利卡塔大学)
基于VGG的残差结构:
一些结果:
ref:
图像提升数据集
参考论文HDRnet
实验中使用的视频数据集 -
分割河面冰块,主要难点在于数据缺乏和分辨浮冰与冻住的固定冰块十分困难。(from 阿尔伯塔大学)
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肝脏肿瘤分割的基准LiTS,(from 慕尼黑工大等)
数据集下载:https://github.com/PatrickChrist/LiTS-CHALLENGE
ref:
数据集:ISBI 2017
3Dircadb-01 3Dircadb-02 Sliver’07 MICCAI TCGA-LIHC TCIA MIDAS IMAR
Results: http://www.sliver07.org/results.php, accessed: 13.01.2019
Results: http://mbi.dkfz-heidelberg.de/grand-challenge2007/sites/proceed.htm, accessed: 13.01.2019
Results: https://www.imageclef.org/2015/liver, accessed: 13.01.2019 -
iPhys,一个基于图像的非接触心理测试工具包。
Daily Computer Vision Papers
[1] Title: River Ice Segmentation with Deep Learning
Authors:Abhineet Singh, Hayden Kalke, Nilanjan Ray, Mark Loewen
[2] Title: Unsupervised Visual Feature Learning with Spike-timing-dependent Plasticity: How Far are we from Traditional Feature Learning Approaches?
Authors:Pierre Falez, Pierre Tirilly, Ioan Marius Bilasco, Philippe Devienne, Pierre Boulet
[3] Title: iPhys: An Open Non-Contact Imaging-Based Physiological Measurement Toolbox
Authors:Daniel McDuff, Ethan Blackford
[4] Title: Iterative Deep Learning Based Unbiased Stereology With Human-in-the-Loop
Authors:Saeed S. Alahmari, Dmitry Goldgof, Lawrence O. Hall, Palak Dave, Hady Ahmady Phoulady, Peter R. Mouton
[5] Title: DeepFlash: Turning a Flash Selfie into a Studio Portrait
Authors:Nicola Capece, Francesco Banterle, Paolo Cignoni, Fabio Ganovelli, Roberto Scopigno, Ugo Erra
[6] Title: Semi-supervised Learning with Graphs: Covariance Based Superpixels For Hyperspectral Image Classification
Authors:Philip, Sellars, Angelica, Aviles-Rivero, Nicolas, Papadakis, David, Coomes, Anita, Faul, Carola-Bibane, Schönlieb
[7] Title: Edge SLAM: Edge Points Based Monocular Visual SLAM
Authors:Soumyadip Maity, Arindam Saha, Brojeshwar Bhowmick
[8] Title: Multi-band Weighted Norm Minimization for Color and Multispectral Image Denoising
Authors:Yanchi Su, Zhanshan Li
[9] Title: Fast and Robust Multi-Person 3D Pose Estimation from Multiple Views
Authors:Junting Dong, Wen Jiang, Qixing Huang, Hujun Bao, Xiaowei Zhou
[10] Title: Vehicles Detection Based on Background Modeling
Authors:Mohamed Shehata, Reda Abo-Al-Ez, Farid Zaghlool, Mohamed Taha Abou-Kreisha
[11] Title: GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis
Authors:Zhaoyang Xu, Carlos Fernández Moro, Béla Bozóky, Qianni Zhang
[12] Title: The Liver Tumor Segmentation Benchmark (LiTS)
Authors:Patrick Bilic, Patrick Ferdinand Christ, Eugene Vorontsov, Grzegorz Chlebus, Hao Chen, Qi Dou, Chi-Wing Fu, Xiao Han, Pheng-Ann Heng, Jürgen Hesser, Samuel Kadoury, Tomasz Konopczynski, Miao Le, Chunming Li, Xiaomeng Li, Jana Lipkovà, John Lowengrub, Hans Meine, Jan Hendrik Moltz, Chris Pal, Marie Piraud, Xiaojuan Qi, Jin Qi, Markus Rempfler, Karsten Roth, Andrea Schenk, Anjany Sekuboyina, Eugene Vorontsov, Ping Zhou, Christian Hülsemeyer, Marcel Beetz, Florian Ettlinger, Felix Gruen, Georgios Kaissis, Fabian Lohöfer, Rickmer Braren, Julian Holch, Felix Hofmann, Wieland Sommer, Volker Heinemann, Colin Jacobs, Gabriel Efrain Humpire Mamani, Bram van Ginneken, Gabriel Chartrand, An Tang, Michal Drozdzal, Avi Ben-Cohen, Eyal Klang, Marianne M. Amitai, Eli Konen, Hayit Greenspan, et al. (9 additional authors not shown)
[13] Title: A Machine-Synesthetic Approach To DDoS Network Attack Detection
Authors:Anna Kuznetsova, Yuri Monakhov, Oleg Nikitin, Alexey Kharlamov, Alexandr Amochkin
[14] Title: RNN-based Generative Model for Fine-Grained Sketching
Authors:Andrin Jenal, Nikolay Savinov, Torsten Sattler, Gaurav Chaurasia
[15] Title: Auto-Retoucher(ART) - A framework for Background Replacement and Image Editing
Authors:Yunxuan Xiao, Yikai Li, Yuwei Wu, Lizhen Zhu
[16] Title: Light-Field for RF
Authors:Manikanta Kotaru, Guy Satat, Ramesh Raskar, Sachin Katti
[17] Title: Image retrieval method based on CNN and dimension reduction
Authors:Zhihao Cao, Shaomin Mu, Yongyu Xu, Mengping Dong
