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Image and Video Technology [electronic resource] : 11th Pacific-Rim Symposium, PSIVT 2023, Auckland, New Zealand, November 22-24, 2023, Proceedings / edited by Wei Qi Yan, Minh Nguyen, Parma Nand, Xuejun Li.

Contributor(s): Yan, Wei Qi [editor.] | Nguyen, Minh [editor.] | Nand, Parma [editor.] | Li, Xuejun [editor.] | SpringerLink (Online service).
Material type: materialTypeLabelBookSeries: Lecture Notes in Computer Science: 14403Publisher: Singapore : Springer Nature Singapore : Imprint: Springer, 2024Edition: 1st ed. 2024.Description: XIV, 466 p. 175 illus., 161 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9789819703760.Subject(s): Multimedia systems | Multimedia Information SystemsAdditional physical formats: Printed edition:: No title; Printed edition:: No titleDDC classification: 006.7 Online resources: Click here to access online
Contents:
Evaluating Mammogram Image Classification: Impact of Model Architectures, Pretraining, and Finetuning -- Cluster Based Video Summarization with Temporal Context Awareness -- Image Recognition and Threat Detection in Bags Arriving at the Airport -- AUAAC: Area Under Accuracy Curve for Evaluating Out-of-Distribution Detection -- Local Brightness Normalization for Image Classification and Object Detection Robust to Illumination Changes -- Computational Analysis of Table Tennis Matches from Real-Time Videos Using Deep Learning -- Multiscale Kiwifruit Detection from Digital Images -- A High-Accuracy Deformable Model for Human Face Mask Detection -- MobileNet-SA: Lightweight CNN with Self Attention for Sketch Classification -- Enhancement of Human Face Mask Detection Performance by Using Ensemble Learning Models -- Efficient 3D Brain Tumor Segmentation with Axial-Coronal-Sagittal Embedding -- Spatial Variation Sequences for Remote Sensing Applications with Small Sample Size -- Exploring the Potential of High- Resolution Drone Imagery for Improved 3D Human Avatar Reconstruction -- Point Cloud Novelty Detection Based on Latent Representations of a General Feature Extractor -- Efficient 3DConv Fusion of RGB and Optical Flow for Dynamic Hand Gesture Recognition and Localization -- An Investigation of Video Vision Transformers for Depression Severity Estimation from Facial Video Data -- Real time Automated Body Condition Scoring of Dairy Cows -- Logo-SSL: Self-Supervised Learning with Self-Attention for Efficient Logo Detection -- HAHANet: Towards Accurate Image Classifiers with Less Parameters -- Melanoma Classification Using Deep Learning -- 3D Formation Control of Multiple Cooperating Autonomous Agents Via Leader-Follower Strategy -- LAPRNet: Lightweight Airborne Particle Removal Network for LiDAR Point Clouds -- REAL-NET: A Monochromatic Depth Estimation Using REgional Attention and Local feature mapping -- Spike-EFI: Spiking Neural Network for Event-based Video Frame Interpolation -- ScrambleMix: A Privacy-Preserving Image Processing for Edge-Cloud Machine Learning -- Comparison of Simplified SE-ResNet and SE-DenseNet for Micro-Expression Classification -- Facial Deepfake Detection using Gaussian Processes -- A Novel Steganography Scheme using Logistic Map, BRISK Descriptor, and k means Clustering -- A Holistic Approach to Elderly Safety: Sensor Fusion, Fall Detection, and Privacy-Preserving Techniques -- On Deploying Mobile Deep Learning to Segment COVID-19 RT-PCR Test Tube Images -- Enhancing Safety during Surgical Procedures with Computer Vision, Artificial Intelligence, and Natural Language Processing -- Deep Learning Model with Atrous Convolutions for Improving Skin Cancer Classification -- Fusion-based Approach to Enhance Markerless Motion Capture Efficiency for on-site Analysis: Feasibility and Accuracy -- Using an optimal then enhanced YOLO Model for Multi-lingual scene text detection containing Arabic scripts.
