MultiMedia Modeling 21st International Conference MMM 2015 Sydney NSW Australia January 5 7 2015 Proceedings Part II 1st Edition by Xiangjian He, Suhuai Luo, Dacheng Tao, Changsheng Xu, Jie Yang, Muhammad Abul Hasan ISBN 9783319144429 3319144421

MultiMedia Modeling 21st International Conference MMM 2015 Sydney NSW Australia January 5 7 2015 Proceedings Part II 1st Edition by Xiangjian He, Suhuai Luo, Dacheng Tao, Changsheng Xu, Jie Yang, Muhammad Abul Hasan – Ebook PDF Instant Download/Delivery: 9783319144429 ,3319144421
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ISBN 10: 3319144421
ISBN 13: 9783319144429
Author: Xiangjian He, Suhuai Luo, Dacheng Tao, Changsheng Xu, Jie Yang, Muhammad Abul Hasan

MultiMedia Modeling 21st International Conference MMM 2015 Sydney NSW Australia January 5 7 2015 Proceedings Part II 1st Edition Table of contents:

A Proxemic Multimedia Interaction over the Internet of Things

1 Introduction

2 Related Work

3 Proposed System

3.1 Devices

3.2 User Survey

3.3 Multimedia Content

3.4 Scoring Mechanism

3.5 Adaptation Mechanism

4 Evaluation

5 Discussion

6 Conclusion and Future Work

References

Outdoor Air Quality Inference from Single Image

1 Introduction

2 Feature Extraction

2.1 Medium Transmission

2.2 Power Spectrum Slope

2.3 Contrast

2.4 Normalized Saturation

3 Air Quality Inference

3.1 AQI Decision Tree

3.2 SVM Based Node Choice

4 Experiments and Analysis

4.1 Dataset

4.2 Ground Truth

4.3 Experimental Results

4.4 Efficiency

5 Conclusion

References

Multimodal Music Mood Classification by Fusion of Audio and Lyrics

1 Introduction

2 Text Features from Lyric

2.1 Distributed Representation of Word

2.2 Feature Extraction with Semi-supervised Recursive Autoencoder

2.3 Lyric Pre-filtering

3 Audio Features

4 Fusion and Classification

4.1 Hough Forest Classification Model

4.2 Feature-Level Fusion

4.3 Model-Level Fusion

5 Dataset

6 Results

7 Conclusion

References

Multidimensional Context Awareness in Mobile Devices

1 Introduction

2 Related Works

3 Multidimensional Context Aware Model

3.1 Who, When and How Verification

3.2 Where: Physical Location Recognition

3.3 What

4 Context Aware Access Control

4.1 MContext Aware RBAC Model

4.2 Prototype Implementation of MCRBAC

5 Experiments and Performance Analysis

5.1 Experiments

5.2 Performance Analysis

6 Conclusions

References

AttRel: An Approach to Person Re-Identification by Exploiting Attribute Relationships

