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5th BigMM 2019: Singapore
- Fifth IEEE International Conference on Multimedia Big Data, BigMM 2019, Singapore, September 11-13, 2019. IEEE 2019, ISBN 978-1-7281-5527-2
Regular: Best Paper Award Candidates
- Jaeyoung Choi, Martha A. Larson, Gerald Friedland, Alan Hanjalic
:
From Intra-Modal to Inter-Modal Space: Multi-task Learning of Shared Representations for Cross-Modal Retrieval. 1-10 - Giorgos Constantinou, Gowri Sankar Ramachandran
A Crowd-Based Image Learning Framework using Edge Computing for Smart City Applications. 11-20 - Anurag Singh, Lakshay Virmani, Subramanyam A. V:
Image Corpus Representative Summarization. 21-29 - Miaomiao Cheng, Liping Jing, Michael Kwok-Po Ng:
A Weighted Tensor Factorization Method for Low-Rank Tensor Completion. 30-38
Regular: Deep Learning Across Modalities
- Shivangi Singhal, Rajiv Ratn Shah, Tanmoy Chakraborty
SpotFake: A Multi-modal Framework for Fake News Detection. 39-47 - Abdullah Alfarrarjeh, Seon Ho Kim, Arvind Bright, Vinuta Hegde, Akshansh, Cyrus Shahabi:
Spatial Aggregation of Visual Features for Image Data Search in a Large Geo-Tagged Image Dataset. 48-57 - Osaid Rehman Nasir, Shailesh Kumar Jha, Manraj Singh Grover, Yi Yu, Ajit Kumar, Rajiv Ratn Shah:
Text2FaceGAN: Face Generation from Fine Grained Textual Descriptions. 58-67 - Sharan Pai, Nikhil Sachdeva, Rajiv Ratn Shah, Roger Zimmermann:
User Input Based Style Transfer While Retaining Facial Attributes. 68-76
Invited: Social Media
- Keiji Yanai
Large-Scale Twitter Food Photo Mining and Its Applications. 77-85 - Yasutomo Kawanishi
Similar Seasonal-Geo-Region Mining Based on Visual Concepts in Social Media Photos. 86-93 - Akash Kumar Gautam, Luv Misra, Ajit Kumar, Kush Misra, Shashwat Aggarwal, Rajiv Ratn Shah:
Multimodal Analysis of Disaster Tweets. 94-103 - Shivam B. Parikh, Saurin R. Khedia, Pradeep K. Atrey:
A Framework to Detect Fake Tweet Images on Social Media. 104-110
Invited: Novel Approaches to Media Processing
- Hong Xue, Tiesong Zhao, Weiling Chen, Qian Liu, Shaohua Zheng, Chang Wen Chen
Visual Attention and Haptic Control: A Cross-Study. 111-117 - Mingxing Xu, Wenrui Dai, Yangmei Shen, Hongkai Xiong
MSGCNN: Multi-scale Graph Convolutional Neural Network for Point Cloud Segmentation. 118-127 - Ziling Huang, Zheng Wang, Tzu-Yi Hung, Shin'ichi Satoh, Chia-Wen Lin
Group Re-Identification via Transferred Representation and Adaptive Fusion. 128-132 - Salman Ahmed Shaikh, Akiyoshi Matono, Kyoung-Sook Kim:
A Distance-Window Based Real-Time Processing of Spatial Data Streams. 133-141
Regular: Deep Learning & Analysis
- Yucheng Xu, Li Song, Rong Xie, Wenjun Zhang:
Deep Video Inverse Tone Mapping. 142-147 - Shengwei Zhao, Xindi Gao, Shikun Li
Low-Resolution Face Recognition in the Wild with Mixed-Domain Distillation. 148-154 - Wenjia Wang, Yu Shen:
Scene Text Detection Via Cascade FPN and Channel Enhancement. 155-161 - Bohui Xia, Xueting Wang, Toshihiko Yamasaki, Kiyoharu Aizawa, Hiroyuki Seshime:
Deep Neural Network-Based Click-Through Rate Prediction using Multimodal Features of Online Banners. 162-170
