【今日CS 視覺論文速覽】31 Dec 2018
今日CS.CV計算機視覺論文速覽
Mon, 31 Dec 2018
Totally 42 papers
Interesting:
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識別藝術作品中的物體,利用非監督方法在繪畫、卡通和草圖中進行物體識別。利用風格遷移將繪畫作品遷移到目標域中，並獲取不變的特徵，利用風格遷移在藝術作品中實現了自動標註。（from 匹茲堡大學）
多種形式的影象中抽取出不變的特徵：
CASPA Dataset
ACCV2018 -
基於量子計算的影象處理，利用量子傅立葉變換及相關演算法實現了靈活的量子影象表示、重建和邊緣檢測等任務。(from 阿肯色大學)
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利用簡單隨機取樣和隨機局外點移除的方法來
防止三維點雲分類對抗攻擊,（from 中科大）
基於隨機點移除的攻擊防禦方法：
實驗結果，紅色表示對抗攻擊樣本：
Dataset：ModelNet40 -
基於先前的斷層掃描進行有效的重建，用於檢測新的結構, 對於新出現的未知結構，利用差分變化圖和已有的結構進行精確的重建。(from 莫納什大學)
新出現的結構來作為測試集：
較好的重建效果：
包括土豆、秋葵、芽等的植物三維掃描資料集 -
TROVE,一種基於三條射線和一個定點檢測方法用於雙目相機空間位姿估計。這一方法不依靠傳統的角點搜尋或者PnP問題求解，而是利用空間中交於一個定點的三條線和一個點來進行，達到了60Hz的實時速度(1280*760p雙目）和高精度（0.2度，2cm）(from 香港大學)
平均誤差圖
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顯著性目標檢測,基於層級的內容增強演算法，（from 南開大學）
層級內容增強模組:
多尺度深度學習架構總結：
結果很好：
Dataset：s. DUTS [41], ECSSD [49], SOD [34], HKU-IS [23], THUR15K [6] and DUT-OMRON [50].
ref:
https://blog.csdn.net/ametor/article/details/51275084
dataset:http://mmcheng.net/zh/salobjbenchmark/
https://blog.csdn.net/StupidAutofan/article/details/80915535
人臉識別和人臉空間,TODO:(from 德州大學)
CNN頂層的相似性空間特徵視覺化：
識別強度變分的高層相似性空間視覺化：
Dataset:CASIA-WebFace
UMDFaces
MS-Celeb-1M, download, collection
生物識別與安全技術研究中心
視覺化：
t-sne：Visualizing data using t-sne
ref:
POETICON video dataset
Landscan Population Dataset,1 Geospatial ,2,Landscan
InsightFace
- 從影象級分類標籤中得到由粗到精的語義分割結果,避免了使用畫素級的分割標記或者目標級別的框，通過初始化的mask來不斷迴歸改善，在每張圖只需要一個類別標籤的情況下就可以處理包含多個物體的照片。（from紐約城市大學）
結果：
Dataset：ImageNet，VOC，MIT Object Discovery Dataset
SIGNAL CLASSIFICATION UNDER STRUCTURED SPARSITY CONSTRAINTS,對於分類問題，一般包含了特徵抽取和分類器兩部分。在實際中常常遇到訓練不充分和噪聲、遮擋的影響、以及類內高方差類間低方差的問題。作者利用稀疏表示來解決這一系列問題，提出了基於稀疏表示的分類器SRC。
low-rank shared dictionary learning framework (LRSDL)
Daily Computer Vision Papers
[1] Title: Learning to Reconstruct Shapes from Unseen Classes
Authors:Xiuming Zhang, Zhoutong Zhang, Chengkai Zhang, Joshua B. Tenenbaum, William T. Freeman, Jiajun Wu
[2] Title: Center Emphasized Visual Saliency and Contrast-based Full Reference Image Quality Index
Authors:Md Abu Layek, Sanjida Afroz, TaeChoong Chung, Eui-Nam Huh
[3] Title: Artistic Object Recognition by Unsupervised Style Adaptation
Authors:Christopher Thomas, Adriana Kovashka
