John R. Smith  John R. Smith photo         

contact information

IBM Fellow, AI, Future of Computing and Accelerated Discovery
IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598
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Professional Associations

Professional Associations:  ACM  |  ACM SIGMM  |  Fellow, IEEE  |  IEEE Circuits and System Society  |  IEEE Computer Society  |  IEEE Signal Processing Society

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More information:  John R. Smith on Google Scholar  |  John R. Smith on DBLP  |  John R. Smith on LinkedIn  |  John R. Smith on Twitter


2020

Covering the News with (AI) Style
Michele Merler, Cicero Nogueira dos Santos, Mauro Martino, Alfio M. Gliozzo, John R. Smith
arXiv preprint arXiv:2002.02369, 2020
Abstract   special section, natural language processing, generative grammar, discriminative model, computer science, artificial intelligence

HUMA20: 1st International Workshop on Human-Centric Multimedia Analysis
Wu Liu, Chuang Gan, Jingkuan Song, Dingwen Zhang, Wenbing Huang, John Smith
Proceedings of the 28th ACM International Conference on Multimedia, pp. 4763-4764, ACM, 2020
Abstract   human centered computing, face detection, multimedia, variety, fashion design, computer science, bridge, action, human centric, pattern analysis

AI for Management: An Overview
Dario Gil, Stacy Hobson, Aleksandra Mojsilovic, Ruchir Puri, John R. Smith
Palgrave Macmillan, Cham, 2020
Abstract   business operations, strategic planning, engineering management, computer science, key, field, customer support, labeled data

A Broader Study of Cross-Domain Few-Shot Learning
Yunhui Guo, Noel C. Codella, Leonid Karlinsky, James V. Codella, John R. Smith, Kate Saenko, Tajana Rosing, Rogerio Feris
European Conference on Computer Vision, pp. 124-141, Springer, Cham, 2020
Abstract   transfer of learning, benchmark, relation, machine learning, similarity, class, domain, computer science, image, medical imaging, artificial intelligence


2019

Automatic Curation of Sports Highlights Using Multimodal Excitement Features
Michele Merler, Khoi-Nguyen C. Mac, Dhiraj Joshi, Quoc-Bao Nguyen, Stephen Hammer, John Kent, Jinjun Xiong, Minh N. Do, John R. Smith, Rogerio Schmidt Feris
IEEE Transactions on Multimedia 21(5), 1147-1160, Institute of Electrical and Electronics Engineers (IEEE), 2019
Abstract   automatic summarization, video editing, metadata, human computer interaction, task, visualization, clips, computer science


2018

The Excitement of Sports: Automatic Highlights Using Audio/Visual Cues
Michele Merler, Dhiraj Joshi, Khoi-Nguyen C. Mac, Quoc-Bao Nguyen, Stephen Hammer, John Kent, Jinjun Xiong, Minh N. Do, John R. Smith, Rogerio Schmidt Feris
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 2520-2523, 2018
human computer interaction, computer science, artificial intelligence, audio visual

Segmentation of Both Diseased and Healthy Skin From Clinical Photographs in a Primary Care Setting
Noel C. F. Codella, Daren Anderson, Tyler Philips, Anthony Porto, Kevin Massey, Jane Snowdon, Rogerio Feris, John Smith
2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 3414-3417, IEEE
Abstract   image segmentation, segmentation, jaccard index, deep learning, pattern recognition, computer science, artificial intelligence, direct transfer, primary care

Collaborative Human-AI (CHAI): Evidence-Based Interpretable Melanoma Classification in Dermoscopic Images
Noel C. F. Codella, Chung-Ching Lin, Allan Halpern, Michael Hind, Rogerio Feris, John R. Smith
Workshop on Interpretability of Machine Intelligence in Medical Image Computing at MICCAI, 2018
Abstract


2017

Auto-Curation and Personalization of Sports Highlights Through Multimodal Excitement Measures
Merler, Michele and Joshi, Dhiraj and Nguyen, Quoc-Bao and Hammer, Stephen and Kent, John and Smith, John R and Feris, Rogerio S
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 1--9, 2017
Abstract

Multimodal Classification of Document Embedded Images
Matheus P. Viana, Quoc-Bao Nguyen, John R. Smith, Maria Gabrani
International Workshop on Graphics Recognition, pp. 45-53, Springer, Cham, 2017
Abstract   contextual image classification, classifier, deep learning, data type, pattern recognition, computer science, artificial intelligence, content extraction, relevant information, textual information

IBM High-Five: Highlights From Intelligent Video Engine
Dhiraj Joshi, Michele Merler, Quoc-Bao Nguyen, Stephen Hammer, John Kent, John R. Smith, Rogerio S. Feris
Proceedings of the 25th ACM international conference on Multimedia, pp. 1249-1250, ACM, 2017
Abstract   automatic summarization, metadata, ibm, word, multimedia, tone, computer science, tournament

Harnessing A.I. for Augmenting Creativity: Application to Movie Trailer Creation
John R. Smith, Dhiraj Joshi, Benoit Huet, Winston Hsu, Jozef Cota
Proceedings of the 25th ACM international conference on Multimedia, pp. 1799-1808, ACM, 2017
Abstract   trailer, context, world wide web, creativity, computer science

Automatic Curation of Golf Highlights using Multimodal Excitement Features
Michele Merler, Dhiraj Joshi, Quoc-Bao Nguyen, Stephen Hammer, John Kent, John R. Smith, Rogerio S. Feris
arXiv preprint arXiv:1707.07075, 2017
Abstract   video editing, automatic summarization, metadata, multimedia, task, computer science, key, tone


2016

Proceedings of the 2016 ACM on International Conference on Multimedia Retrieval
John R. Kender, John R. Smith, Jiebo Luo, Susanne Boll, Winston Hsu
ICMR16 International Conference on Multimedia Retrieval, 2016
Abstract   presentation, multimedia, pleasure, computer science

A closer look at Faster R-CNN for vehicle detection
Quanfu Fan, Lisa Brown, John Smith
2016 IEEE Intelligent Vehicles Symposium (IV), pp. 124-129, IEEE
Abstract   object detection, machine learning, range, structure, engineering, artificial intelligence, vehicle detection

Learning to Make Better Mistakes: Semantics-aware Visual Food Recognition
Wu, Hui and Merler, Michele and Uceda-Sosa, Rosario and Smith, John R
Proceedings of the 2016 ACM on Multimedia Conference, pp. 172--176
Abstract

Multi-scale classification based lesion segmentation for dermoscopic images
Abedini, Mani and Codella, Noel and Chakravorty, Rajib and Garnavi, Rahil and Gutman, David and Helba, Brian and Smith, John R
Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 1361--1364
Abstract

