Advances in Visual Computing: 15th International Symposium, ISVC 2020, San Diego, CA, USA, October 5–7, 2020, Proceedings, Part II [1st ed.]
9783030645588, 9783030645595
This two-volume set of LNCS 12509 and 12510 constitutes the refereed proceedings of the 15th International Symposium on
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34MB
English
Pages XXVIII, 777
[795]
Year 2020
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Table of contents :
Front Matter ....Pages i-xxviii
Front Matter ....Pages 1-1
Few-Shot Image Recognition with Manifolds (Debasmit Das, J. H. Moon, C. S. George Lee)....Pages 3-14
A Scale-Aware YOLO Model for Pedestrian Detection (Xingyi Yang, Yong Wang, Robert Laganière)....Pages 15-26
Image Categorization Using Agglomerative Clustering Based Smoothed Dirichlet Mixtures (Fatma Najar, Nizar Bouguila)....Pages 27-38
SAT-CNN: A Small Neural Network for Object Recognition from Satellite Imagery (Dustin K. Barnes, Sara R. Davis, Emily M. Hand)....Pages 39-52
Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-Grained Visual Categorization (Ashiq Imran, Vassilis Athitsos)....Pages 53-65
Front Matter ....Pages 67-67
A Light-Weight Monocular Depth Estimation with Edge-Guided Occlusion Fading Reduction (Kuo-Shiuan Peng, Gregory Ditzler, Jerzy Rozenblit)....Pages 69-81
Iterative Closest Point with Minimal Free Space Constraints (Simen Haugo, Annette Stahl)....Pages 82-95
Minimal Free Space Constraints for Implicit Distance Bounds (Simen Haugo, Annette Stahl)....Pages 96-109
Front Matter ....Pages 111-111
Fetal Brain Segmentation Using Convolutional Neural Networks with Fusion Strategies (Andrik Rampun, Deborah Jarvis, Paul Griffiths, Paul Armitage)....Pages 113-124
Fundus2Angio: A Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography (Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Zuckerbrod, Salah A. Baker, Kenton M. Sanders)....Pages 125-138
Multiscale Detection of Cancerous Tissue in High Resolution Slide Scans (Qingchao Zhang, Coy D. Heldermon, Corey Toler-Franklin)....Pages 139-153
DeepTKAClassifier: Brand Classification of Total Knee Arthroplasty Implants Using Explainable Deep Convolutional Neural Networks (Shi Yan, Taghi Ramazanian, Elham Sagheb, Sunyang Fu, Sunghwan Sohn, David G. Lewallen et al.)....Pages 154-165
Multi-modal Image Fusion Based on Weight Local Features and Novel Sum-Modified-Laplacian in Non-subsampled Shearlet Transform Domain (Hajer Ouerghi, Olfa Mourali, Ezzeddine Zagrouba)....Pages 166-179
Robust Prostate Cancer Classification with Siamese Neural Networks (Alberto Rossi, Monica Bianchini, Franco Scarselli)....Pages 180-189
Front Matter ....Pages 191-191
Simple Camera-to-2D-LiDAR Calibration Method for General Use (Andrew H. Palmer, Chris Peterson, Janelle Blankenburg, David Feil-Seifer, Monica Nicolescu)....Pages 193-206
SalsaNext: Fast, Uncertainty-Aware Semantic Segmentation of LiDAR Point Clouds (Tiago Cortinhal, George Tzelepis, Eren Erdal Aksoy)....Pages 207-222
Mobile Manipulator Robot Visual Servoing and Guidance for Dynamic Target Grasping (Prateek Arora, Christos Papachristos)....Pages 223-235
Front Matter ....Pages 237-237
Interpreting Galaxy Deblender GAN from the Discriminator’s Perspective (Heyi Li, Yuewei Lin, Klaus Mueller, Wei Xu)....Pages 239-250