Regular/Industry: Novel Applications
- Maitree Leekha, Mononito Goswami
Are You Paying Attention? Detecting Distracted Driving in Real-Time. 171-180 - Wu Luo, Chongyang Zhang, Weiwei Liu, Jintao Wu, Weiyao Lin
Improving Action Recognition with Valued Patches Exploiting. 181-188 - Ranjodh Singh, Hemant Yadav, Mohit Sharma, Sandeep Gosain, Rajiv Ratn Shah:
Automatic Speech Recognition for Real Time Systems. 189-198 - Ranjodh Singh, Meghna P. Ayyar
Automating Car Insurance Claims Using Deep Learning Techniques. 199-207
Short: Content Analysis
- Tianwei Chen, Qiang Ma
Discriminative Object Discovery Toward Personalized Sightseeing Spot Recommendation. 208-212 - Baani Leen Kaur Jolly, Palash Aggrawal, Surabhi S. Nath, Viresh Gupta, Manraj Singh Grover, Rajiv Ratn Shah:
Universal EEG Encoder for Learning Diverse Intelligent Tasks. 213-218 - Ashima Yadav, Ayush Agarwal, Dinesh Kumar Vishwakarma:
XRA-Net Framework for Visual Sentiments Analysis. 219-224 - Chhavi Dhiman
Skeleton-Based View Invariant Deep Features for Human Activity Recognition. 225-230 - Dhruva Sahrawat, Mohit Agarwal, Sanchit Sinha, Aditya Adhikary, Mansi Agarwal, Rajiv Ratn Shah, Roger Zimmermann:
Video Summarization using Global Attention with Memory Network and LSTM. 231-236 - Tej Singh
Deep Learning Framework for Single and Dyadic Human Activity Recognition. 237-241
Short: Applications
- Shengzhou Yi, Xueting Wang, Toshihiko Yamasaki:
Impression Prediction of Oral Presentation Using LSTM and Dot-Product Attention Mechanism. 242-246 - Xiaoyan Wang, Hai-Miao Hu, Yugui Zhang:
Pedestrian Detection Based on Spatial Attention Module for Outdoor Video Surveillance. 247-251 - Yi-Ning Chen, Mei-Chen Yeh:
Photo Filter Recommendation Through Analyzing Objects, Scenes and Aesthetics. 252-256 - Kajal Kansal
Autoencoder Ensemble for Person Re-Identification. 257-261 - Naoto Inoue, Toshihiko Yamasaki:
Fast Instance Segmentation for Line Drawing Vectorization. 262-265 - Xian-Hua Han, Yen-Wei Chen:
Deep Residual Network of Spectral and Spatial Fusion for Hyperspectral Image Super-Resolution. 266-270
Short: Media Processing
- Abhishek A. Patwardhan, Santanu Das, Sakshi Varshney, Maunendra Sankar Desarkar, Debi Prosad Dogra:
ViTag: Automatic Video Tagging Using Segmentation and Conceptual Inference. 271-276 - Hao Xie, Guoqing Xiang, Dunshan Yu, Hong Yu, Yuan Li, Wei Yan:
Perceptual Fast CU Size Decision Algorithm for AVS2 Intra Coding. 277-281 - Trong-Dat Phan, Minh-Son Dao, Koji Zettsu:
An Interactive Watershed-Based Approach for Lifelog Moment Retrieval. 282-286 - Donglin Di, Xindi Shang, Weinan Zhang, Xun Yang, Tat-Seng Chua:
Multiple Hypothesis Video Relation Detection. 287-291 - Anh-Khoa Vo, Minh-Son Dao, Koji Zettsu:
From Chaos to Order: The Role of Content and Context of Daily Activities in Rearranging Lifelogs Data. 292-296 - Yongqing Sun, Pranav Shenoy K. P, Jun Shimamura, Atsushi Sagata:
Concatenated Feature Pyramid Network for Instance Segmentation. 297-301
Demos
- Jiong Huang, Yifang Yin