Snap, Eat, RepEat: A Food Recognition Engine for Dietary Logging
Merler, Michele and Wu, Hui and Uceda-Sosa, Rosario and Nguyen, Quoc-Bao and Smith, John R
Proceedings of the 2nd International Workshop on Multimedia Assisted Dietary Management, pp. 31--40, 2016
Abstract

Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images
Codella, Noel and Nguyen, Quoc-Bao and Pankanti, Sharath and Gutman, David and Helba, Brian and Halpern, Allan and Smith, John R
arXiv preprint arXiv:1610.04662, 2016
Abstract

Leveraging multiple cues for recognizing family photos
Wang, Xiaolong and Guo, Guodong and Merler, Michele and Codella, Noel CF and Rohith, MV and Smith, John R and Kambhamettu, Chandra
Image and Vision Computing, Elsevier, 2016
Abstract

Lymphoma diagnosis in histopathology using a multi-stage visual learning approach
Codella, Noel and Moradi, Mehdi and Matasar, Matt and Syeda-Mahmood, Tanveer and Smith, John R
SPIE Medical Imaging, pp. 97910H--97910H, 2016


2015

You are what you tweet...pic! gender prediction based on semantic analysis of social media images
M. Merler, Liangliang Cao, J. R. Smith
2015 IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6

Oracle Performance for Visual Captioning
Yao, Li and Ballas, Nicolas and Cho, Kyunghyun and Smith, John R and Bengio, Yoshua and Limberger, Frederico A and Wilson, Richard C and York, UK
arXiv preprint arXiv:1511.04590, 2015
Abstract

Trainable performance upper bounds for image and video captioning
Yao, Li and Ballas, Nicolas and Cho, Kyunghyun and Smith, John R and Bengio, Yoshua
arXiv preprint arXiv:1511.04590, 2015

Deep Learning, Sparse Coding, and SVM for Melanoma Recognition in Dermoscopy Images
Halpern, Alan and Smith, John R
Machine Learning in Medical Imaging: 6th International Workshop, MLMI 2015, Held in Conjunction with MICCAI 2015, Munich, Germany, October 5, 2015, Proceedings, pp. 118

Deep Learning, Sparse Coding, and SVM for Melanoma Recognition in Dermoscopy Images
Codella, Noel and Cai, Junjie and Abedini, Mani and Garnavi, Rahil and Halpern, Alan and Smith, John R
Machine Learning in Medical Imaging, pp. 118--126, Springer, 2015

EMPIRICAL PERFORMANCE UPPER BOUNDS FOR IM-AGE AND VIDEO CAPTIONING
Yao, Li and Ballas, Nicolas and Cho, Kyunghyun and Smith, John R and Bengio, Yoshua
arXiv preprint arXiv:1511.04590, 2015

EMPIRICAL PERFORMANCE UPPER BOUNDS FOR IM-AGE AND VIDEO CAPTIONING
Yao, Li and Ballas, Nicolas and Cho, Kyunghyun and Smith, John R and Bengio, Yoshua
arXiv preprint arXiv:1511.04590, 2015

Trainable performance upper bounds for image and video captioning
Yao, Li and Ballas, Nicolas and Cho, Kyunghyun and Smith, John R and Bengio, Yoshua
arXiv preprint arXiv:1511.04590, 2015

You are what you tweet… pic! gender prediction based on semantic analysis of social media images
Merler, Michele and Cao, Liangliang and Smith, John R
Multimedia and Expo (ICME), 2015 IEEE International Conference on, pp. 1--6

Deep Learning, Sparse Coding, and SVM for Melanoma Recognition in Dermoscopy Images
Codella, Noel and Cai, Junjie and Abedini, Mani and Garnavi, Rahil and Halpern, Alan and Smith, John R
Machine Learning in Medical Imaging, pp. 118--126, Springer, 2015

Multi-facet Learning using Deep Convolutional Neural Network for Person-Related Categories in Photos
Cao, Liangliang and Yan, Zhicheng and Smith, John R
Proceedings of the 5th ACM on International Conference on Multimedia Retrieval, pp. 567--570, 2015

Top Rank Supervised Binary Coding for Visual Search
Song, Dongjin and Liu, Wei and Ji, Rongrong and Meyer, David A and Smith, John R
Proceedings of the IEEE International Conference on Computer Vision, pp. 1922--1930, 2015

Low-Rank Similarity Metric Learning in High Dimensions.
Liu, Wei and Mu, Cun and Ji, Rongrong and Ma, Shiqian and Smith, John R and Chang, Shih-Fu
AAAI, pp. 2792--2799, 2015


2014

How Many Visual Concepts
John R. Smith
IEEE MultiMedia 21(1), 2-3, IEEE, 2014
Abstract   semantic computing, visual analytics, semantic similarity, semantic web stack, semantic compression, semantic gap, semantics, visualization, natural language processing, computer science, artificial intelligence

Automated medical image modality recognition by fusion of visual and text information
Codella, Noel and Connell, Jonathan and Pankanti, Sharath and Merler, Michele and Smith, John R
Medical Image Computing and Computer-Assisted Intervention--MICCAI 2014, pp. 487--495, Springer

How Many Visual Concepts?
Smith, John R
IEEE MultiMedia pp. 1, 2--3, IEEE, 2014

Semantics of Visual Discrimination
Smith, John R
2014 - conf-icnc.org

Automated medical image modality recognition by fusion of visual and text information
Codella, Noel and Connell, Jonathan and Pankanti, Sharath and Merler, Michele and Smith, John R
Medical Image Computing and Computer-Assisted Intervention--MICCAI 2014, pp. 487--495, Springer

Accurate coverage summarization of UAV videos
Lin, Chung-Ching and Pankanti, Sharath and Smith, John
Applied Imagery Pattern Recognition Workshop (AIPR), 2014 IEEE, pp. 1--5

Modeling Attributes from Category-Attribute Proportions
Yu, Felix X and Cao, Liangliang and Merler, Michele and Codella, Noel and Chen, Tao and Smith, John R and Chang, Shih-Fu
Proceedings of the ACM International Conference on Multimedia, pp. 977--980, 2014

Unsupervised one-class learning for automatic outlier removal
Liu, Wei and Hua, Gang and Smith, John
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3826--3833, 2014


2013

What happens where
John R. Smith
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia, pp. 3-4, ACM, 2013
Abstract   population, mobile device, ontology, ontology, world wide web, style, key, computer science

Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Ramesh Jain, Balakrisknan Prabhakaran, Marcel Worring, John Smith, Tat-Seng Chua
ICMR13 International Conference on Multimedia Retrieval, 2013
Abstract   presentation, session, event, multimedia, search engine indexing, advice, computer science, field, acceptance rate

EIC’s Message
Smith, John R
2013 - mycomputer.computer.org
Abstract

Learning by focusing: A new framework for concept recognition and feature selection
Cao, Liangliang and Gong, Leiguang and Kender, John R and Codella, Noel C and Smith, John R
Multimedia and Expo (ICME), 2013 IEEE International Conference on, pp. 1--6

Ibm research and columbia university trecvid-2013 multimedia event detection (med), multimedia event recounting (mer), surveillance event detection (sed), and semantic indexing (sin) systems
Brown, Lisa and Cao, Liangliang and Chang, Shih-Fu and Cheng, Yu and Choudhary, Alok and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Fan, Quanfu and Feris, Rogerio and others
TRECVID Workshop, 2013

Ibm research and columbia university trecvid-2013 multimedia event detection (med), multimedia event recounting (mer), surveillance event detection (sed), and semantic indexing (sin) systems
Brown, Lisa and Cao, Liangliang and Chang, Shih-Fu and Cheng, Yu and Choudhary, Alok and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Fan, Quanfu and Feris, Rogerio and others
TRECVID Workshop, 2013

Towards understanding the effectiveness of election related images in social media
Zhu, Junhuan and Luo, Jiebo and You, Quanzeng and Smith, John R
Data Mining Workshops (ICDMW), 2013 IEEE 13th International Conference on, pp. 421--425

Herding Cats
Smith, John R
IEEE MultiMedia pp. 4, 2--3, IEEE, 2013

Reconstructing Events
Smith, John R
IEEE MultiMedia pp. 2, 2--3, IEEE, 2013

What happens where?
Smith, John R
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia, pp. 3--4, 2013

Lessons in Learning
Smith, John R
MultiMedia, IEEE 20(3), 2--3, IEEE, 2013

Just the facets
Smith, John R
IEEE MultiMedia pp. 1, 92, IEEE, 2013

Large-scale video event classification using dynamic temporal pyramid matching of visual semantics
Codella, Noel CE and Hua, Gang and Cao, Liangliang and Merler, Michele and Gong, Leiguang and Hill, Mark and Smith, John R
Image Processing (ICIP), 2013 20th IEEE International Conference on, pp. 2877--2881

Designing category-level attributes for discriminative visual recognition
Yu, Felix and Cao, Liangliang and Feris, Rogerio and Smith, John and Chang, Shih-Fu
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 771--778, 2013

Riding the multimedia big data wave
Smith, John R
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval, pp. 1--2, 2013

Ibm research and columbia university trecvid-2013 multimedia event detection (med), multimedia event recounting (mer), surveillance event detection (sed), and semantic indexing (sin) systems
Brown, Lisa and Cao, Liangliang and Chang, Shih-Fu and Cheng, Yu and Choudhary, Alok and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Fan, Quanfu and Feris, Rogerio and others
TRECVID Workshop, 2013

Tracking Large-Scale Video Remix in Real-World Events
Lexing Xie, Apostol Natsev, Xuming He, John Kender, Matthew Hill, John R Smith
2013 - ieeexplore.ieee.org, IEEE

Learning Locally-Adaptive Decision Functions for Person Verification
Zhen Li, Shiyu Chang, Feng Liang, Thomas S. Huang, Liangliang Cao, John R. Smith
CVPR, pp. 3610--3617, 2013

Large-scale video event classification using dynamic temporal pyramid matching of visual semantics.
Noel CF Codella, Gang Hua, Liangliang Cao, Michele Merler, Leiguang Gong, Matthew L Hill, John R Smith
ICIP, pp. 2877--2881, 2013

Multimedia Research Group, IBM TJ Watson Research Center, Yorktown Heights, NY 10598
Noel CE Codella, Gang Hua, Liangliang Cao, Michele Merler, Leiguang Gong, Matt Hill, John R Smith
Image Processing (ICIP), 2013 20th IEEE International Conference on, pp. 2877--2881

IBM Research and Columbia University TRECVID-2013 Multimedia Event Detection (MED), Multimedia Event Recounting (MER), Surveillance Event Detection (SED), and Semantic Indexing (SIN) Systems
Lisa Brown, Liangliang Cao, Shih-Fu Chang, Yu Cheng, Alok Choudhary, Noel Codella, Courtenay Cotton, Dan Ellis, Quanfu Fan, Rogerio Feris, others
NIST TRECVID, 2013

IBM Research at ImageCLEF 2013 Medical Tasks
Mani Abedini, Liangliang Cao, Noel Codella, Jonathan H. Connell, Rahil Garnavi, Amir Geva, Michele Merler, Quoc-Bao Nguyen, Sharathchandra U. Pankanti, John R. Smith, Xingzhi Sun, and Asaf Tzadok
ImageCLEFmed Medical Image Retrieval Workshop at AMIA 2013

Massive-scale multimedia semantic modeling
John R. Smith, Liangliang Cao
Tutorial in ACM international conference on Multimedia, pp. 1113--1114, 2013

Learning By Focusing: A New Framework for Concept Recognition and Feature Selection
Liangliang Cao, Leiguang Gong, John R. Kender, Noel C. Codella, John R. Smith
ICME, pp. 1--6, 2013

Additional remarks on designing category-level attributes for discriminative visual recognition
Felix X Yu, Liangliang Cao, Rogerio S Feris, John R Smith, Shih-Fu Chang
Technical Report, DTIC Document, 2013

Designing Category-Level Attributes for Discriminative Visual Recognition
Felix Yu, Liangliang Cao, Rogerio S. Feris, John R. Smith, Shih-Fu Chang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 771--778, 2013


2012

Mining Multimedia Data for Meaning - (Extended Abstract)
John R. Smith
MMM, 2012
meaning, linguistics, data science, computer science

Session details: Best paper session
John Smith
Proceedings of the 20th ACM international conference on Multimedia, 2012
session, multimedia, computer science

IBM T.J. Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012
Liangliang Cao, Yuan-Chi Chang, Noel C. F. Codella, Michele Merler, Quoc-Bao Nguyen, John R. Smith
CLEF (Online Working Notes/Labs/Workshop), 2012
Abstract   modality, semantic similarity, lexical database, analytics, task, text corpus, ibm, relation, natural language processing, artificial intelligence, computer science

Problems Gone By
J. R. Smith
IEEE MultiMedia 19(4), 2-4, IEEE Computer Society, 2012
Abstract   focus, social media, multimedia, world wide web, facial recognition system, computer science, content based retrieval, video on demand