1 Introduction

2 Related Work

3 AttRel: Exploiting Attribute Relationships

3.1 Attribute Relationship

3.2 Learning Attribute Relationships

3.3 Using Attribute Relationships

4 Experiments

4.1 Implementation Details

4.2 Results and Discussions

5 Conclusions

References

Sparsity-Based Occlusion Handling Method for Person Re-identification

1 Introduction

2 Approach

2.1 Patch-Based Matching Method

2.2 Sparsity-Based Occlusion Handling

2.3 Occlusion-Weighted Patch Matching

3 Experiments

3.1 Datasets and Experimental Settings

3.2 Results and Analysis

4 Conclusion

References

Visual Attention Driven by Auditory Cues

1 Introduction

2 Related Work

3 Proposed Model

3.1 Framework

3.2 Bayesian Surprise Model

3.3 Synchronization Detector

3.4 Features Selection

4 Experiments

5 Concluding Remarks

References

A Synchronization Ground Truth for the Jiku Mobile Video Dataset

1 Introduction

2 Related Work

3 Jiku Mobile Video Dataset

4 Methodology

4.1 Time Drift Correction

4.2 Manual Synchronization

5 Synchronization Ground Truth

5.1 Accuracy

5.2 Comparison

5.3 Evaluation

6 Conclusion

References

Mobile Image Analysis: Android vs. iOS

1 Introduction

2 Related Work

3 Goals and Measurements Setup

4 Results and Discussion

4.1 Common OpenCV Operations

4.2 Keypoint Detection/Descriptor Extraction

5 Conclusion

References

Dynamic User Authentication Based on Mouse Movements Curves

1 Introduction

2 Related Work

3 Behavior Modeling

4 Mouse Curve Features

4.1 Efficiency

4.2 Straightness

4.3 Regularity

4.4 Self-intersection

4.5 Curvature-Based Features

5 Behavior Comparison

6 Evaluation

7 Conclusions

References

Sliders Versus Storyboards – Investigating Interaction Design for Mobile Video Browsing

1 Introduction

2 Related Work

3 Interface Designs

4 Comparative Study

4.1 Study Design

4.2 Results

4.3 Discussion

5 Conclusions and Future Work

References

Performance Evaluation of Students Using Multimodal Learning Systems

1 Introduction

2 Related Work

3 System Model

3.1 Algorithm for Processing Student Data

4 Extraction of Annotation Information

4.1 Annotation Position

4.2 Annotation Text

4.3 Annotation System Choice

5 Fuzzy Membership Functions

5.1 Membership Function for Position

5.2 Membership Function for Text

5.3 Membership Function for System Choice

6 Multicriteria Decision Making Framework

7 Experimental Results

8 Conclusions

References

Is Your First Impression Reliable? Trustworthy Analysis Using Facial Traits in Portraits

1 Introduction

2 Methods

2.1 Facial traits

2.2 Features

3 Experiments

3.1 Dataset

3.2 Experiments and Discussions

4 Conclusions

References

Wifbs: A Web-Based Image Feature Benchmark System

1 Introduction

2 Related Work

3 System Benefits

4 System Overview

4.1 Administrators View

5 Implementation

5.1 Configurable Tools

5.2 Parametrization and Data Handling

5.3 System Execution

6 Usage

7 Conclusion

References

Personality Modeling Based Image Recommendation

1 Introduction

2 Enhancing Personality Modeling

2.1 Adding Semantic Features

2.2 Looking Beyond Existing Approaches

2.3 Expert vs. Self-assessed Profile

3 Experiments

3.1 The PsychoFlickr Dataset

3.2 Comparing Modeling Approaches

3.3 Expert vs. Self-assessed

3.4 Image Recommendation System

4 Conclusions

References

Aesthetic QR Codes Based on Two-Stage Image Blending

1 Introduction

2 Basic Characteristics of QR Code

3 Method for Two-Stage Image Blending

3.1 Overview

3.2 Stage 1: Module-Based Blending

3.3 Stage 2: Pixel-Based Blending

4 Experimental Results

4.1 Experiments on Readability

4.2 Subjective Evaluation

5 Conclusion

References

Person Re-identification Using Data-Driven Metric Adaptation

1 Introduction

2 The Approach

2.1 Cross-View Support Consistency

2.2 Cross-View Projection Consistency

3 Experiments

3.1 VIPeR Data Set

3.2 CUHK Data Set

3.3 Comparing to The-State-of-the-Art Person Re-id Methods

4 Conclusion

References

A Novel Optimized Watermark Embedding Scheme for Digital Images

1 Introduction

2 Introduction to DWT

3 Introduction to Artificial Bee Colony Algorithm

4 The Proposed New Embedding Algorithm

5 Experimental Results

5.1 The Proposed ABC Embedding and Extraction Algorithms

5.2 ABC Embedding and Extraction on Level 2 DWT

6 Conclusion

References

User-Centred Evaluation to Interface Design of E-Books

1 Introduction

2 Method

3 Results and Discussion

3.1 Quantitative Analysis (Operation Time and Error Frequency)

3.2 Qualitative Analysis (Subjective Satisfaction and Recommendations)

4 Conclusion

References

A New Image Decomposition and Reconstruction Approach — Adaptive Fourier Decomposition