In: Springer Nature eBookSummary: This book constitutes the refereed conference proceedings of the 11th Pacific-Rim Symposium on Image and Video Technology, PSIVT 2023, held in Auckland, New Zealand, during November 22-24, 2023. The 34 full papers presented in this book were carefully reviewed and selected from 75 submissions. The main conference focuses on Image and Video Technology, a conference that gathers researchers and practitioners from around the globe to discuss the latest breakthroughs in image and video processing, analysis, and applications.
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Evaluating Mammogram Image Classification: Impact of Model Architectures, Pretraining, and Finetuning -- Cluster Based Video Summarization with Temporal Context Awareness -- Image Recognition and Threat Detection in Bags Arriving at the Airport -- AUAAC: Area Under Accuracy Curve for Evaluating Out-of-Distribution Detection -- Local Brightness Normalization for Image Classification and Object Detection Robust to Illumination Changes -- Computational Analysis of Table Tennis Matches from Real-Time Videos Using Deep Learning -- Multiscale Kiwifruit Detection from Digital Images -- A High-Accuracy Deformable Model for Human Face Mask Detection -- MobileNet-SA: Lightweight CNN with Self Attention for Sketch Classification -- Enhancement of Human Face Mask Detection Performance by Using Ensemble Learning Models -- Efficient 3D Brain Tumor Segmentation with Axial-Coronal-Sagittal Embedding -- Spatial Variation Sequences for Remote Sensing Applications with Small Sample Size -- Exploring the Potential of High- Resolution Drone Imagery for Improved 3D Human Avatar Reconstruction -- Point Cloud Novelty Detection Based on Latent Representations of a General Feature Extractor -- Efficient 3DConv Fusion of RGB and Optical Flow for Dynamic Hand Gesture Recognition and Localization -- An Investigation of Video Vision Transformers for Depression Severity Estimation from Facial Video Data -- Real time Automated Body Condition Scoring of Dairy Cows -- Logo-SSL: Self-Supervised Learning with Self-Attention for Efficient Logo Detection -- HAHANet: Towards Accurate Image Classifiers with Less Parameters -- Melanoma Classification Using Deep Learning -- 3D Formation Control of Multiple Cooperating Autonomous Agents Via Leader-Follower Strategy -- LAPRNet: Lightweight Airborne Particle Removal Network for LiDAR Point Clouds -- REAL-NET: A Monochromatic Depth Estimation Using REgional Attention and Local feature mapping -- Spike-EFI: Spiking Neural Network for Event-based Video Frame Interpolation -- ScrambleMix: A Privacy-Preserving Image Processing for Edge-Cloud Machine Learning -- Comparison of Simplified SE-ResNet and SE-DenseNet for Micro-Expression Classification -- Facial Deepfake Detection using Gaussian Processes -- A Novel Steganography Scheme using Logistic Map, BRISK Descriptor, and k means Clustering -- A Holistic Approach to Elderly Safety: Sensor Fusion, Fall Detection, and Privacy-Preserving Techniques -- On Deploying Mobile Deep Learning to Segment COVID-19 RT-PCR Test Tube Images -- Enhancing Safety during Surgical Procedures with Computer Vision, Artificial Intelligence, and Natural Language Processing -- Deep Learning Model with Atrous Convolutions for Improving Skin Cancer Classification -- Fusion-based Approach to Enhance Markerless Motion Capture Efficiency for on-site Analysis: Feasibility and Accuracy -- Using an optimal then enhanced YOLO Model for Multi-lingual scene text detection containing Arabic scripts.

This book constitutes the refereed conference proceedings of the 11th Pacific-Rim Symposium on Image and Video Technology, PSIVT 2023, held in Auckland, New Zealand, during November 22-24, 2023. The 34 full papers presented in this book were carefully reviewed and selected from 75 submissions. The main conference focuses on Image and Video Technology, a conference that gathers researchers and practitioners from around the globe to discuss the latest breakthroughs in image and video processing, analysis, and applications.

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