This volume LNCS 14253 constitutes the refereed proceedings of the 14th International Conference, ICVS 2023, in Vienna, Austria, in September 2023. .
The 37 full papers presented were carefully reviewed and selected from 74 submissions. The conference focuses on Humans and Hands; Medical and Health Care; Farming and Forestry; Automation and Manufacturing; Mobile Robotics and Autonomous Systems; and Performance and Robustness.
Inhaltsverzeichnis
Humans and Hands
. - Tracking and Identification of Ice Hockey Players. - Dedicated Encoding-streams based Spatio-Temporal framework for dynamic person-independent facial expression recognition. - Hands, Objects, Action! Egocentric 2D Hand-based Action Recognition. - WiFi CSI-Based Long-Range Through-Wall Human Activity Recognition with the ESP32. - PseudoDepth-SLR: Generating Depth Data for Sign Language Recognition. - Slovo: Russian Sign Language Dataset. - Non-contact Heart Rate Monitoring: A Comparative Study of Computer Vision and Radar Approaches. -
Medical and Health Care
. - CFAB: An Online Data Augmentation to Alleviate the Spuriousness of Classification on Medical Ultrasound Images. - Towards an Unsupervised GrowCut Algorithm for Mammography Segmentation. - DeepLabV3+ Ensemble for Diagnosis of Cardiac Transplant Rejection. -
Farming and Forestry
. - Of Mice and Pose: 2D Mouse Pose Estimation from Unlabelled Data and Synthetic Prior. - SIFT-guided Saliency-based Augmentation for Weed Detection in Grassland Images:Fusing Classic Computer Vision with Deep Learning. - Key Point-based Orientation Estimation of Strawberries for Robotic Fruit Picking. - Residual Cascade CNN for Detection of Spatially Relevant Objects in Agriculture: The Grape-Stem Paradigm. - Improving Knot Prediction in Wood Logs with Longitudinal Feature Propagation. -
Automation and Manufacturing
. - Semi-Siamese Network for Robust Change Detection Across Different Domains with Applications to 3D Printing. - Spatial resolution metric for optimal viewpoints generation in visual inspection planning. - A deep learning-based object detection framework for automatic asphalt pavement patch detection using laser profiling images. - A Flexible Approach to PCB Characterization for Recycling. - SynthRetailProduct3D (SyRePro3D): A Pipeline for Synthesis of 3D Retail Product Models with Domain Specific Details based on Package Class Templates. - Small, but important: Traffic light proposals for detecting small traffic lights and beyond. - MATWI: a Multimodal Automatic Tool Wear Inspection dataset and baseline algorithms. - Mixing Domains for Smartly Picking and Using Limited Datasets in Industrial Object Detection. -
Mobile Robotics and Autonomous Systems
. - Dynamic Vision-based Satellite Detection: A Time-based Encoding Approach with Spiking Neural Networks. - A Hardware-aware Sampling Parameter Search for Efficient Probabilistic Object Detection. - Towards Food Handling Robots for Automated Meal Preparation in Healthcare Facilities. - TrackAgent: 6D Object Tracking via Reinforcement Learning. - Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place Recognition. - A uniform distribution of landmarks for efficient map compression. - A Novel Approach: Fourier Series Parameterization and Support Vector Machine Regression for 2D Laser SLAM with Closed Shape Features. -
Performance and Robustness
. - Performance and Failure Cause Estimation for Machine Learning Systems in the Wild. - Data-Free Model Extraction Attacks in the Context of Object Detection. - xAI-CycleGAN, a Cycle-Consistent Generative Assistive Network. - Improving 3D Inline Computational Imaging of Textureless Objects using Pattern Illumination. - Integrating Visual and Semantic Similarity Using Hierarchies for Image Retrieval. - BEVSeg: Geometry and Data-Driven based Multi-View Segmentation in Bird' s-Eye-View. - Descriptive Attributes for Language-based Object Keypoint Detection.