Proceedings of the 20th ACM international conference on Multimedia
Noboru Babaguchi, Kiyoharu Aizawa, John Smith, Shinichi Satoh, Thomas Plagemann, Xian-Sheng Hua, Rong Yan
MM 12 ACM Multimedia Conference, 2012
Abstract   exhibition, social media, content analysis, multimedia, event, computer science, japanese culture

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel CF and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
CLEF (Online Working Notes/Labs/Workshop), 2012

Mining multimedia data for meaning
Smith, John R
MMM, pp. 2, 2012

Video event detection using temporal pyramids of visual semantics with kernel optimization and model subspace boosting
Codella, Noel CF and Natsev, Apostol and Hua, Gang and Hill, Matthew and Cao, Liangliang and Gong, Leiguang and Smith, John R
Multimedia and Expo (ICME), 2012 IEEE International Conference on, pp. 747--752

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel CF and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
CLEF (Online Working Notes/Labs/Workshop), 2012

Ibm research and columbia university trecvid-2012 multimedia event detection (med), multimedia event recounting (mer), and semantic indexing (sin) systems
Cao, Liangliang and Chang, Shih-Fu and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Gong, Leiguang and Hill, Matthew and Hua, Gang and Kender, John and Merler, Michele and others
Proc. TRECVID 2012 workshop. Gaithersburg, MD, USA

Mining multimedia data for meaning
Smith, John R
MMM, pp. 2, 2012

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel CF and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
CLEF (Online Working Notes/Labs/Workshop), 2012

Video event detection using temporal pyramids of visual semantics with kernel optimization and model subspace boosting
Codella, Noel CF and Natsev, Apostol and Hua, Gang and Hill, Matthew and Cao, Liangliang and Gong, Leiguang and Smith, John R
Multimedia and Expo (ICME), 2012 IEEE International Conference on, pp. 747--752

Ibm research and columbia university trecvid-2012 multimedia event detection (med), multimedia event recounting (mer), and semantic indexing (sin) systems
Cao, Liangliang and Chang, Shih-Fu and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Gong, Leiguang and Hill, Matthew and Hua, Gang and Kender, John and Merler, Michele and others
Proc. TRECVID 2012 workshop. Gaithersburg, MD, USA

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel CF and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
CLEF (Online Working Notes/Labs/Workshop), 2012

Problems Gone By?
Smith, John R
IEEE MultiMedia pp. 4, 2--4, IEEE, 2012

Rich media, poor media
Smith, John R
IEEE MultiMedia pp. 3, 2--3, IEEE, 2012

A virtual opinion
Smith, John R
IEEE MultiMedia pp. 2, 2--3, IEEE, 2012

Mining multimedia data for meaning
Smith, John R
MMM, pp. 2, 2012

Minding the gap
Smith, John R
IEEE MultiMedia pp. 1, 2--3, IEEE, 2012

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel CF and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
CLEF (Online Working Notes/Labs/Workshop), 2012

Ibm research and columbia university trecvid-2012 multimedia event detection (med), multimedia event recounting (mer), and semantic indexing (sin) systems
Cao, Liangliang and Chang, Shih-Fu and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Gong, Leiguang and Hill, Matthew and Hua, Gang and Kender, John and Merler, Michele and others
Proc. TRECVID 2012 workshop. Gaithersburg, MD, USA

Semantic model vectors for complex video event recognition
Michele Merler, Bert Huang, Lexing Xie, Gang Hua, Apostol Natsev
Multimedia, IEEE Transactions on 14(1), 88--101, IEEE, 2012


BlueFinder: Estimate where a beach photo was taken
Liangliang Cao, John R Smith, Zhen Wen, Zhijun Yin, Xin Jin, Jiawei Han
Proceedings of the 21st international conference companion on World Wide Web, pp. 469--470, 2012

IBM TJ Watson Research Center, Multimedia Analytics: Modality Classification and Case-Based Retrieval Tasks of ImageCLEF2012.
Liangliang Cao, Yuan-Chi Chang, Noel CF Codella, Michele Merler, Quoc-Bao Nguyen, John R Smith
CLEF (Online Working Notes/Labs/Workshop), 2012

Beyond Mahalanobis Distance: Learning Second-Order Discriminant Function for People Verification
Zhen Li, Liangliang Cao, Shiyu Chang, John R. Smith, Thomas S. Huang
CVPR workshop, pp. 45--50, 2012

VIDEO EVENT DETECTION USING TEMPORAL PYRAMIDS OF VISUAL SEMANTICS WITH KERNEL OPTIMIZATION AND MODEL SUBSPACE BOOSTING
N.C.F. Codella, A. Natsev, G. Hua, M. Hill, L. Cao, L. Gong, J.R. Smith
ICME 2012, pp. 747--752, IEEE

Ibm research and columbia university trecvid-2012 multimedia event detection (med), multimedia event recounting (mer), and semantic indexing (sin) systems
Liangliang Cao, Shih-Fu Chang, Noel Codella, Courtenay Cotton, Dan Ellis, Leiguang Gong, Matthew Hill, Gang Hua, John Kender, Michele Merler, others
Proc. TRECVID 2012 workshop. Gaithersburg, MD, USA

Scene Aligned Pooling for Complex Video Recognition
Liangliang Cao, Yadong Mu, Paul Natsev, Shih-Fu Chang, Gang Hua, John R. Smith
ECCV, pp. 688--701, Springer, 2012


2011

Tracking Visual Memes in Rich-Media Social Communities
Lexing Xie, Apostol Natsev, John R Kender, Matthew L. Hill, John R Smith
Proceedings of the Fifth International Conference on Weblogs and Social Media, 2011
Abstract   world wide web, scalability, recall, multimedia, computer science, collection system

Express yourself
Smith, John R
IEEE MultiMedia pp. 1, 2--3, IEEE, 2011

A Great Challenge
Smith, John R
IEEE MultiMedia pp. 2, 2--3, IEEE, 2011

Open Channel for News
Smith, John R
IEEE MultiMedia pp. 4, 2--3, IEEE, 2011

Towards large scale land-cover recognition of satellite images
Codella, Noel CF and Hua, Gang and Natsev, Apostol and Smith, John R
Information, Communications and Signal Processing (ICICS) 2011 8th International Conference on, pp. 1--5