[4] Title: Image Processing in Quantum Computers
Authors:Aditya Dendukuri, Khoa Luu
[5] Title: Deflecting 3D Adversarial Point Clouds Through Outlier-Guided Removal
Authors:Hang Zhou, Kejiang Chen, Weiming Zhang, Han Fang, Wenbo Zhou, Nenghai Yu
[6] Title: Hierarchical LSTMs with Adaptive Attention for Visual Captioning
Authors:Jingkuan Song, Xiangpeng Li, Lianli Gao, Heng Tao Shen
[7] Title: Learning from past scans: Tomographic reconstruction to detect new structures
Authors:Preeti Gopal, Sharat Chandran, Imants Svalbe, Ajit Rajwade
[8] Title: TROVE Feature Detection for Online Pose Recovery by Binocular Cameras
Authors:Yuance Liu, Michael Z. Q. Chen
[9] Title: Salient Object Detection via High-to-Low Hierarchical Context Aggregation
Authors:Yun Liu, Yu Qiu, Le Zhang, JiaWang Bian, Guang-Yu Nie, Ming-Ming Cheng
[10] Title: Spatiotemporal Data Fusion for Precipitation Nowcasting
Authors:Vladimir Ivashkin, Vadim Lebedev
[11] Title: Deep Convolutional Neural Networks in the Face of Caricature: Identity and Image Revealed
Authors:Matthew Q. Hill (1), Connor J. Parde (1), Carlos D. Castillo (2), Y. Ivette Colon (1), Rajeev Ranjan (2), Jun-Cheng Chen (2), Volker Blanz (3), Alice J. O’Toole (1) ((1) The University of Texas at Dallas, (2) University of Maryland, (3) University of Siegen)
[12] Title: Coarse-to-fine Semantic Segmentation from Image-level Labels
Authors:Longlong Jing, Yucheng Chen, Yingli Tian
[13] Title: Signal Classification under structure sparsity constraints
Authors:Tiep Huu Vu
[14] Title: Adaptive Image Sampling using Deep Learning and its Application on X-Ray Fluorescence Image Reconstruction
Authors:Qiqin Dai, Henry Chopp, Emeline Pouyet, Oliver Cossairt, Marc Walton, Aggelos K. Katsaggelos
[15] Title: DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems
Authors:Husheng Zhou, Wei Li, Yuankun Zhu, Yuqun Zhang, Bei Yu, Lingming Zhang, Cong Liu
[16] Title: Hyperspectral Unmixing Based on Clustered Multitask Networks
Authors:Sara Khoshsokhan, Roozbeh Rajabi, Hadi Zayyani
[17] Title: Future semantic segmentation of time-lapsed videos with large temporal displacement
Authors:Talha Siddiqui, Samarth Bharadwaj
[18] Title: Can Image Enhancement be Beneficial to Find Smoke Images in Laparoscopic Surgery?
