Advances in Visual Computing: 15th International Symposium, Isvc 2020, San Diego, Ca, Usa, October 5-7, 2020, Proceedings, Part I

ISBN-13: 9783030645557 / Angielski / Miękka / 2020 / 745 str.

George Bebis; Zhaozheng Yin; Edward Kim

Spis treści

Deep Learning.- Regularization and Sparsity for Adversarial Robustness and Stable Attribution.- Self-Competitive Neural Networks.- A Novel Contractive GAN Model for a Unified Approach Towards Blind Quality Assessment of Images from Heterogeneous Sources.- Nonconvex Regularization for Network Slimming: Compressing CNNs Even More.- Biologically Inspired Sleep Algorithm for VariationalAuto-Encoders.- A Deep Genetic Programming based Methodology for Art Media Classification Robust to Adversarial Perturbations.- rcGAN: Learning a generative model for arbitrary size image generation.- Sketch-Inspector: a Deep Mixture Model for High-Quality Sketch Generation of Cats.- Depthwise Separable Convolutions and Variational Dropout within the context of YOLOv3.- Uncertainty Estimates in Deep Generative Models using Gaussian Processes.- Segmentation.- Towards Optimal Ship Navigation Using Image Processing.- Overscan Detection in Digitized Analog Films by Precise Sprocket Hole Segmentation.- Pixel-level Corrosion Detection on Metal Constructions by Fusion of Deep Learning Semantic and Contour Segmentation.- CSC-GAN: Cycle and semantic consistency for dataset augmentation.- Improvements on the Superpixel Hierarchy Algorithm with Applications to Image Segmentation and Saliency Detection.- Visualization.- Referenced Based Color Transfer for Medical Volume Rendering.- An Empirical Methodological Study of Evaluation Methods Applied to Educational Timetabling Visualizations.- Real-Time Contrast Enhancement for 3DMedical Images using Histogram Equalization.- Flow Map Processing by Space-Time Deformation.- GenExplorer: Visualizing and Comparing Gene Expression Levels via Differential Charts.- Video Analysis and Event Recognition.- An Event-Based Hierarchical Method for Customer Activity Recognition in Retail Stores.- Fully Autonomous UAV-based Action Recognition System Using Aerial Imagery.- Hierarchical Action Classification with Network Pruning.- An Approach Towards Action Recognition using Part Based Hierarchical Fusion.- ST: Computational Bioimaging.- Ensemble Convolutional Neural Networks for the Detection of Microscopic Fusarium Oxysporum.- Offline versus Online Triplet Mining based on Extreme Distances of Histopathology Patches.- Multi-Label Classification of Panoramic Radiographic Images using a Convolutional Neural Network.- Ink Marker Segmentation in Histopathology Images Using Deep Learning.- P-FideNet: Plasmodium Falciparum Identification Neural Network.- Applications.- Lightless Fields: Enhancement and Denoising of Light-defficient Light Fields.- FA3D: Fast and Accurate 3D Object Detection.- Generalized Inverted Dirichlet Optimal predictor for Image inpainting.- BVNet: A 3D End-to-end Model Based on Point Cloud.- Evaluating Single Image Dehazing Methods Under Realistic Sunlight Haze.- Biometrics.- Deep Partial Occlusion Facial Expression Recognition via Improved CNN.- Towards an Effective Approach for Face Recognition with DCGANs Data Augmentation.- Controlled AutoEncoders to Generate Faces from Voices.- Gender and Age Estimation without Facial Information from Still Images.- Face Reenactment Based Facial Expression Recognition.- Motion and Tracking.- Coarse-to-Fine Object Tracking Using Deep Features and Correlation Filters.- Asynchronous Corner Tracking Algorithm based on Lifetime of Events for DAVIS Cameras.- TAGCN: Topology-Aware Graph Convolutional Network for Trajectory Prediction.- 3D articulated body model using anthropometric control points and an articulation video.- Body Motion Analysis for Golf Swing Evaluation.- Computer Graphics.- Simulation of High-Definition Pixel-Headlights.- ConcurrentHull: A Fast Parallel Computing Approach to the Convex Hull Problem.- A Data-Driven Creativity Measure for 3D Shapes.- Virtual Reality.- Walking in a Crowd Full of Virtual Characters: Effects of Virtual Character Appearance on Human Movement Behavior.- Improving Chinese Reading Comprehensions of Dyslexic Children via VR Reading.- Improving User Experience in Augmented Reality Mirrors with 3D Displays.- Passenger Anxiety about Virtual Driver Awareness During a Trip with a Virtual Autonomous Vehicle.- Investigating the Display Fidelity of Popular Head-Mounted Display Systems on Spatial Updating and Learning in VR.- ST: Computer Vision Advances in Geo-Spatial Applications and Remote Sensing.- Natural Disaster Building Damage Assessment Using a Two-Encoder U-Net.- Understanding Flooding Detection Using Overhead Imagery – Lessons Learned.- Hyperspectral Image Classification via Pyramid Graph Reasoning.- Semi-Supervised Fine-Tuning for Deep Learning Models in Remote Sensing Applications.- Scene Classification of Remote Sensing Images using convNet Features and Multi-grained Forest.