History Made Every Day
Smith, John R
IEEE MultiMedia pp. 3, 2--3, IEEE, 2011

Ibm research and columbia university trecvid-2011 multimedia event detection (med) system
Cao, Liangliang and Chang, Shih-Fu and Codella, Noel and Cotton, Courtenay and Ellis, Dan and Gong, Leiguang and Hill, Matthew and Hua, Gang and Kender, John and Merler, Michele and others
NIST TRECVID Workshop, 2011

Tracking Visual Memes in Rich-Media Social Communities.
Lexing Xie, Apostol Natsev, John R Kender, Matthew L Hill, John R Smith
ICWSM, 2011

Visual memes in social media: tracking real-world news in YouTube videos
Lexing Xie, Apostol Natsev, John R Kender, Matthew Hill, John R Smith
Proceedings of the 19th ACM international conference on Multimedia, pp. 53--62, 2011

IBM Research and Columbia University TRECVID-2011 Multimedia Event Detection (MED) System
Liangliang Cao, Shih-Fu Chang, Noel Codella, Courtenay Cotton, Dan Ellis, Leiguang Gong, Matthew Hill, Gang Hua, John Kender, Michele Merler, Yadong Mu, Apostol Natseve, John R. Smith
NIST TRECVID Workshop, 2011


2010

Design and evaluation of an effective and efficient video copy detection system
Natsev, Apostol and Hill, Matthew and Smith, John R
Multimedia and Expo (ICME), 2010 IEEE International Conference on, pp. 1353--1358

The accuracy and value of machine-generated image tags: design and user evaluation of an end-to-end image tagging system
Xie, Lexing and Natsev, Apostol and Hill, Matthew and Smith, John R and Phillips, Alex
Proceedings of the ACM International Conference on Image and Video Retrieval, pp. 58--65, 2010

IBM research TRECVID-2010 video copy detection and multimedia event detection system
Natsev, Apostol and Smith, John R and Hill, Matthew and Hua, Gang and Huang, Bert and Merler, Michele and Xie, Lexing and Ouyang, Hua and Zhou, Mingyuan
Proceedings of NIST TRECVID, Workshop, 2010

The Not So Newlywed Game
Smith, John R
IEEE MultiMedia pp. 3, 2--3, IEEE, 2010

The Not So Newlywed Game
Smith, John R
IEEE MultiMedia pp. 3, 2--3, IEEE, 2010

Design and evaluation of an effective and efficient video copy detection system
Natsev, Apostol and Hill, Matthew and Smith, John R
Multimedia and Expo (ICME), 2010 IEEE International Conference on, pp. 1353--1358

Clicking on things
Smith, John R
IEEE MultiMedia pp. 4, 2--3, IEEE, 2010

The red balloon
Smith, John R
IEEE MultiMedia pp. 2, 2--3, IEEE, 2010

The accuracy and value of machine-generated image tags: design and user evaluation of an end-to-end image tagging system
Xie, Lexing and Natsev, Apostol and Hill, Matthew and Smith, John R and Phillips, Alex
Proceedings of the ACM International Conference on Image and Video Retrieval, pp. 58--65, 2010

IBM research TRECVID-2010 video copy detection and multimedia event detection system
Natsev, Apostol and Smith, John R and Hill, Matthew and Hua, Gang and Huang, Bert and Merler, Michele and Xie, Lexing and Ouyang, Hua and Zhou, Mingyuan
Proceedings of NIST TRECVID, Workshop, 2010

Design and evaluation of an effective and efficient video copy detection system
A Natsev, M Hill, J R Smith
ICME 2010 Workshop on Visual Content Identification and Search (VCIDS'10), pp. 1353--1358

The accuracy and value of machine-generated image tags: design and user evaluation of an end-to-end image tagging system
Lexing Xie, Apostol Natsev, Matthew Hill, John R Smith, Alex Phillips
CIVR 2010: ACM International Conference on Image and Video Retrieval, pp. 58--65, ACM

Probabilistic visual concept trees
Lexing Xie, Rong Yan, Jelena Tesic, Apostol Natsev, John R Smith
MULTIMEDIA 2010: ACM International Conference on Multimedia, pp. 867--870, ACM

Video genetics: a case study from YouTube
J R Kender, M Hill, A Natsev, J R Smith, L Xie
MULTIMEDIA 2010: ACM International Conference on Multimedia, pp. 1253--1258, ACM
433107

IBM Research TRECVID-2010 Video Copy Detection and Multimedia Event Detection System
Matthew Hill, Gang Hua, Apostol Natsev, John R. Smith, Lexing Xie, Bert Huang, Michele Merler, Hua Ouyang, Mingyuan Zhou
NIST TRECVID Workshop, 2010


2009

Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Rong Yan, Qi Tian, John R. Smith, Rahul Sukthankar
MM 09 ACM Multimedia Conference, 2009
Abstract   presentation, multimedia, cloud computing, search engine indexing, computer science, variety, scalability, scale

The 1st workshop on large-scale multimedia retrieval and mining (LS-MMRM09)
Rong Yan, John R. Smith, Qi Tian, Rahul Sukthankar
Proceedings of the 17th ACM international conference on Multimedia, pp. 1151-1152, ACM, 2009
Abstract   multimedia, variety, computer science, scale

1st ACM Workshop on Large-Scale Multimedia Retrieval and Mining, LS-MMRM 2009, Co-located with the 2009 ACM International Conference on Multimedia, MM 09: Foreword
Rong Yan, Qi Tian, John R. Smith, Rahul Sukthankar
1st ACM Workshop on Large-Scale Multimedia Retrieval and Mining, LS-MMRM 2009, Co-located with the 2009 ACM International Conference on Multimedia, MM09
scale, multimedia, information retrieval, computer science

Evaluating application mapping scenarios on the Cell-B.E
Ana Lucia Varbanescu, Henk Sips, Kenneth A. Ross, Qiang Liu, Apostol (Paul) Natsev, John R. Smith, Lurng-Kuo Liu
Concurrency and Computation: Practice and Experience 21(1), 85-100, John Wiley and Sons Ltd., 2009
Abstract   multi core processor, distributed computing, computer science, code, factor, focus, core

IBM Content Based Copy Detection System for TRECVID 2009
Chang, Jane and Merler, Michele and Natsev, Paul and Smith, John R
2009 - Citeseer, Citeseer

Large-scale multimedia semantic concept modeling using robust subspace bagging and MapReduce
Yan, Rong and Fleury, Marc-Olivier and Merler, Michele and Natsev, Apostol and Smith, John R
Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining, pp. 35--42, 2009

Evaluating application mapping scenarios on the Cell/BE
Varbanescu, Ana Lucia and Sips, Henk and Ross, Kenneth A and Liu, Qiang and Smith, John R and Liu, Lurng-Kuo and others
Concurrency and Computation: Practice and Experience 21(1), 85--100, Wiley Online Library, 2009