1 Introduction

2 Principles of AFD Based Image Decomposition and Reconstruction Approach

2.1 Brief Overview of AFD

2.2 Decomposition Comparison between AFD and FT

2.3 The Algorithm of the Proposed Approach

3 Experimental Results

3.1 Experiments with Grayscale Images

3.2 Experiments with Color Images

4 Conclusions

References

Video Showcase

Graph-Based Browsing for Large Video Collections

1 Introduction

2 Building a Graph for Large Video Collections

3 Graph Visualization and Navigation

4 Using the Graph-Based Video Browser

References

Enhanced Signature-Based Video Browser

1 Introduction

2 Preprocessing

3 Enhanced Filtering

4 Enhanced Browsing

5 Conclusion

References

VERGE: A Multimodal Interactive Video Search Engine

1 Introduction

2 Video Retrieval System

2.1 Shot Segmentation

2.2 Scene Segmentation

2.3 Visual Similarity Search

2.4 High Level Concepts Retrieval Module

2.5 Hierarchical Clustering

3 VERGE Interface and Interaction Modes

4 Future Work

References

IMOTION — A Content-Based Video Retrieval Engine

1 Introduction

2 IMOTION System Architecture

3 Image and Motion Features

3.1 Low-Level Features

3.2 High-Level Features

4 Retrieval Modes

5 Conclusion

References

A Storyboard-Based Interface for Mobile Video Browsing

1 Introduction

2 Interface Designs

References

Collaborative Browsing and Search in Video Archives with Mobile Clients

1 Introduction

2 System Architecture

2.1 Server

2.2 Mobile Clients

3 Conclusion

References

The Multi-stripe Video Browser for Tablets

1 Introduction

2 Related Work

3 The Interface

3.1 Detail Mode

3.2 Overview Mode

4 Conclusions

References

NII-UIT Browser: A Multimodal Video Search System

1 Introduction

2 System Overview

2.1 User Interface

2.2 Off-line Processing

2.3 Online Process

3 Conclusion

References

Interactive Known-Item Search Using Semantic Textual and Colour Modalities

1 Introduction

2 Retrieval Modalities

2.1 Keyword-Based Retrieval

2.2 Color-Based Retrieval

2.3 Human Face Filtering

3 System Interactive Interface

4 Conclusion

References

Demonstration

ImageMap – Visually Browsing Millions of Images

1 Introduction

2 Related Work

3 Method

4 Experiments and Conclusion

References

Dynamic Hierarchical Visualization of Keyframes in Endoscopic Video

Introduction

Keyframe Extraction and Hierarchical Visualization

Dynamic Browsing of Clustered Keyframes

Conclusions

References

Facial Aging Simulator by Data-Driven Component-Based Texture Cloning

1 Introduction

2 Personality-Keeping Aging Dynamics

3 Natural Image Synthesis by Texture Cloning

4 Results and Future Works

References

Affective Music Recommendation from Video

1 Introduction

2 Proposed System

2.1 Setting an Input Video

2.2 Setting the User’s Music

2.3 Recommendation

3 Evaluation

4 Conclusion

References

MemLog, an Enhanced Lifelog Annotation and Search Tool

1 Introduction

2 Background

3 MemLog Overview

3.1 Evaluation of Memlog

4 Conclusion

References

Software Solution for HEVC Encoding and Decoding

1 Introduction

2 Implementation, Optimization and Performance

2.1 The Encoder

2.2 The Decoder

3 System Integration and Demonstration

4 Conclusion

References

A Surveillance Video Index and Browsing System Based on Object Flags and Video Synopsis

