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18th ISM 2016: San Jose, CA, USA
- IEEE International Symposium on Multimedia, ISM 2016, San Jose, CA, USA, December 11-13, 2016. IEEE Computer Society 2016, ISBN 978-1-5090-4571-6
Content Understanding, Modeling, Management, and Retrieval (I)
- Renata Khasanova, Xiaowen Dong, Pascal Frossard:
Multi-modal Image Retrieval with Random Walk on Multi-layer Graphs. 1-6 - Lei Qi, Chuanhai Zhang, Adisak Sukul, Wallapak Tavanapong, David A. M. Peterson:
Automated Coding of Political Video Ads for Political Science Research. 7-13 - Yuhui Wang, Christian von der Weth, Yehong Zhang, Kian Hsiang Low, Vivek K. Singh, Mohan S. Kankanhalli:
Concept Based Hybrid Fusion of Multimodal Event Signals. 14-19 - Gustavo Blanco, Marcos Vinicius Naves Bedo, Mirela T. Cazzolato, Lúcio F. D. Santos, Ana Elisa Serafim Jorge, Caetano Traina Jr., Paulo M. Azevedo-Marques, Agma J. M. Traina:
A Label-Scaled Similarity Measure for Content-Based Image Retrieval. 20-25 - Lúcio F. D. Santos, Luiz Olmes Carvalho, Marcos Vinicius Naves Bedo, Agma J. M. Traina, Caetano Traina Jr.:
When Similarity is Not Enough, Ask for Diversity: Grouping Elements Based on Influence. 26-29
Best Paper Session I
- Amandianeze O. Nwana, Tsuhan Chen:
QUOTE: "Querying" Users as Oracles in Tag Engines a Semi-Supervised Learning Approach to Personalized Image Tagging. 30-37 - Dekui Ma, Jian Liang, Xiangwei Kong, Ran He, Ying Li:
Discrete Cross-Modal Hashing for Efficient Multimedia Retrieval. 38-43 - Ryota Hinami, Shin'ichi Satoh:
Audience Behavior Mining by Integrating TV Ratings with Multimedia Contents. 44-51 - Norio Katayama, Hiroshi Mo, Shin'ichi Satoh:
Unsupervised Estimation of Video Continuity Model from Large-Scale Video Archives and Its Application to Shot Boundary Detection. 52-59
Content Understanding, Modeling, Management, and Retrieval (II)
- Wreetabrata Kar, Sarathkrishna Swaminathan, Viswanathan Swaminathan:
Audience Validation from Demographic Mix and Insufficient Individual Data. 60-64 - Denny Stohr, Stefan Wilk, Iva Toteva, Wolfgang Effelsberg, Ralf Steinmetz:
Context Not Content: A Novel Approach to Real-Time User-Generated Video Composition. 65-70 - Yu Wang, Yang Feng, Jiebo Luo, Xiyang Zhang:
Voting with Feet: Who are Leaving Hillary Clinton and Donald Trump. 71-76 - Hao Ding, Jia Huang, Houwei Cao, Yong Liu:
Improving Cold Music Recommendation through Hierarchical Audio Alignment. 77-82 - Lei Yang, Samuel Cheng, Pramode K. Verma, Shuang Wang:
Text Search: Towards Fast Text Localization in Scene Images. 83-86
Multimedia Streaming, Networking, and QoS (I)
- Yago Sanchez, Dimitri Podborski, Cornelius Hellge, Thomas Schierl:
Shifted IDR Representations for Low Delay Live DASH Streaming Using HEVC Tiles. 87-92 - Imen Triki, Rachid El Azouzi, Majed Haddad:
Anticipating Resource Management and QoE for Mobile Video Streaming under Imperfect Prediction. 93-98 - Zheng Lu, Sangeeta Ramakrishnan, Xiaoqing Zhu:
Exploiting Video Quality Information in Rate Adaptation for HTTP-Based Video Streaming. 99-106 - Mohammad Hosseini, Viswanathan Swaminathan:
Adaptive 360 VR Video Streaming: Divide and Conquer. 107-110 - Rintaro Harada, Shintaro Saika, Masaru Takeuchi, Kenji Kanai, Yasutaka Matsuo, Jiro Katto:
Quality Evaluations of 8K/60P UHDTV Retransmission for a Broadcasting and Communication Integrated Platform. 111-112
Best Paper Session II
