MultiMedia Modeling

The two-volume set LNCS 13141 and LNCS 13142 constitutes the proceedings of the 28 th International Conference on MultiMedia Modeling, MMM 2022, which took place in Phu Quoc, Vietnam, during June 610, 2022. The 107 papers presented in these proceedings were carefully reviewed and selected from a total of 212 submissions. They focus on topics related to multimedia content analysis; multimedia signal processing and communications; and multimedia applications and services.

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BEST PAPER SESSION.- Real-time detection of tiny objects based on a weighted bi-directional FPN.- Multi-Modal Fusion Network for Rumor Detection with Texts and Images.- PF-VTON: Toward High-Quality Parser-Free Virtual Try-On Network.- MF-GAN: Multi-conditional fusion Generative Adversarial Network for Text-to-Image Synthesis.- APPLICATIONS 1.- Learning to classify weather conditions from single images without labels.- Learning Image Representation via Attribute-aware Attention Networks for Fashion Classification.- Toward Detail-Oriented Image-Based Virtual Try-On with Arbitrary Poses.- Parallel DBSCAN-Martingale estimation of the number of concepts for automatic satellite image clustering.- MULTIMEDIA APPLICATIONS - PERSPECTIVES, TOOLS & APPLICATIONS (Special Session) & BRAVE NEW IDEAS.- AI for the Media Industry: Application Potential and Automation Level.- Color the Word: Leveraging Web Images for Machine Translation of Untranslatable Words.- ACTIVITIES & EVENTS.- MGMP: Multimodal Graph Message Propagation Network for Event Detection.- Pose-Enhanced Relation Feature for Action Recognition in Still Images.-Prostate Segmentation of Ultrasound Images based on Interpretable-guided Mathematical Model.- Spatiotemporal Perturbation Based Dynamic Consistency for Semi-Supervised Temporal Action Detection.- MULTIMEDIA DATASETS FOR REPEATABLE EXPERIMENTATION (Special Session).- A Task Category Space for User-Centric Comparative Multimedia Search Evaluations.- GPR1200: A Benchmark for General-Purpose Content-Based Image Retrieval.- LLQA - Lifelog Question Answering Dataset.- LEARNING.- Category-sensitive Incremental Learning For Image-based 3D Shape Reconstruction.- AdaConfigure: Reinforcement Learning-based Adaptive Configuration for Video Analytics Services.- Mining Minority-class Examples With Uncertainty Estimates.- Conditional Context-aware Feature Alignment for Domain Adaptive Detection Transformer.- MULTIMEDIA for MEDICAL APPLICATIONS (Special Session).- Human activity recognition with IMU and vital signs feature fusion.- On Identifying Pareidolia Phenomenon by Emulating Patient Behavior.- Using Explainable AI to Identify Differences between Clinical and Experimental Pain Detection Models Based on Facial Expressions.- APPLICATIONS 2.- Double Granularity Relation Network with Self-Criticism for Occluded Person Re-Identification.- A Complementary Fusion Strategy for RGB-D Face Recognition.- Multi-scale Cross-modal Transformer Network for RGB-D Object Detection.- Joint Re-Detection and Re-Identification for Multi-Object Tracking.- MULTIMEDIA ANALYTICS for CONTEXTUAL HUMAN UNDERSTANDING (Special Session).- An Investigation into Keystroke Dynamics and Heart Rate Variability as Indicators of Stress.- Fall detection using multimodal data.- Prediction of Blood Glucose using Contextual LifeLog Data.- Multimodal Embedding for Lifelog Retrieval.- APPLICATIONS 3.- A Multiple Positives Enhanced NCE Loss for Image-Text Retrieval.- SAM: Self Attention Mechanism for Scene Text Recognition based on Swin Transformer.- JVCSR: Video Compressive Sensing Reconstruction with Joint In-loop Reference Enhancement and Out-loop Super-resolution.- Point Cloud Upsampling via a Coarse-to-fine Network.- IMAGE ANALYTICS.- Arbitrary Style Transfer With Adaptive Channel Network.- Fast Single Image Dehazing Using Morphological Reconstruction and Saturation Compensation.- One-Stage Image Inpainting with Hybrid Attention.- Real-time FPGA Design for OMP Targeting 8K Image Reconstruction.- SPEECH & MUSIC.- Time-Frequency Attention For Speech Emotion Recognition With Squeeze-and-Excitation Blocks.- SPEECH INTELLIGIBILITY ENHANCEMENT BY NON-PARALLEL SPEECH STYLE CONVERSION USING CWT AND iMetricGAN BASED CycleGAN.- A-Muze-Net: Music Generation by Composing the Harmony based on the Generated Melody.- MULTIMODAL ANALYTICS.- Bi-attention modal separation network for multimodal video fusion.- Combining Knowledge and Multi-modal Fusion for Meme Classification.-