[18] Title: Generalizing Fingerprint Spoof Detector: Learning a One-Class Classifier
Authors:Joshua J. Engelsma, Anil K. Jain
[19] Title: LiFF: Light Field Features in Scale and Depth
Authors:Donald G. Dansereau, Bernd Girod, Gordon Wetzstein
[20] Title: Automated Deep Photo Style Transfer
Authors:Sebastian Penhouët, Paul Sanzenbacher
[21] Title: Real-time Joint Object Detection and Semantic Segmentation Network for Automated Driving
Authors:Ganesh Sistu, Isabelle Leang, Senthil Yogamani
[22] Title: NRMVS: Non-Rigid Multi-View Stereo
Authors:Matthias Innmann, Kihwan Kim, Jinwei Gu, Matthias Niessner, Charles Loop, Marc Stamminger, Jan Kautz
[23] Title: SteganoGAN: Pushing the Limits of Image Steganography
Authors:Kevin Alex Zhang, Alfredo Cuesta-Infante, Kalyan Veeramachaneni
[24] Title: HorizonNet: Learning Room Layout with 1D Representation and Pano Stretch Data Augmentation
Authors:Cheng Sun, Chi-Wei Hsiao, Min Sun, Hwann-Tzong Chen
[25] Title: Deep-learning-based identification of odontogenic keratocysts in hematoxylin- and eosin-stained jaw cyst specimens
Authors:Kei Sakamoto, Kei-ichi Morita, Tohru Ikeda, Kou Kayamori
[26] Title: One-view occlusion detection for stereo matching with a fully connected CRF model
Authors:Mikhail G. Mozerov, Joost van de Weijer
[27] Title: Summarization and Visualization of Large Volumes of Broadcast Video Data
Authors:Kumar Abhishek, Ashok Yogi
[28] Title: Boundary-Aware Network for Fast and High-Accuracy Portrait Segmentation
Authors:Xi Chen, Donglian Qi, Jianxin Shen
[29] Title: 3D Human Pose Machines with Self-supervised Learning
Authors:Keze Wang, Liang Lin, Chenhan Jiang, Pengxu Wei, Chen Qian
[30] Title: Learning Pairwise Relationship for Multi-object Detection in Crowded Scenes
Authors:Yu Liu, Lingqiao Liu, Hamid Rezatofighi, Thanh-Toan Do, Qinfeng Shi, Ian Reid
[31] Title: Automatic classification of geologic units in seismic images using partially interpreted examples
Authors:Bas Peters, Justin Granek, Eldad Haber
[32] Title: UPSNet: A Unified Panoptic Segmentation Network
Authors:Yuwen Xiong, Renjie Liao, Hengshuang Zhao, Rui Hu, Min Bai, Ersin Yumer, Raquel Urtasun
[33] Title: DeepSpline: Data-Driven Reconstruction of Parametric Curves and Surfaces
Authors:Jun Gao, Chengcheng Tang, Vignesh Ganapathi-Subramanian, Jiahui Huang, Hao Su, Leonidas J. Guibas
[34] Title: Using Scene Graph Context to Improve Image Generation
Authors:Subarna Tripathi, Anahita Bhiwandiwalla, Alexei Bastidas, Hanlin Tang
[35] Title: Residual Pyramid FCN for Robust Follicle Segmentation
Authors:Zhewei Wang, Weizhen Cai, Charles D. Smith, Noriko Kantake, Thomas J. Rosol, Jundong Liu
[36] Title: The Deeper, the Better: Analysis of Person Attributes Recognition
Authors:Esube Bekele, Wallace Lawson
[37] Title: Translating SAR to Optical Images for Assisted Interpretation
Authors:Shilei Fu, Feng Xu, Ya-Qiu Jin
[38] Title: Anticipation and next action forecasting in video: an end-to-end model with memory
Authors:Fiora Pirri, Lorenzo Mauro, Edoardo Alati, Valsamis Ntouskos, Mahdieh Izadpanahkakhk, Elham Omrani
[39] Title: Neumann Networks for Inverse Problems in Imaging
Authors:Davis Gilton, Greg Ongie, Rebecca Willett
[40] Title: Generating Adversarial Perturbation with Root Mean Square Gradient
Authors:Yatie Xiao, Chi-Man Pun, Jizhe Zhou
[41] Title: Quadratization in discrete optimization and quantum mechanics
Authors:Nike Dattani
[42] Title: Learning Shared Semantic Space with Correlation Alignment for Cross-modal Event Retrieval
Authors:Zhenguo Yang, Zehang Lin, Peipei Kang, Jianming Lv, Qing Li, Wenyin Liu
[43] Title: NEARBY Platform for Detecting Asteroids in Astronomical Images Using Cloud-based Containerized Applications
Authors:V. Bacu, A. Sabou, T. Stefanut, D. Gorgan, O. Vaduvescu
[44] Title: Image Based Review Text Generation with Emotional Guidance
Authors:Xuehui Sun, Zihan Zhou, Yuda Fan
[45] Title: Introducing a Generative Adversarial Network Model for Lagrangian Trajectory Simulation
Authors:Jingwei Gan, Pai Liu, Rajan K. Chakrabarty