Variational Bayesian Sequence-to-Sequence Networks for Memory-Efficient Sign Language Translation (Harris Partaourides, Andreas Voskou, Dimitrios Kosmopoulos, Sotirios Chatzis, Dimitris N. Metaxas)....Pages 251-262
A Gaussian Process Upsampling Model for Improvements in Optical Character Recognition (Steven I. Reeves, Dongwook Lee, Anurag Singh, Kunal Verma)....Pages 263-274
Front Matter ....Pages 275-275
Video Based Fire Detection Using Xception and Conv-LSTM (Tanmay T. Verlekar, Alexandre Bernardino)....Pages 277-285
Highway Traffic Classification for the Perception Level of Situation Awareness (Julkar Nine, Shanmugapriyan Manoharan, Manoj Sapkota, Shadi Saleh, Wolfram Hardt)....Pages 286-297
3D-CNN for Facial Emotion Recognition in Videos (Jad Haddad, Olivier Lezoray, Philippe Hamel)....Pages 298-309
Reducing Triangle Inequality Violations with Deep Learning and Its Application to Image Retrieval (Izat Khamiyev, Magzhan Gabidolla, Alisher Iskakov, M. Fatih Demirci)....Pages 310-318
A Driver Guidance System to Support the Stationary Wireless Charging of Electric Vehicles (Bijan Shahbaz Nejad, Peter Roch, Marcus Handte, Pedro José Marrón)....Pages 319-331
An Efficient Tiny Feature Map Network for Real-Time Semantic Segmentation (Hang Huang, Peng Zhi, Haoran Zhou, Yujin Zhang, Qiang Wu, Binbin Yong et al.)....Pages 332-343
A Modified Syn2Real Network for Nighttime Rainy Image Restoration (Qunfang Tang, Jie Yang, Haibo Liu, Zhiqiang Guo)....Pages 344-356
Unsupervised Domain Adaptation for Person Re-Identification with Few and Unlabeled Target Data (George Galanakis, Xenophon Zabulis, Antonis A. Argyros)....Pages 357-373
How Does Computer Animation Affect Our Perception of Emotions in Video Summarization? (Camila Kolling, Victor Araujo, Rodrigo C. Barros, Soraia Raupp Musse)....Pages 374-385
Where’s Wally: A Gigapixel Image Study for Face Recognition in Crowds (Cristiane B. R. Ferreira, Helio Pedrini, Wanderley de Souza Alencar, William D. Ferreira, Thyago Peres Carvalho, Naiane Sousa et al.)....Pages 386-397
Optical Flow Based Background Subtraction with a Moving Camera: Application to Autonomous Driving (Sotirios Diamantas, Kostas Alexis)....Pages 398-409
Deep Facial Expression Recognition with Occlusion Regularization (Nikul Pandya, Philipp Werner, Ayoub Al-Hamadi)....Pages 410-420
Semantic Segmentation with Peripheral Vision (M. Hamed Mozaffari, Won-Sook Lee)....Pages 421-429
Generator from Edges: Reconstruction of Facial Images (Nao Takano, Gita Alaghband)....Pages 430-443
CD\(^2\): Combined Distances of Contrast Distributions for Image Quality Analysis (Sascha Xu, Jan Bauer, Benjamin Axmann, Wolfgang Maass)....Pages 444-457
Real-Time Person Tracking and Association on Doorbell Cameras (Sung Chun Lee, Gang Qian, Allison Beach)....Pages 458-469
MySnapFoodLog: Culturally Sensitive Food Photo-Logging App for Dietary Biculturalism Studies (Paul Stanik III, Brendan Tran Morris, Reimund Serafica, Kelly Harmon Webber)....Pages 470-482
Hand Gesture Recognition Based on the Fusion of Visual and Touch Sensing Data (F. T. Timbane, S. Du, R. Aylward)....Pages 483-493
Gastrointestinal Tract Anomaly Detection from Endoscopic Videos Using Object Detection Approach (Tejas Chheda, Rithvika Iyer, Soumya Koppaka, Dhananjay Kalbande)....Pages 494-505