Inhalt
BEST PAPER SESSION.- Real-time detection of tiny objects based on a weighted bi-directional FPN.- Multi-Modal Fusion Network for Rumor Detection with Texts and Images.- PF-VTON: Toward High-Quality Parser-Free Virtual Try-On Network.- MF-GAN: Multi-conditional fusion Generative Adversarial Network for Text-to-Image Synthesis.- APPLICATIONS 1.- Learning to classify weather conditions from single images without labels.- Learning Image Representation via Attribute-aware Attention Networks for Fashion Classification.- Toward Detail-Oriented Image-Based Virtual Try-On with Arbitrary Poses.- Parallel DBSCAN-Martingale estimation of the number of concepts for automatic satellite image clustering .- MULTIMEDIA APPLICATIONS - PERSPECTIVES, TOOLS & APPLICATIONS (Special Session) & BRAVE NEW IDEAS.- AI for the Media Industry: Application Potential and Automation Level.- Color the Word: Leveraging Web Images for Machine Translation of Untranslatable Words .- ACTIVITIES & EVENTS.- MGMP: Multimodal Graph Message Propagation Network for Event Detection.- Pose-Enhanced Relation Feature for Action Recognition in Still Images.-Prostate Segmentation of Ultrasound Images based on Interpretable-guided Mathematical Model.- Spatiotemporal Perturbation Based Dynamic Consistency for Semi-Supervised Temporal Action Detection. - MULTIMEDIA DATASETS FOR REPEATABLE EXPERIMENTATION (Special Session).- A Task Category Space for User-Centric Comparative Multimedia Search Evaluations.- GPR1200: A Benchmark for General-Purpose Content-Based Image Retrieval.- LLQA - Lifelog Question Answering Dataset.- LEARNING.- Category-sensitive Incremental Learning For Image-based 3D Shape Reconstruction.- AdaConfigure: Reinforcement Learning-based Adaptive Configuration for Video Analytics Services.- Mining Minority-class Examples With Uncertainty Estimates.- Conditional Context-aware Feature Alignment for Domain Adaptive Detection Transformer .- MULTIMEDIA for MEDICAL APPLICATIONS (Special Session).- Human activity recognition with IMU and vital signs feature fusion.- On Identifying Pareidolia Phenomenon by Emulating Patient Behavior.- Using Explainable AI to Identify Differences between Clinical and Experimental Pain Detection Models Based on Facial Expressions.- APPLICATIONS 2.- Double Granularity Relation Network with Self-Criticism for Occluded Person Re-Identification.- A Complementary Fusion Strategy for RGB-D Face Recognition.- Multi-scale Cross-modal Transformer Network for RGB-D Object Detection.- Joint Re-Detection and Re-Identification for Multi-Object Tracking.- MULTIMEDIA ANALYTICS for CONTEXTUAL HUMAN UNDERSTANDING (Special Session).- An Investigation into Keystroke Dynamics and Heart Rate Variability as Indicators of Stress.- Fall detection using multimodal data.- Prediction of Blood Glucose using Contextual LifeLog Data.- Multimodal Embedding for Lifelog Retrieval.- APPLICATIONS 3.- A Multiple Positives Enhanced NCE Loss for Image-Text Retrieval.- SAM: Self Attention Mechanism for Scene Text Recognition based on Swin Transformer.- JVCSR: Video Compressive Sensing Reconstruction with Joint In-loop Reference Enhancement and Out-loop Super-resolution.- Point Cloud Upsampling via a Coarse-to-fine Network .- IMAGE ANALYTICS.- Arbitrary Style Transfer With Adaptive Channel Network.- Fast Single Image Dehazing Using Morphological Reconstruction and Saturation Compensation.- One-Stage Image Inpaintin…