GrabView: A Scalable Street View System for Images Taken from Different Devices. 302-304 - Satoshi Yoshida, Jianquan Liu, Shoji Nishimura:
A Robust People Tracking Method in Multiple Cameras. 305-308 - Jieliang Ang, Tianyuan Fu, Johns Paul, Shuhao Zhang
TraV: An Interactive Exploration System for Massive Trajectory Data. 309-313
Regular: New Theory & Models
- Renjie Chu, Baoning Niu, Shanshan Yao, Jianquan Liu:
Peak-Based Philips Fingerprint Robust To Pitch-Shift For Massive Audio Retrieval. 314-320 - Himanshu Aggarwal, Rajiv Ratn Shah, Suhua Tang, Feida Zhu
Supervised Generative Adversarial Cross-Modal Hashing by Transferring Pairwise Similarities for Venue Discovery. 321-330 - Minhua Zhang, Youtian Du
Online Social Information Propagation Analysis Based on Time-Delay Mixture Diffusion Model. 331-337 - Harsh Shrivastava
Facefetch: An Efficient and Scalable Face Retrieval System That uses Your Visual Memory. 338-347
Invited: Security & Privacy
- Vikram Patil, Shivam B. Parikh, Pradeep K. Atrey:
Geosecure-O: A Method for Secure Distance Calculation for Travel Mode Detection using Outsourced GPS Trajectory Data. 348-356 - Chao Wu, Fengda Zhang, Fei Wu:
Distributed Modelling Approaches for Data Privacy Preserving. 357-365 - Jiali Liang, Dan Zeng, Shuaijun Chen, Qi Tian:
Related Attention Network for Person Re-Identification. 366-372 - Akshay Agarwal
Deceiving Face Presentation Attack Detection via Image Transforms. 373-382
International Workshop on Big Data in Culture, Design and Heritage: BD-CDH 2019
- Rui Oliveira Lopes, Owais Ahmed Malik, Asiyah Az-Zahra Ahmad Kumpoh
Exploring Digital Architectural Heritage in Brunei Darussalam: Towards Heritage Safeguarding, Smart Tourism, and Interactive Education. 383-390 - Uday Kulkarni, Meena S. M, Sunil V. Gurlahosur
Classification of Cultural Heritage Sites Using Transfer Learning. 391-397 - Arjun Ghosh
Using n-Grams to Identify Edit Wars on Wikipedia. 398-403 - Mahak Jain, Anurag Sanyal, Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar:
A Framework for the Conversion of Textual BigData into 2D Architectural Floor Plan. 404-410 - Julian True, Naimul Khan:
Novel Segmentation Metrics for Use in Augmented Reality Advertisement Integration. 411-415
Invited: BigMM Techniques for Novel Applications
- Yifeng Wang, Dan Zeng:
Deep Domain Adaptation on Vehicle Re-Identification. 416-420 - Shinji Oyama, Toshihiko Yamasaki:
Visual Clarity Analysis and Improvement Support for Presentation Slides. 421-428 - Zeeshan Ahmad, Naimul Mefraz Khan:
Multidomain Multimodal Fusion for Human Action Recognition Using Inertial Sensors. 429-434 - Chengcheng Wei, Wengang Zhou, Junfu Pu, Houqiang Li:
Deep Grammatical Multi-classifier for Continuous Sign Language Recognition. 435-442
Workshop on Machine Learning for Image Analysis and Understanding (MLIAU 2019)
- Xian-Hua Han, Yongqing Sun, Yen-Wei Chen:
Residual Component Estimating CNN for Image Super-Resolution. 443-447 - Hitkul, Rajiv Ratn Shah, Ponnurangam Kumaraguru, Shin'ichi Satoh:
Maybe Look Closer? Detecting Trolling Prone Images on Instagram. 448-456
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