A Multimodal High Level Video Segmentation for Content Targeted Online Advertising (Bogdan Mocanu, Ruxandra Tapu, Titus Zaharia)....Pages 506-517
AI Playground: Unreal Engine-Based Data Ablation Tool for Deep Learning (Mehdi Mousavi, Aashis Khanal, Rolando Estrada)....Pages 518-532
Homework Helper: Providing Valuable Feedback on Math Mistakes (Sara R. Davis, Carli DeCapito, Eugene Nelson, Karun Sharma, Emily M. Hand)....Pages 533-544
Interface Design for HCI Classroom: From Learners’ Perspective (Huyen N. Nguyen, Vinh T. Nguyen, Tommy Dang)....Pages 545-557
Pre-trained Convolutional Neural Network for the Diagnosis of Tuberculosis (Mustapha Oloko-Oba, Serestina Viriri)....Pages 558-569
Near-Optimal Concentric Circles Layout (Prabhakar V. Vemavarapu, Mehmet Engin Tozal, Christoph W. Borst)....Pages 570-580
Facial Expression Recognition and Ordinal Intensity Estimation: A Multilabel Learning Approach (Olufisayo Ekundayo, Serestina Viriri)....Pages 581-592
Prostate MRI Registration Using Siamese Metric Learning (Alexander Lyons, Alberto Rossi)....Pages 593-603
Unsupervised Anomaly Detection of the First Person in Gait from an Egocentric Camera (Mana Masuda, Ryo Hachiuma, Ryo Fujii, Hideo Saito)....Pages 604-617
Emotion Categorization from Video-Frame Images Using a Novel Sequential Voting Technique (Harisu Abdullahi Shehu, Will Browne, Hedwig Eisenbarth)....Pages 618-632
Systematic Optimization of Image Processing Pipelines Using GPUs (Peter Roch, Bijan Shahbaz Nejad, Marcus Handte, Pedro José Marrón)....Pages 633-646
A Hybrid Approach for Improved Image Similarity Using Semantic Segmentation (Achref Ouni, Eric Royer, Marc Chevaldonné, Michel Dhome)....Pages 647-657
Automated Classification of Parkinson’s Disease Using Diffusion Tensor Imaging Data (Harsh Sharma, Sara Soltaninejad, Irene Cheng)....Pages 658-669
Nonlocal Adaptive Biharmonic Regularizer for Image Restoration (Ying Wen, Luminita A. Vese)....Pages 670-681
A Robust Approach to Plagiarism Detection in Handwritten Documents (Om Pandey, Ishan Gupta, Bhabani S. P. Mishra)....Pages 682-693
Optical Coherence Tomography Latent Fingerprint Image Denoising (Sboniso Sifiso Mgaga, Jules-Raymond Tapamo, Nontokozo Portia Khanyile)....Pages 694-705
CNN, Segmentation or Semantic Embeddings: Evaluating Scene Context for Trajectory Prediction (Arsal Syed, Brendan Tran Morris)....Pages 706-717
Automatic Extraction of Joint Orientations in Rock Mass Using PointNet and DBSCAN (Rushikesh Battulwar, Ebrahim Emami, Masoud Zare Naghadehi, Javad Sattarvand)....Pages 718-727
Feature Map Retargeting to Classify Biomedical Journal Figures (Vinit Veerendraveer Singh, Chandra Kambhamettu)....Pages 728-741
Automatic 3D Object Detection from RGB-D Data Using PU-GAN (Xueqing Wang, Ya-Li Hou, Xiaoli Hao, Yan Shen, Shuai Liu)....Pages 742-752
Nodule Generation of Lung CT Images Using a 3D Convolutional LSTM Network (Kolawole Olulana, Pius Owolawi, Chunling Tu, Bolanle Abe)....Pages 753-760
Conditional GAN for Prediction of Glaucoma Progression with Macular Optical Coherence Tomography (Osama N. Hassan, Serhat Sahin, Vahid Mohammadzadeh, Xiaohe Yang, Navid Amini, Apoorva Mylavarapu et al.)....Pages 761-772
Back Matter ....Pages 773-777