【今日CS 视觉论文速览】 9 Jan 2019
今日CS.CV计算机视觉论文速览
Wed, 9 Jan 2019
Totally 28 papers
Interesting:
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GILT,基于文本创造对应的图像，可广泛用于插图、封面生成、菜谱生成图像等。
Code：https://github.com/netanelyo/Recipe2ImageGAN
图像与文字描述数据集：recipe1M,Im2recipe
related:HDGAN, AttnGAN,StackGAN++ -
FakeCatcher,利用生物信号来检测合成视频与图像，对抗deepfake等技术。研究人员利用面部区域生物信号的时空特征来检测合成图像。首先对于成对的分离使用一元或者二元信号转换(photoplethysmography, rPPG or iPPG;head motion based ballistocardiogram, BCD)达到了99.39%的准确率，随后基于此建立了通用的分类器，通过分析特征图和信号转换后的特征来鉴别合成图像。(from 伯明翰大学 facebook)
合成数据Dataset: Face Forensics dataset， Deep Fakes dataset
ref:导师http://www.cs.binghamton.edu/~lijun/
web:http://filterfakers.com/catcher
Face2Face vid2vid Deep Video Portraits -
位姿引导的模特真实图像生成模型,在粗糙位姿的引导下，身着服饰的模特照片可以通过模型的处理得到目标姿势的新照片。研究人员提出端到端的网络来对转换的细节进行控制无需配对图像。(from 苏黎世理工 AIT Lab)
网络模型模型如下图所示，其中推理的时候可以用衣着风格照片也可以用类别编码来输入目标风格：
dataset：
模特数据和衣着类别标签来自于：https://www.zalando.ch/
模特衣着和位姿数据：Chictopia10K dataset, Latent Sketch Module ,Conditional Sketch Module,Portray Module
realted: A Generative Model of People in Clothing
http://www.chictopia.com/
Daily Computer Vision Papers
[1] Title: Panoptic Feature Pyramid Networks
Authors:Alexander Kirillov, Ross Girshick, Kaiming He, Piotr Dollár
[2] Title: Unseen Object Segmentation in Videos via Transferable Representations
Authors:Yi-Wen Chen, Yi-Hsuan Tsai, Chu-Ya Yang, Yen-Yu Lin, Ming-Hsuan Yang
[3] Title: Stable Electromyographic Sequence Prediction During Movement Transitions using Temporal Convolutional Networks
Authors:Joseph L. Betthauser, John T. Krall, Rahul R. Kaliki, Matthew S. Fifer, Nitish V. Thakor
[4] Title: Richer and Deeper Supervision Network for Salient Object Detection
Authors:Sen Jia, Neil D. B. Bruce
[5] Title: Morphological Networks for Image De-raining
Authors:Ranjan Mondal, Pulak Purkait, Sanchayan Santra, Bhabatosh Chanda
[6] Title: GILT: Generating Images from Long Text
Authors:Ori Bar El, Ori Licht, Netanel Yosephian
[7] Title: Robust and High Performance Face Detector
Authors:Yundong Zhang, Xiang Xu, Xiaotao Liu
[8] Title: Unpaired Pose Guided Human Image Generation
Authors:Xu Chen, Jie Song, Otmar Hilliges
[9] Title: 3D Object Detection Using Scale Invariant and Feature Reweighting Networks
Authors:Xin Zhao, Zhe Liu, Ruolan Hu, Kaiqi Huang
[10] Title: Interpretable BoW Networks for Adversarial Example Detection
Authors:Krishna Kanth Nakka, Mathieu Salzmann
[11] Title: FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals
Authors:Umur Aybars Ciftci, Ilke Demir
[12] Title: Explaining AlphaGo: Interpreting Contextual Effects in Neural Networks
Authors:Zenan Ling, Haotian Ma, Yu Yang, Robert C. Qiu, Song-Chun Zhu, Quanshi Zhang
[13] Title: Ensembles of feedforward-designed convolutional neural networks
Authors:Yueru Chen, Yijing Yang, Wei Wang, C.-C. Jay Kuo
[14] Title: Spatial-Winograd Pruning Enabling Sparse Winograd Convolution
Authors:Jiecao Yu, Jongsoo Park, Maxim Naumov
[15] Title: Dynamics are Important for the Recognition of Equine Pain in Video
Authors:Sofia Broomé, Karina Bech Gleerup, Pia Haubro Andersen, Hedvig Kjellström
[16] Title: All Graphs Lead to Rome: Learning Geometric and Cycle-Consistent Representations with Graph Convolutional Networks
Authors:Stephen Phillips, Kostas Daniilidis
[17] Title: Convolutional Neural Networks on non-uniform geometrical signals using Euclidean spectral transformation
Authors:Chiyu “Max” Jiang, Dequan Wang, Jingwei Huang, Philip Marcus, Matthias Nießner
[18] Title: Reproducibility Evaluation of SLANT Whole Brain Segmentation Across Clinical Magnetic Resonance Imaging Protocols
Authors:Yunxi Xiong, Yuankai Huo, Jiachen Wang, L. Taylor Davis, Maureen McHugo, Bennett A. Landman
[19] Title: Spherical CNNs on Unstructured Grids
Authors:Chiyu “Max” Jiang, Jingwei Huang, Karthik Kashinath, Prabhat, Philip Marcus, Matthias Niessner
[20] Title: Self-Supervised Learning from Web Data for Multimodal Retrieval
Authors:Raul Gomez, Lluis Gomez, Jaume Gibert, Dimosthenis Karatzas
[21] Title: Forecasting People Trajectories and Head Poses by Jointly Reasoning on Tracklets and Vislets
Authors:Irtiza Hasan, Francesco Setti, Theodore Tsesmelis, Vasileios Belagiannis, Sikandar Amin, Alessio Del Bue, Marco Cristani, Fabio Galasso
[22] Title: Truncated nuclear norm regularization for low-rank tensor completion
Authors:Shengke Xue, Wenyuan Qiu, Fan Liu, Xinyu Jin
[23] Title: Fully-automatic segmentation of kidneys in clinical ultrasound images using a boundary distance regression network
Authors:Shi Yin, Zhengqiang Zhang, Hongming Li, Qinmu Peng, Xinge You, Susan L. Furth, Gregory E. Tasian, Yong Fan
[24] Title: Learning with Collaborative Neural Network Group by Reflection
Authors:Zehua Cheng, Liyao Gao
[25] Title: Interpretable CNNs
Authors:Quanshi Zhang, Ying Nian Wu, Song-Chun Zhu
[26] Title: Sparse One-Time Grab Sampling of Inliers
Authors:Maryam Jaberi, Marianna Pensky, Hassan Foroosh
[27] Title: FIGR: Few-shot Image Generation with Reptile
Authors:Louis Clouâtre, Marc Demers
[28] Title: On the Dimensionality of Embeddings for Sparse Features and Data
Authors:Maxim Naumov