Imbalanced RankBoost for efficiently ranking large-scale image/video collections
M. Merler, Rong Yan, J.R. Smith
Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, pp. 2607-2614

Large-scale multimedia semantic concept modeling using robust subspace bagging and MapReduce
Rong Yan, Marc-Olivier Fleury, Michele Merler, Apostol Natsev, John R. Smith
Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining, pp. 35--42, ACM, 2009


2008

Unleashing Video Search
J.R. Smith
2008 Ninth International Workshop on Image Analysis for Multimedia Interactive Services, pp. 2-2, IEEE
Abstract   video tracking, trecvid, metadata, multimedia, computer science, information management, pace, leverage, contextual image classification, representation

The following is a schedule of upcoming special issues and sections.
Davarian, Faramaz and Popken, Luitjens and Svensson, Arne and {O}ien, Geir Egil and Sampei, Seiichi and Alouini, Mohamed-Slim and City, Education and Zolper, John and Radack, Daniel and Chen, Chang Wen and others
Advances in Multimedia, 2008

FUTURE ISSUES
Zolper, John and Radack, Daniel and Biomolecular, Multimodality and Insana, Michael F and Wickline, Samuel A and Leahy, Richard and Commodity, Using New and Lin, Ming C and Manocha, Dinesh and Hanjalic, Alan and others
Advances in Multimedia, 2008

FUTURE ISSUES
Hanjalic, Alan and Lienhart, Rainer and Ma, Wei-Ying and Smith, John R and Commodity, Using New and Lin, Ming C and Liu, Wentai and Liker, Mark and Humayun, Mark and Williams, Douglas B and others
Advances in Multimedia, 2008

IBM multimedia analysis and retrieval system
Natsev, Apostol and Smith, John R and Te{v{s}}i{'e}, Jelena and Xie, Lexing and Yan, Rong
Proceedings of the 2008 international conference on Content-based image and video retrieval, pp. 553--554

The mpeg query format: Unifying access to multimedia retrieval systems
Smith, John R and D{"o}ller, Mario and Tous, Ruben and Gruhne, Matthias and Yoon, Kyoungro and Sano, Masanori and Burnett, Ian S
IEEE MultiMedia 15(4), 82--95, IEEE Computer Society Press, 2008

The search for interoperability
Smith, John R
MultiMedia, IEEE 15(3), 84--87, IEEE, 2008

IBM Research TRECVID-2008 Video Retrieval System.
Natsev, Apostol and Smith, John R and Tesic, Jelena and Xie, Lexing and Yan, Rong and Jiang, Wei and Merler, Michele
TRECVID, 2008

IBM multimedia analysis and retrieval system
Apostol Natsev, John R Smith, Jelena Te\v{s}i\'e, Lexing Xie, Rong Yan
Proceedings of the 2008 international conference on Content-based image and video retrieval, pp. 553--554

IBM research TRECVID-2008 video retrieval system
Apostol Natsev, Wei Jiang, Michele Merler, John Smith, Jelena Tesic, Lexing Xie, Rong Yan
NIST TRECVID Workshop, 2008

IBM research TRECVid-2008 video retrieval system
A Natsev, W Jiang, M Merler, J R Smith, J Te{v{s}}ic, L Xie, R Yan
Proc. of TRECVID 2008, Citeseer


2007

IBM multimodal interactive video threading
Jelena Tesic, Apostol Natsev, Joachim Seidl, John R. Smith
Proceedings of the 6th ACM international conference on Image and video retrieval, pp. 124-126, ACM, 2007
Abstract   semantic grid, metadata, semantic computing, semantic search, interactive video, event, query by example, context, information retrieval, computer science

The real problem of bridging the semantic gap
John R. Smith
MCAM07 Proceedings of the 2007 international conference on Multimedia content analysis and mining, pp. 16-17, Springer, Berlin, Heidelberg
Abstract   multimedia search, semantic gap, semantic computing, semantics, bridging, machine learning, computer science, scale, artificial intelligence

Digital media indexing on the Cell processor
L K Liu, Q Liu, A Natsev, K A Ross, J R Smith, A L Varbanescu
ICME 2007: IEEE International Conference on Multimedia and Expo, pp. 1866--1869

Model-shared subspace boosting for multi-label classification
R Yan, J Tesic, JR Smith
Proceedings of the 13th ACM SIGKDD international …, 2007 - portal.acm.org

IBM Research TRECVID-2007 Video Retrieval System.
Campbell, Murray and Haubold, Alexander and Liu, Ming and Natsev, Apostol and Smith, John R and Tesic, Jelena and Xie, Lexing and Yan, Rong and Yang, Jun
TRECVID, 2007

An effective strategy for porting c++ applications on cell
A L Varbanescu, H Sips, K A Ross, Q Liu, L K Liu, A Natsev, J R Smith
ICPP 2007: Intl. Conf. on Parallel Processing , pp. 59

Cluster-based data modeling for semantic video search
Jelena Te\v{s}i\'c, Apostol Paul Natsev, John R Smith
Proceedings of the 6th ACM international conference on Image and video retrieval, pp. 595--602, 2007

Semantic concept-based query expansion and re-ranking for multimedia retrieval
Apostol Paul Natsev, Alexander Haubold, Jelena Te\v{s}i\'c, Lexing Xie, Rong Yan
Proceedings of the 15th international conference on Multimedia, pp. 991--1000, 2007

Dynamic Multimodal Fusion in Video Search.
Lexing Xie, Apostol Natsev, Jelena Tesic
ICME, pp. 1499--1502, 2007

Data modeling strategies for imbalanced learning in visual search
J Tesic, A Natsev, L Xie, JR Smith
ICME 2007: IEEE International Conference on Multimedia and Expo, pp. 1990--1993

IBM Research TRECVID-2007 Video Retrieval System.
Murray Campbell, Alexander Haubold, Ming Liu, Apostol Natsev, John R Smith, Jelena Tesic, Lexing Xie, Rong Yan, Jun Yang
TRECVID, 2007

IBM multimedia search and retrieval system
Apostol! Natsev, Jelena Tev{s}i'{c}, Lexing Xie, Rong Yan, John R Smith
Proceedings of the 6th ACM international conference on Image and video retrieval, pp. 645--645, ACM, 2007

IBM research TRECVID-2007 video retrieval system
M Campbell, A Haubold, M Liu, A P Natsev, J R Smith, J Tesic, L Xie, R Yan, J Yang
TREC Video Retrieval Evaluation Online Proceeding, Citeseer, 2007