- Stefano D'Aronco, Laura Toni, Pascal Frossard:
Price-Based Controller for Quality-Fair HTTP Adaptive Streaming. 113-118 - Ryan E. Janzen, Steve Mann:
Feedback Control System for Exposure Optimization in High-Dynamic-Range Multimedia Sensing. 119-125 - Lingchao Kong, Rui Dai:
Temporal-Fluctuation-Reduced Video Encoding for Object Detection in Wireless Surveillance Systems. 126-132
Media Semantics, Ontologies, and Personalization (I)
- Márcio Ferreira Moreno, Rafael Brandão, Renato Cerqueira:
Extending Hypermedia Conceptual Models to Support Hyperknowledge Specifications. 133-138 - Wenjie Zhu, Zhu Li, Yiling Xu:
Light Reference Video Quality Estimation with Embedding of Compact Features. 139-143 - Shuanglu Dai, Xingzhong Xu, Bitian Jiang, Hong Man:
Multi-scale Sentiment Classification Using Canonical Correlation Analysis on Riemannian Manifolds. 144-147 - Márcio Ferreira Moreno, Rafael Brandão, Juliana Jansen Ferreira, Ana Fucs, Renato Cerqueira:
Towards a Conceptual Model for Cognitive-Intensive Practices. 148-151
Media Semantics, Ontologies, and Personalization (II)
- Sethuraman Panchanathan, Shayok Chakraborty, Troy McDaniel, Matt Bunch, Noel E. O'Connor, Suzanne Little, Kevin McGuinness, Mark Marsden:
Smart Stadium for Smarter Living: Enriching the Fan Experience. 152-157 - Tarek Elgamal, Chien-Nan (Shannon) Chen, Klara Nahrstedt:
Physical Relationship Description for Cyber-Physical Multi-modal Sensory Environments. 158-162 - Dick C. A. Bulterman:
Deep Tweaking: Thoughts on Measuring Audience Engagement. 163-168 - Ryosuke Shigenaka, Yukihiro Tsuboshita, Noriji Kato:
Content-Aware Multi-task Neural Networks for User Gender Inference Based on Social Media Images. 169-172
3D Data, Graphics, and Retrieval (I) and Mobile Multimedia Search
- Takahiro Hayashi, Masaru Hirose, Keisuke Suzuki, Koji Abe:
Similarity Retrieval of 3D Models with Query by Clay Sketch. 173-176 - Faisal Ahmed, Padma Polash Paul, Marina L. Gavrilova:
Adaptive Pooling of the Most Relevant Spatio-Temporal Features for Action Recognition. 177-180 - Mahdi Salarian, Rashid Ansari:
Improved Image Retrieval for Efficient Localization in Urban Areas Using Location Uncertainty Data. 181-184 - Hamzah Alghamdi, Shiai Zhu, Abdulmotaleb El-Saddik:
E-Tourism: Mobile Dynamic Trip Planner. 185-188 - Mahdi Salarian, Nick Ileiv, Rashid Ansari:
Accurate Image Based Localization by Applying SFM and Coordinate System Registration. 189-192 - Lukas Beck, Heiko Schuldt:
City-Stories: A Spatio-Temporal Mobile Multimedia Search System. 193-196
Multimedia Data Mining and Deep Learning
- Rene Octiavio Queiroz Dias, Díbio Leandro Borges:
Recognizing Plant Species in the Wild: Deep Learning Results and a New Database. 197-202 - Samira Pouyanfar, Shu-Ching Chen:
Semantic Event Detection Using Ensemble Deep Learning. 203-208 - Holly H. Vo, Abhishek Verma:
New Deep Neural Nets for Fine-Grained Diabetic Retinopathy Recognition on Hybrid Color Space. 209-215 - Jingwen Liu, Yanlei Gu, Shunsuke Kamijo:
Joint Customer Pose and Orientation Estimation Using Deep Neural Network from Surveillance Camera. 216-221 - Junnan Li, Yongkang Wong, Mohan S. Kankanhalli:
Multi-stream Deep Learning Framework for Automated Presentation Assessment. 222-225
Multimedia Streaming, Networking, and QoS (II)
- Mahdi Hemmati, Bill McCormick, Shervin Shirmohammadi:
Fair and Efficient Bandwidth Allocation for Video Flows Using Sigmoidal Programming. 226-231 - Ashkan Sobhani, Abdulsalam Yassine, Shervin Shirmohammadi:
