【今日CS 視覺論文速覽】 9 Jan 2019
阿新 • • 發佈：2019-01-10
今日CS.CV計算機視覺論文速覽
Wed, 9 Jan 2019
Totally 28 papers
Interesting:
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GILT,基於文字創造對應的影象，可廣泛用於插圖、封面生成、菜譜生成影象等。
Code：https://github.com/netanelyo/Recipe2ImageGAN
影象與文字描述資料集：recipe1M,Im2recipe
related:HDGAN, AttnGAN,StackGAN++ -
FakeCatcher,利用生物訊號來檢測合成視訊與影象，對抗deepfake等技術。研究人員利用面部區域生物訊號的時空特徵來檢測合成影象。首先對於成對的分離使用一元或者二元訊號轉換(photoplethysmography, rPPG or iPPG;head motion based ballistocardiogram, BCD)達到了99.39%的準確率，隨後基於此建立了通用的分類器，通過分析特徵圖和訊號轉換後的特徵來鑑別合成影象。(from 伯明翰大學 facebook)
合成數據Dataset: Face Forensics dataset， Deep Fakes dataset
ref:導師http://www.cs.binghamton.edu/~lijun/
web:http://filterfakers.com/catcher
Face2Face vid2vid Deep Video Portraits -
位姿引導的模特真實影象生成模型,在粗糙位姿的引導下，身著服飾的模特照片可以通過模型的處理得到目標姿勢的新照片。研究人員提出端到端的網路來對轉換的細節進行控制無需配對影象。(from 蘇黎世理工 AIT Lab)
網路模型模型如下圖所示，其中推理的時候可以用衣著風格照片也可以用類別編碼來輸入目標風格：
dataset：
模特資料和衣著類別標籤來自於：https://www.zalando.ch/
模特衣著和位姿資料：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
