Advances in Visual Computing: 15th International Symposium, ISVC 2020, San Diego, CA, USA, October 5–7, 2020, Proceedings, Part II (Lecture Notes in Computer Science Book 12510)

This two-volume set of LNCS 12509 and 12510 constitutes the refereed proceedings of the 15th International Symposium on Visual Computing, ISVC 2020, which was supposed to be held in San Diego, CA, USA in October 2020, took place virtually instead due to the COVID-19 pandemic. The 118 papers presented in these volumes were carefully reviewed and selected from 175 submissions. The papers are organized into the following topical sections: Part I: deep learning; segmentation; visualization; video analysis and event recognition; ST: computational bioimaging; applications; biometrics; motion and tracking; computer graphics; virtual reality; and ST: computer vision advances in geo-spatial applications and remote sensing Part II: object recognition/detection/categorization; 3D reconstruction; medical image analysis; vision for robotics; statistical pattern recognition; posters 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 The two volume set LNCS 8887 and 8888 constitutes the refereed proceedings of the 10th International Symposium on Visual Computing, ISVC 2014, held in Las Vegas, NV, USA. The 74 revised full papers and 55 poster papers presented together with 39 special track papers were carefully reviewed and selected from more than 280 submissions. The papers are organized in topical sections: Part I (LNCS 8887) comprises computational bioimaging, computer graphics; motion, tracking, feature extraction and matching, segmentation, visualization, mapping, modeling and surface reconstruction, unmanned autonomous systems, medical imaging, tracking for human activity monitoring, intelligent transportation systems, visual perception and robotic systems. Part II (LNCS 8888) comprises topics such as computational bioimaging , recognition, computer vision, applications, face processing and recognition, virtual reality, and the poster sessions.