1 Introduction

2 Algorithms for Video Index and Browsing

3 System Demonstration

References

A Web Portal for Effective Multi-model Exploration

1 Introduction

2 Multi-model Approaches

2.1 Distance Weighting

2.2 Result Mixing

3 Conclusions

References

Wearable Cameras for Real-Time Activity Annotation

1 Introduction

2 The Platform

2.1 Interesting Event Detection

3 Conclusions

References

Personal (Big) Data Modeling for InformationAccess & Retrieval

Making Lifelogging Usable: Design Guidelines for Activity Trackers

1 Introduction

2 Related Work

3 Activity Trackers

4 Study Design

5 Study Results

5.1 Quantitative Results

5.2 Qualitative Results

6 Guidelines for the Design of Activity Trackers

7 Conclusion

References

Towards Consent-Based Lifelogging in Sport Analytic

1 Introduction

2 Lifelogging in Sports: A Use Case

3 Consent in Sport Analytic

4 Modeling Lifelogging for Privacy

4.1 Attribution of Data

4.2 Data Access

4.3 Bystanders

5 Discussions

6 Conclusions

References

A Multi-Dimensional Data Model for Personal Photo Browsing

1 Introduction

1.1 Background

1.2 Contributions

2 The M3 Data Model

2.1 Photo Description

2.2 Multi-Dimensional Aspects

2.3 Retrieval

3 Evaluation

3.1 Prototypes and Photo Collection

3.2 Detailed Browsing Scenario

3.3 Evaluation I: Advanced Users

3.4 Evaluation II: Novice Users

3.5 Facilitating Tagging

4 Related Work

5 Conclusion

References

Discriminative Regions: A Substrate for Analyzing Life-Logging Image Sequences

1 Introduction

2 Background

3 Consistent Regions

4 Discriminative Regions

5 Spatial Relations among Patches

6 Applications

7 Experiments and Results

7.1 Data Acquisition and Annotation

7.2 Implementation

7.3 Experiments

8 Conclusion

References

Fast Human Activity Recognition in Lifelogging

1 Introduction

2 Related Works

3 HAR Technique

3.1 Human Activities

3.2 Visual Data and Annotations

3.3 Visual Features

4 Evaluation

5 Results

6 Conclusion

References

Social Geo-Media Analytics and Retrieval

Iron Maiden While Jogging, Debussy for Dinner?

1 Introduction

2 Related Work

3 Data Acquisition

4 Predicting the User’s Music Taste

4.1 Individual Users

4.2 User Groups with Respect to Listening Activity

4.3 Feature Categories

5 Conclusion and Future Work

References

Travel Recommendation via Author Topic Model Based Collaborative Filtering

1 Introduction

2 Related Work

3 Offline Mining Module

3.1 City Level POIs Mining

3.2 User Travel History Mining

4 Online Recommendation

4.1 Author Topic Learning

4.2 POI Recommendation

5 Experimentation

5.1 Dataset

5.2 Performance Evaluation

5.3 Performance Comparison

5.4 Discussion

6 Conclusion

References

Robust Landmark Photo Retrieval

1 Introduction

2 Related Work

3 Approach

3.1 User Interest Based Community Discovery

3.2 Multiple Query Expansion and Pattern Mining

3.3 Landmark Photo Retrieval Rule

4 Experimental Studies

4.1 Datasets

4.2 Settings

4.3 Parameters Learning

4.4 Landmark Retrieval and Ranking

4.5 Comparing Query Expansion Approaches

5 Conclusion

References

Cross-Domain Concept Detection with Dictionary Coherence by Leveraging Web Images

1 Introduction

1.1 Related Work

2 Training Data Selection from Web

2.1 Sparse Coding and Dictionary Learning

2.2 Sampling from Web Images

2.3 Algorithm

2.4 Dictionary Learning

2.5 Dictionary Coherence Computing

2.6 Adaptive Sampling

3 Cross-Domain Video Concept Learning

4 Experiment

5 Conclusion

References

Semantic Correlation Mining between Images and Texts with Global Semantics and Local Mapping

1 Introduction

2 Our Framework

3 The Proposed Method

3.1 Image and Text Representation

3.2 Image-Text Correlation Computing

4 Experimental Results

4.1 Application of Image Tagging

4.2 Application of Cross-Media Retrieval

5 Conclusions

References

Image Taken Place Estimation via Geometric Constrained Spatial Layer Matching

1 Introduction

2 Related Work

3 System Overview

4 Refined Locations Generation

4.1 Grouping Images into Clusters

4.2 Cluster Location Estimation

5 Local Feature Refinement

5.1 Useful Features Selection

5.2 Spatial Layer Matching

6 Experimentation

6.1 Performance Evaluation

6.2 Performance Comparison

6.3 Discussion

7 Conclusion

References

Image or Video Processing, Semantic Analysis, andUnderstanding

Recognition of Meaningful Human Actions for Video Annotation Using EEG Based User Responses