2006

Multimedia content-based indexing and search: challenges and research directions
John R. Smith
MRCS06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security, pp. 370-370, Springer, Berlin, Heidelberg
Abstract   content management, search engine indexing, iptv, index, multimedia, world wide web, computer science, wireless, variety, content

Efficient summarizing of multimedia archives using cluster labeling
Jelena Tesic, John R. Smith
CIVR06 Proceedings of the 5th international conference on Image and Video Retrieval, pp. 518-520, Springer, Berlin, Heidelberg, 2006
Abstract   cluster labeling, cluster analysis, image retrieval, information retrieval, data mining, image processing, computer science, server, ground truth

Proceedings of the 5th international conference on Image and Video Retrieval
Hari Sundaram, Milind Naphade, John R. Smith, Yong Rui
2006
computer vision, image, computer science, artificial intelligence, video retrieval

Semantic Labeling of Multimedia Content Clusters
Jelena Tesic, John Smith
2006 IEEE International Conference on Multimedia and Expo, pp. 1493-1496, IEEE
Abstract   cluster labeling, trecvid, cluster analysis, content management, context, semantics, information retrieval, data set, benchmark, multimedia, computer science

Semantic multimedia retrieval using lexical query expansion and model-based reranking
Alexander Haubold, Apostol Natsev, Milind R Naphade
Multimedia and Expo, 2006 IEEE International Conference on, pp. 1761--1764

Exploring the dynamics of visual events in the multi-dimensional semantic concept space
Shahram Ebadollahi, Lexing Xie, Andres Abreu, Mark Podlaseck, Shih-Fu Chang, John R Smith
Image and Video Retrieval, pp. 503--505, Springer, 2006

Using high-level semantic features in video retrieval
Wujie Zheng, Jianmin Li, Zhangzhang Si, Fuzong Lin, Bo Zhang
Image and video retrieval, pp. 370--379, Springer, 2006

Brief descriptions of visual features for baseline trecvid concept detectors
Akira Yanagawa, Winston Hsu, Shih-Fu Chang
Columbia University ADVENT Technical Report, 219--2006

Detecting Generic Visual Eventswith Temporal Cues
Lexing Xie, Dong Xu, Shahram Ebadollahi, Katya Scheinberg, Shih-Fu Chang, John R Smith
Signals, Systems and Computers, 2006. ACSSC'06. Fortieth Asilomar Conference on, pp. 54--58

Visual event detection using multi-dimensional concept dynamics
Shahram Ebadollahi, Lexing Xie, Shih-Fu Chang, John R Smith
Multimedia and Expo, 2006 IEEE International Conference on, pp. 881--884

The H. 264 video coding standard
John R Smith
IEEE Computer Society13, 86--90, 2006


Metadata standards roundup
J R Smith, P Schirling
IEEE MULTIMEDIA, 84--88, Published by the IEEE Computer Society, 2006

Large-scale concept ontology for multimedia
M Naphade, JR Smith, J Tesic, S F Chang, W Hsu, L Kennedy, A Hauptmann, J Curtis
Multimedia, IEEE 13(3), 86--91, IEEE, 2006

IBM research TRECVID-2006 video retrieval system
M Campbell, A Haubold, S Ebadollahi, M R Naphade, A Natsev, J R Smith, J Tesic, L Xie
TREC Video Retrieval Evaluation Proceedings, 2006


2005

5 - Multimedia Systems and Signal Processing
John R. Smith
The Electrical Engineering Handbook, 911-920, Academic Press, 2005
Abstract   universal multimedia access, automatic summarization, personalization, adaptation, transcoding, context, bandwidth, multimedia, scalability, computer science

Moderate Vocabulary Visual Concept Detection for the TRECVID 2002
Milind R. Naphade, John R. Smith
Springer Berlin Heidelberg, 2005
Abstract   feature, trecvid, semantics, support vector machine, content management, lexicon, vocabulary, natural language processing, benchmark, computer science, artificial intelligence

Mining the Semantics of Visual Concepts and Context
Milind R. Naphade, John R. Smith
Multimedia Content and the Semantic Web, 223-235, John Wiley & Sons, Ltd, 2005
context, semantics, natural language processing, machine learning, computer science, artificial intelligence, sum product algorithm

Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Hongjiang Zhang, John Smith, Qi Tian
MM&Sec 05 Multimedia and Security Workshop 2005
Abstract   human computer information retrieval, multimedia information retrieval, relevance, search engine indexing, world wide web, presentation, multimedia, variety, annotation, computer science, multimedia information

What is the state of our community
Yong Rui, Ramesh Jain, Nicolas D. Georganas, HongJiang Zhang, Klara Nahrstedt, John Smith, Mohan Kankanhalli
Proceedings of the 13th annual ACM international conference on Multimedia, pp. 666-668, ACM, 2005
state, computer science, multimedia

Multimedia research challenges for industry
J Smith, M Naphade, A Natsev, J Tesic
Image and Video Retrieval, 28--37, Springer, 2005

Guest Editors Introduction: Whats New with MPEG?
J.R. Smith
IEEE MultiMedia 12(4), 16-17, IEEE Computer Society Press, 2005
interoperability, standardization, world wide web, multimedia, computer science

Learning and classification of semantic concepts in broadcast video
John R Smith, Murray Campbell, Milind Naphade, Apostol Natsev, Jelena Tesic
Proceedings of the International Conference of Intelligence Analysis, 2005

Learning the semantics of multimedia queries and concepts from a small number of examples
Apostol (Paul) Natsev, Milind R Naphade, Jelena Tesic
MULTIMEDIA 2005: ACM International Conference on Multimedia, pp. 598--607, ACM


Columbia university trecvid-2005 video search and high-level feature extraction
Shih-Fu Chang, Winston Hsu, Lyndon Kennedy, Lexing Xie, Akira Yanagawa, Eric Zavesky, Dong-Qing Zhang
NIST TRECVID workshop, Gaithersburg, MD, 2005

VERL: an ontology framework for representing and annotating video events
Alexandre RJ Francois, Ram Nevatia, Jerry Hobbs, Robert C Bolles, John R Smith
MultiMedia, IEEE 12(4), 76--86, IEEE, 2005

Introduction to the Special Section on MPEG-21
F Pereira, JR Smith, A Vetro
Multimedia, IEEE Transactions on 7(3), 397--399, IEEE, 2005

Semantic video clustering across sources using bipartite spectral clustering
D Q Zhang, C Y Lin, S F Chang, J R Smith
Multimedia and Expo, 2004, pp. 117--120, 2005