QoE-Driven Optimization for DASH Service in Wireless Networks. 232-237 - Abinesh Ramakrishnan, Cédric Westphal, Jonnahtan Saltarin:
Adaptive Video Streaming over CCN with Network Coding for Seamless Mobility. 238-242 - Mohammad A. Alsmirat, Nabil J. Sarhan:
Cross-Layer Optimization for Automated Video Surveillance. 243-246
3D Data, Graphics, and Retrieval (II)
- Ramakrishnan Mukundan:
Reconstruction of High Resolution 3D Meshes of Lung Geometry from HRCT Contours. 247-252 - David Gonzalez-Aguirre, Javier Felip, S. Shahidzadeh:
Infinite-Resolution 3D Modeling from a Single Image for Free-Form Revolution Objects. 253-260 - Chengwu Liang, Enqing Chen, Lin Qi, Ling Guan:
3D Action Recognition Using Depth-Based Feature and Locality-Constrained Affine Subspace Coding. 261-266 - SeungJin Lim:
A Visualization Primitive for Multiway Relationships. 267-270 - Nasim Hajari, Irene Cheng, Anup Basu:
Robust Human Animation Skeleton Extraction Using Compatibility and Correctness Constraints. 271-274
Content Understanding, Modeling, Management, and Retrieval (III)
- Daniel Rotman, Dror Porat, Gal Ashour:
Robust and Efficient Video Scene Detection Using Optimal Sequential Grouping. 275-280 - Yilin Yan, Mei-Ling Shyu:
Enhancing Rare Class Mining in Multimedia Big Data by Concept Correlation. 281-286 - Caio D. D. Monteiro, Christy Maria Mathew, Ricardo Gutierrez-Osuna, Frank Shipman:
Detecting and Identifying Sign Languages through Visual Features. 287-290 - Lei Gao, Ling Guan, Lin Qi, Enqing Chen:
A Novel Discriminative Framework Integrating Kernel Entropy Component Analysis and Discriminative Multiple Canonical Correlation for Information Fusion. 291-294
Media Coding, Processing, and Quality Measurement (I)
- Kashyap Kammachi Sreedhar, Alireza Aminlou, Miska M. Hannuksela, Moncef Gabbouj:
Standard-Compliant Multiview Video Coding and Streaming for Virtual Reality Applications. 295-300 - Mohammad Kazemi, Razib Iqbal, Shervin Shirmohammadi:
A Selective Intra-Coding Approach for Multiple Description Video Coding. 301-306 - Ernestasia Siahaan, Alan Hanjalic, Judith A. Redi:
Augmenting Blind Image Quality Assessment Using Image Semantics. 307-312 - Fahd Bouzaraa, Onay Urfalioglu:
CNN Based Non-Local Color Mapping. 313-316 - Ryan E. Janzen, Steve Mann:
The Physical-Fourier-Amplitude Domain, and Application to Sensing Sensors. 317-320
Multimedia Security and Forensics
- Chule Yang, Danwei Wang, Prarinya Siritanawan:
Organ-Based Facial Verification Using Thermal Camera. 321-324 - Michael Wolfram, Haider Ali, Alin Albu-Schäffer:
Visual Focus of Attention Recognition from Fixed Chair Sitting Postures Using RGB-D Data. 325-328 - Barbara Hilsenbeck, David Münch, Ann-Kristin Grosselfinger, Wolfgang Hübner, Michael Arens:
Action Recognition in the Longwave Infrared and the Visible Spectrum Using Hough Forests. 329-332 - Musab S. Al-Hadrusi, Nabil J. Sarhan, Sina G. Davani:
A Clustering Approach for Controlling PTZ Cameras in Automated Video Surveillance. 333-336 - Munif Alotaibi, Ausif Mahmood:
Reduction of Gait Covariate Factors Using Feature Selection and Sparse Dictionary Learning. 337-340 - Mejren Mohammad Al-Hammadi, Sabu Emmanuel:
Improving SURF Based Copy-Move Forgery Detection Using Super Resolution. 341-344
Poster and Demo Session
- Omar Alaql, Kambiz Ghazinour, Cheng Chang:
Classification of Image Distortions Based on Features Evaluation. 345-346 - Ahmad Delforouzi, Seyed Amir Hossein Tabatabaei, Kimiaki Shirahama, Marcin Grzegorzek:
Polar Object Tracking in 360-Degree Camera Images. 347-352 - Tuoerhongjiang Yusufu, Naifan Zhuang, Kai Li, Kien A. Hua:
Relational Learning Based Happiness Intensity Analysis in a Group. 353-358 - Mengyan Yuan, Enqing Chen, Lei Gao:
Posture Selection Based on Two-Layer AP with Application to Human Action Recognition Using HMM. 359-364 - Vicky Sintunata, Terumasa Aoki:
Skeleton Extraction in Cluttered Image Based on Delaunay Triangulation. 365-366 - Weixuan Chen, Rosalind W. Picard:
Predicting Perceived Emotions in Animated GIFs with 3D Convolutional Neural Networks. 367-368 - Tunde Ballack Akinjala, Ruth Agada, Jie Yan:
Animating Human Movement & Gestures on an Agent Using Microsoft Kinect. 369-374 - Xin Zhou, Guangming Shi, Wei Zhou:
Perceptual CU Size Decision and Fast Prediction Mode Decision Algorithm for HEVC Intra Coding. 375-378 - Xin Guo, Lin Qi, Ling Guan:
Semi-Supervised and Semi-Paired Graph Regularized Multiset Canonical Correlation Analysis. 379-384 - Han Wu, Xiangwei Kong, Hongxue Yang, Ying Li:
Sparse Feature Preservation for Relative Attribute Learning. 385-390 - Okan Candir, M. Elif Karsligil:
Detection of the Periodicity of Human Actions for Efficient Video Summarization. 391-394 - Takahiro Yoshida, Takahiro Hayashi:
OtoPittan: A Music Recommendation System for Making Impressive Videos. 395-396 - Sarang Nerkar, Ryan E. Janzen, Pete Scourboutakos, Steve Mann:
Extrapolative Lightspace Method for HDR Video Exposure Selection. 397-398 - Robert Skupin, Yago Sanchez, Cornelius Hellge, Thomas Schierl:
Tile Based HEVC Video for Head Mounted Displays. 399-400 - Junnan Li, Yongkang Wong, Mohan S. Kankanhalli:
Demo Paper: PreSense - An Assistive Presentation Self-Quantification System. 401-402 - Maryam Amiri, Karun Pal Singh Malik, Hussein Al Osman, Shervin Shirmohammadi:
Game-Aware Resource Manager for Home Gateways. 403-404 - Rodrigo Laiola Guimarães:
Rethinking Online Code Editors for Authoring Web-Based Multimedia Presentations. 405-406 - Mohammad Hosseini, Viswanathan Swaminathan:
Adaptive 360 VR Video Streaming Based on MPEG-DASH SRD. 407-408 - Nikolas Burks, Lloyd Smith, Jamil Saquer:
A Virtual Xylophone for Music Education. 409-410 - Wei-bang Chen, James Li, Ben Zimmerman:
A Fully Automated Approach for Classification of Microstructures in Thermal Barrier Coating Microscopic Images. 411-412
Multimedia and Web Interfaces
- Hisayuki Ohmata, Andrew Lippman:
8K Time into Space: Web-Based Interactive Storyboard with Playback for Hundreds of Videos. 413-418 - Roman Hak, Tomás Zeman:
Improving Response Time through Multimodal Integration Pattern Modeling. 419-424 - Xinyao Sun, Irene Cheng, Anup Basu:
Spatio-Temporally Optimized Multi-sensor Motion Fusion. 425-430 - Chiu-Fang Peng, Wen-Hung Liao:
Evaluation of Interactive Data Visualization Tools Based on Gaze and Mouse Tracking. 431-434 - Pierrick Bruneau, Mickaël Stefas, Johann Poignant, Hervé Bredin, Claude Barras:
Post-Hoc Interactive Analytics of Errors in the Context of a Person Discovery Task. 435-438
Media Coding, Processing, and Quality Measurement (II)
- Bo-Hao Chen, Chia-Hao Chang, Shih-Chia Huang:
Denoising Using Inverse-Distance Weighting with Sparse Approximation. 439-444 - Jui-Hsin Lai, Ruichi Yu, Ching-Yung Lin:
Neuron Activity Extraction and Network Analysis on Mouse Brain Videos. 445-450 - Luis H. S. Vogado, Rodrigo de Melo Souza Veras, Alan R. Andrade, Romuere R. V. e Silva, Flávio H. D. Araújo, Fátima N. S. de Medeiros:
Unsupervised Leukemia Cells Segmentation Based on Multi-space Color Channels. 451-456 - Wu-chi Feng, Ryan Feng, Paul Wyatt, Feng Liu:
Understanding the Impact of Compression on Feature Detection and Matching in Computer Vision. 457-462 - Saeed Shafiee Sabet, Mahmoud Reza Hashemi, Mohammad Ghanbari:
A Testing Apparatus for Faster and More Accurate Subjective Assessment of Quality of Experience in Cloud Gaming. 463-466
Multimedia Social Network
- Teresa Bracamonte, Aidan Hogan, Barbara Poblete:
Applying Community Detection Methods to Cluster Tags in Multimedia Search Results. 467-474 - Martin Pichl, Eva Zangerle, Günther Specht:
Understanding Playlist Creation on Music Streaming Platforms. 475-480 - Jitao Sang, Changsheng Xu, Ramesh C. Jain:
Social Multimedia Ming: From Special to General. 481-485 - Rajiv Ratn Shah, Anupam Samanta, Deepak Gupta, Yi Yu, Suhua Tang, Roger Zimmermann:
PROMPT: Personalized User Tag Recommendation for Social Media Photos Leveraging Personal and Social Contexts. 486-492 - Pradip Chitrakar, Chengcui Zhang, Gary Warner, Xinpeng L. Liao:
Social Media Image Retrieval Using Distilled Convolutional Neural Network for Suspicious e-Crime and Terrorist Account Detection. 493-498
Media Coding, Processing, and Quality Measurement (III)
- Yifang Yin, Zhenguang Liu, Satyam, Roger Zimmermann:
Laplacian Sparse Coding of Scenes for Video Classification. 499-506 - Mehdi P. Stapleton, Ivan V. Bajic:
Robust Domain-Filling Plumb-Line Lens Distortion Correction. 507-514 - Andrea Salvi, Simone Ercoli, Marco Bertini, Alberto Del Bimbo:
Bloom Filters and Compact Hash Codes for Efficient and Distributed Image Retrieval. 515-520 - Yasutaka Matsuo, Shinichi Sakaida:
Super-Resolution Method by Registration of Multi-scale Components Considering Color Sampling Pattern and Frequency Spectrum Power of UHDTV Camera. 521-524 - Ramin Ghaznavi Youvalari, Alireza Aminlou, Miska M. Hannuksela, Moncef Gabbouj:
Efficient Coding of 360-Degree Pseudo-Cylindrical Panoramic Video for Virtual Reality Applications. 525-528
Systems and Architectures
- Ilija Hadzic, Martin D. Carroll, Hans C. Woithe:
Low-Level Frame-Buffer Scraping for GPUs in the Cloud. 529-532 - Xueshi Hou, Yao Lu, Sujit Dey:
A Novel Hyper-Cast Approach to Enable Cloud-Based Virtual Classroom Applications. 533-536 - Junwoo Lee, Minseok Song:
Cache Management for Video Servers by the Combined Use of DRAM and SSD. 537-540 - Stefan Petersson, Håkan Grahn, Jim Rasmusson:
Color Demosaicing Using Structural Instability. 541-544
Multimedia Storage and Databases, and Networking and QoS (III)
- Dominik Van Opdenbosch, Eckehard G. Steinbach:
AVLAD: Optimizing the VLAD Image Signature for Specific Feature Descriptors. 545-550 - Kai Li, Guo-Jun Qi, Jun Ye, Tuoerhongjiang Yusuph, Kien A. Hua:
Supervised Ranking Hash for Semantic Similarity Search. 551-558 - Is-Haka Mkwawa, Alcardo Alex Barakabitze, Lingfen Sun:
Video Quality Management over the Software Defined Networking. 559-564 - Sanjeel Parekh, Frederic Font, Xavier Serra:
Improving Audio Retrieval through Loudness Profile Categorization. 565-568
Gaming and Virtual Reality
- Maryam Amiri, Hussein Al Osman, Shervin Shirmohammadi:
Datacenter Traffic Shaping for Delay Reduction in Cloud Gaming. 569-574 - Mark Claypool:
On Models for Game Input with Delay - Moving Target Selection with a Mouse. 575-582 - Kashyap Kammachi Sreedhar, Alireza Aminlou, Miska M. Hannuksela, Moncef Gabbouj:
Viewport-Adaptive Encoding and Streaming of 360-Degree Video for Virtual Reality Applications. 583-586 - Aleksandr Setkov, Michèle Gouiffès:
Geometric Compensation of Dynamic Video Projections. 587-590
MIPR 2016 - The 12th IEEE International Workshop on Multimedia Information Processing and Retrieval
- Tzu-Hsiang Huang, Pao-Chi Chang:
Large-Scale Cover Song Retrieval System Developed Using Machine Learning Approaches. 591-596 - Hesham Farouk, Kamal A. El-Dahshan, Amr Abd Elawed Abozeid:
Context-Aware Joint Video Summarization and Streaming (CVSS) Approach. 597-602 - Ching-Hua Chuan, Elaine Chew:
An Optimization-Based Approach to Key Segmentation. 603-608 - Yukhe Lavinia, Holly H. Vo, Abhishek Verma:
Fusion Based Deep CNN for Improved Large-Scale Image Action Recognition. 609-614 - Amir Mazaheri, Boqing Gong, Mubarak Shah:
Learning a Multi-concept Video Retrieval Model with Multiple Latent Variables. 615-620 - Ziqi Zhu, Li Zhuo, Panling Qu, Kailong Zhou, Jing Zhang:
Extreme Weather Recognition Using Convolutional Neural Networks. 621-625 - Fu-Hai Frank Wu:
An Evaluation Framework of Optical Music Recognition in Numbered Music Notation. 626-631
MTEL 2016 - The 11th IEEE International Workshop on Multimedia Technologies for E-Learning
- Rodrigo da Silva Ferreira, Andréa Britto Mattos, Emilio Vital Brazil, Renato Cerqueira, Marco Ferraz, Sergio Cersósimo:
Multi-scale Evaluation of Texture Features for Salt Dome Detection. 632-635 - Shuichi Kurabayashi, Hidetoshi Ishiyama, Masaru Kanai:
Sensing-by-Overlaying: A Practical Implementation of a Multiplayer Mixed-Reality Gaming System by Integrating a Dense Point Cloud and a Real-Time Camera. 636-639 - Joni Rasanen, Marko Viitanen, Jarno Vanne, Timo D. Hämäläinen, Miska M. Hannuksela, Vinod Kumar Malamal Vadakital:
RTP/RTCP Reception Hint Tracks for Video Call Recording and Playback. 640-643 - Junbo Zhao, Lianglong Cheng:
Research and Application of the "Crystal-Atom" Model to the Flipped Classroom Instruction Methodology. 644-648 - Paul E. Dickson, Chris Kondrat, W. Richards Adrion, Tim D. Richards, Ryan B. Szeto:
Improved Whiteboard Processing for Lecture Capture. 649-654 - Florian Schimanke, Leonard Hill, Robert Mertens, Oliver Mertens:
Simulating Context in Mobile Learning Games for Testing and Debugging. 655-660
MuSDeMP 2016 - First IEEE Workshop on Multimedia Support for Decision-Making Processes
- Rodrigo C. M. Santos, Francisco Sant'Anna, Márcio Ferreira Moreno, Noemi de La Rocque Rodriguez, Renato Cerqueira:
Cognitive Computing Systems in Reactive Multimedia Applications Developed in CÉU. 661-666 - Daniel Salles Chevitarese, Marcelo Nery dos Santos:
Real-Time Face Tracking and Recognition on IBM Neuromorphic Chip. 667-672 - Márcio Ferreira Moreno, Rafael Brandão, Renato Cerqueira:
Challenges on Multimedia for Decision-Making in the Era of Cognitive Computing. 673-678 - Juliana Jansen Ferreira, Márcio Ferreira Moreno, Rafael Brandão, Renato Cerqueira:
Multimedia in Cognitive-Intensive Practices: A Case with ATLAS.ti Supporting HCI Qualitative Research. 679-684 - Bernardo Gonçalves:
Show Me the Material Evidence - Initial Experiments on Evaluating Hypotheses from User-Generated Multimedia Data. 685-690
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