Authors:Congcong Wang, Vivek Sharma, Yu Fan, Faouzi Alaya Cheikh, Azeddine Beghdadi, Ole Jacob Elle, Rainer Stiefelhagen
[19] Title: Semantic Driven Multi-Camera Pedestrian Detection
Authors:Alejandro López-Cifuentes, Marcos Escudero-Viñolo, Jesús Bescós, Pablo Carballeira
[20] Title: 3D Point-Capsule Networks
Authors:Yongheng Zhao, Tolga Birdal, Haowen Deng, Federico Tombari
[21] Title: SMPLR: Deep SMPL reverse for 3D human pose and shape recovery
Authors:Meysam Madadi, Hugo Bertiche, Sergio Escalera
[22] Title: Finite State Machines for Semantic Scene Parsing and Segmentation
Authors:Hichem Sahbi
[23] Title: S4-Net: Geometry-Consistent Semi-Supervised Semantic Segmentation
Authors:Sinisa Stekovic, Friedrich Fraundorfer, Vincent Lepetit
[24] Title: Surface Networks via General Covers
Authors:Niv Haim, Nimrod Segol, Heli Ben-Hamu, Haggai Maron, Yaron Lipman
[25] Title: No-Reference Color Image Quality Assessment: From Entropy to Perceptual Quality
Authors:Xiaoqiao Chen, Qingyi Zhang, Manhui Lin, Guangyi Yang, Chu He
[26] Title: Chart-Text: A Fully Automated Chart Image Descriptor
Authors:Abhijit Balaji, Thuvaarakkesh Ramanathan, Venkateshwarlu Sonathi
[27] Title: Deep Learning based Early Detection and Grading of Diabetic Retinopathy Using Retinal Fundus Images
Authors:Sheikh Muhammad Saiful Islam, Md Mahedi Hasan, Sohaib Abdullah
[28] Title: Deception Detection by 2D-to-3D Face Reconstruction from Videos
Authors:Minh Ngô, Burak Mandira, Selim Fırat Yılmaz, Ward Heij, Sezer Karaoglu, Henri Bouma, Hamdi Dibeklioglu, Theo Gevers
[29] Title: Solving Archaeological Puzzles
Authors:Niv Derech, Ayellet Tal, Ilan Shimshoni
[30] Title: Learning to Recognize 3D Human Action from A New Skeleton-based Representation Using Deep Convolutional Neural Networks
Authors:Huy-Hieu Pham, Louahdi Khoudour, Alain Crouzil, Pablo Zegers, Sergio A. Velastin
[31] Title: A Unified Learning Based Framework for Light Field Reconstruction from Coded Projections
Authors:Anil Kumar Vadathya, Sharath Girish, Kaushik Mitra
[32] Title: Exploring the Challenges towards Lifelong Fact Learning
Authors:Mohamed Elhoseiny, Francesca Babiloni, Rahaf Aljundi, Marcus Rohrbach, Manohar Paluri, Tinne Tuytelaars
[33] Title: Finger-GAN: Generating Realistic Fingerprint Images Using Connectivity Imposed GAN
Authors:Shervin Minaee, Amirali Abdolrashidi
[34] Title: Residual Dense Network for Image Restoration
Authors:Yulun Zhang, Yapeng Tian, Yu Kong, Bineng Zhong, Yun Fu
[35] Title: Multi-resolution neural networks for tracking seismic horizons from few training images
Authors:Bas Peters, Justin Granek, Eldad Haber
[36] Title: TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set
Authors:Moran Rubin, Omer Stein, Nir A. Turko, Yoav Nygate, Darina Roitshtain, Lidor Karako, Itay Barnea, Raja Giryes, Natan T. Shaked
[37] Title: Reasoning About Physical Interactions with Object-Oriented Prediction and Planning
Authors:Michael Janner, Sergey Levine, William T. Freeman, Joshua B. Tenenbaum, Chelsea Finn, Jiajun Wu
[38] Title: Divergence Triangle for Joint Training of Generator Model, Energy-based Model, and Inference Model
Authors:Tian Han, Erik Nijkamp, Xiaolin Fang, Mitch Hill, Song-Chun Zhu, Ying Nian Wu
[39] Title: InstaGAN: Instance-aware Image-to-Image Translation
Authors:Sangwoo Mo, Minsu Cho, Jinwoo Shin
[40] Title: Classification of radiology reports by modality and anatomy: A comparative study
Authors:Marina Bendersky, Joy Wu, Tanveer Syeda-Mahmood
[41] Title: Off-the-grid model based deep learning (O-MODL)
Authors:Aniket Pramanik, Hemant Kumar Aggarwal, Mathews Jacob
[42] Title: Learning Dynamic Generator Model by Alternating Back-Propagation Through Time
Authors:Jianwen Xie, Ruiqi Gao, Zilong Zheng, Song-Chun Zhu, Ying Nian Wu