1 Introduction

2 Materials and Methods

2.1 EEG Data Acquisition

2.2 EEG Feature Extraction

2.3 Classification

3 Experiment Results

4 Conclusion

References

Challenging Issues in Visual Information Understanding Researches

1 Introduction

2 Research Issues in Visual Data Understanding

2.1 Object Segmentation

2.2 Scene Understanding

2.3 Space Understanding and Context Awareness

2.4 Time Series Analysis of Scenes and a Space

3 Concluding Remarks

References

Emotional Tone-Based Audio Continuous Emotion Recognition

1 Introduction

2 Related Work

3 Emotional Tone-Based Two-Stage Algorithm

3.1 Overall Framework

3.2 Feature Extraction

3.3 Training Set Construction

3.4 GMM-HMM Classifier

4 Experiments

4.1 AVEC 2014 Dataset

4.2 Experimental Setup

4.3 Results

5 Conclusion

References

A Computationally Efficient Algorithm for Large Scale Near-Duplicate Video Detection

1 Introduction

2 Adaptive Locality Sensitive Hashing for SURF Indexing

2.1 Insights into SURF and LSH

2.2 Adaptive LSH (ADLSH) with Parameterizations

2.3 Descriptor Filtering (DF)

3 Two-Level Matching Scheme

4 Experiments

5 Conclusions and Future Work

References

Using CAD Techniques for 3D Object Extraction

1 Introduction

2 Related Work

3 Analysis

4 SLOREV Method

4.1 Sweeping

4.2 Lofting

4.3 Revolving

5 Results

6 Conclusions

References

Hessian Regularized Sparse Coding for Human Action Recognition

1 Introduction

2 Hessian Regularized Sparse Coding

3 Optimization of HessianSC

3.1 Learning Sparse Codes 􀢃 with Fixe

3.2 Update Dictionary 􀡰 with Fixe

4 Experiments

5 Conclusion

References

Robust Multi-label Image Classification with Semi-Supervised Learning and Active Learning

1 Introduction

2 Related Work

3 Multi-label Dimensionality Reduction via Non-negative Sparseness

3.1 Basics of Sparseness

3.2 NNS-DR

4 ML-SSAIC

4.1 Co-training

4.2 ML-SSAIC

5 Experiments and Analysis

5.1 Discriminative Capability of NNS-DR

5.2 Classification Performance

6 Conclusions

References

Photo Quality Assessment with DCNN that Understands Image Well

1 Introduction

2 Related Work

3 Features Extracted by the Deep Convolutional Neural Network

4 Experiments

4.1 Datasets

4.2 Experimental Settings

4.3 Experimental Results on the CUHKPQ

4.4 Experimental Results on the AVA

5 Conclusion

References

Non-negative Low-Rank and Group-Sparse Matrix Factorization

1 Introduction

2 Related Works

2.1 Non-negative Matrix Factorization

2.2 Low-Rank Representation

2.3 Group Sparse Coding

3 Non-negative Low-Rank and Group Sparse Matrix Factorization

3.1 The Proposed Model

3.2 Optimization Algorithm

4 Experiments

4.1 Face Clustering

4.2 Face Recognition

4.3 Parameter Selection

5 Conclusion

References

Two-Dimensional Euler PCA for Face Recognition

1 Introduction

2 Related Works

2.1 PCA

2.2 2DPCA

2.3 e-PCA

3 Two-dimensional Euler Principal Component Analysis

4 Experiments

4.1 Face Recognition

4.2 The Effect of

4.3 Time Evaluation

4.4 Robustness Evaluation

5 Conclusion

References

Multiclass Boosting Framework for Multimodal Data Analysis

1 Introduction

2 Risk Construction with Multiclass Loss Function

2.1 Multiclass Exponential Loss

2.2 Multiclass Logistic Loss

3 MMB Algorithm for Cross-Modal Retrieval

4 Experiments

4.1 Results on Wiki Dataset

4.2 Results on NUS-WIDE Dataset

5 Conclusions and Future Work

References

Author Index

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Xiangjian He,Suhuai Luo,Dacheng Tao,Changsheng Xu,Jie Yang,Muhammad Abul Hasan,MultiMedia Modeling,21st International Conference