Using MPEG-7 and MPEG-21 for personalizing video
B L Tseng, C Y Lin, J R Smith
Multimedia, IEEE 11(1), 42--52, IEEE, 2005

A web-based system for collaborative annotation of large image and video collections: an evaluation and user study
Timo Volkmer, John R Smith, Apostol (Paul) Natsev
Proceedings of the 13th annual ACM international conference on Multimedia, pp. 892--901, ACM, 2005

Columbia-IBM news video story segmentation in trecvid 2004
W Hsu, L Kennedy, S F Chang, M Franz, J Smith
The 4th International Conference on Image and Video Retrieval (CIVR, 2005

A light scale concept ontology for multimedia understanding for TRECVID 2005
M R Naphade, L Kennedy, J R Kender, S F Chang, J R Smith, P Over, A Hauptmann
IBM Research Report RC23612 (W0505-104), Citeseer, 2005

IBM research TRECVID-2005 video retrieval system
A Amir, J Argillander, M Campbell, A Haubold, G Iyengar, S Ebadollahi, F Kang, M R Naphade, A Natsev, J R Smith, others
Proceedings of TRECVID 2005, Citeseer


2004

Multi-granular detection of regional semantic concepts [video annotation]
M.R. Naphade, A. Natsev, Ching-Yung Lin, J.R. Smith
2004 IEEE International Conference on Multimedia and Expo (ICME) (IEEE Cat. No.04TH8763), pp. 109-112, IEEE
Abstract   semantic network, trecvid, image segmentation, test set, support vector machine, set, contextual image classification, segmentation, pattern recognition, natural language processing, annotation, computer science, vocabulary, artificial intelligence

Active learning for simultaneous annotation of multiple binary semantic concepts [video content analysis]
M.R. Naphade, J.R. Smith
2004 IEEE International Conference on Multimedia and Expo (ICME) (IEEE Cat. No.04TH8763), pp. 77-80, IEEE
Abstract   video content analysis, trecvid, active learning, annotation, content management, context model, computational intelligence, natural language processing, information retrieval, support vector machine, vocabulary, computer science, artificial intelligence

Content transcoding middleware for pervasive geospatial intelligence access
C Y Lin, A Natsev, B L Tseng, M Hill, J R Smith, C S Li
IEEE Intl. Conf. on Multimedia and Expo (ICME'04), pp. 2139--2142, 2004

Editorial: Multimedia database management systems
Ying Li, John Smith, Tong Zhang, Shih-Fu Chang
Journal of Visual Communication and Image Representation 15(3), 261-264, Academic Press, Inc., 2004
multimedia database, data retrieval, multimedia, management system, computer science

Making the threshold algorithm access cost aware
C.A. Lang, Yuan-Chi Chang, J.R. Smith
IEEE Transactions on Knowledge and Data Engineering 16(10), 1297-1301, IEEE Computer Society, 2004
Abstract   feature, query optimization, feature extraction, set, sargable, sorting, data mining, algorithm, computer science

Over-complete representation and fusion for semantic concept detection
A Natsev, M R Naphade, J R Smith
ICIP 2004: International Conference on Image Processing, pp. 2375-2378

A wavelet framework for adapting data cube views for OLAP
J.R. Smith, Chung-Sheng Li, A. Jhingran
IEEE Transactions on Knowledge and Data Engineering 16(5), 552-565, IEEE Educational Activities Department, 2004
Abstract   data cube, online analytical processing, wavelet, set, population, greedy algorithm, hierarchy, data mining, theoretical computer science, computer science

Video personalization and summarization system for usage environment
Belle L. Tseng, Ching-Yung Lin, John R. Smith
Journal of Visual Communication and Image Representation 15(3), 370-392, Academic Press, 2004
Abstract   personalization, automatic summarization, metadata, content adaptation, middleware, adaptation, mpeg 21, multimedia, annotation, computer science

A multi-modal system for the retrieval of semantic video events
A Amir, S Basu, G Iyengar, C Y Lin, M Naphade, J R Smith, S Srinivasan, B Tseng
Computer Vision and Image Understanding 96(2), 216--236, Elsevier, 2004

Semantic representation: search and mining of multimedia content
Apostol Paul Natsev, Milind R Naphade, John R Smith
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 641--646, 2004

Validity-weighted model vector-based retrieval of video
J R Smith, C Y Lin, M R Naphade, A Natsev, B L Tseng
SPIE Storage and Retrieval Methods and Applications for Multimedia, pp. 271, 2004

Optimal multimodal fusion for multimedia data analysis
Yi Wu, Edward Y Chang, Kevin Chen-Chuan Chang, John R Smith
Proceedings of the 12th annual ACM international conference on Multimedia, pp. 572--579, ACM, 2004

On the detection of semantic concepts at TRECVID
Milind R Naphade, John R Smith
Proceedings of the 12th annual ACM international conference on Multimedia, pp. 660--667, ACM, 2004

IBM research TRECVID-2004 video retrieval system
A Amir, J Argillander, M Berg, S F Chang, M Franz, W Hsu, G Iyengar, J R Kender, L Kennedy, C Y Lin, others
Proc. of TREC Video Retrieval Evaluation, Citeseer, 2004


2003

Towards Semantic Universal Multimedia Access
John R. Smith
VLBV, 13-14, 2003
universal multimedia access, multimedia, computer science

Proceedings of the eleventh ACM international conference on Multimedia
Lawrence Rowe, Harrick Vin, Thomas Plagemann, Prashant Shenoy, John R. Smith
Proceedings of the eleventh ACM international conference on Multimedia, 2003
Abstract   research center, eleventh, multimedia, bureaucracy, computer science

Introduction to the special issue on conceptual and dynamical aspects of multimedia content description
A. Tabatabai, S. Panchanathan, J. Smith, H. Yasuda, S. Handschuh
IEEE Transactions on Circuits and Systems for Video Technology 13(1), 1-4, IEEE, 2003
multimedia, computer science, content

Learning regional semantic concepts from incomplete annotation
M.R. Naphade, J.R. Smith
Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429), pp. 603-606, IEEE
Abstract   semantic gap, instance based learning, image retrieval, semi supervised learning, unsupervised learning, active learning, bootstrapping, algorithmic learning theory, annotation, natural language processing, information retrieval, computer science, artific

Statistical Techniques for Video Analysis and Searching
J R Smith, C Y Lin, M Naphade, A Natsev, BL Tseng
Video Mining, Kluwer Academic Publishers, 2003

New anchor selection methods for image retrieval
A Natsev, J R Smith
SPIE Storage and Retrieval for Media Databases, pp. 474, 2003

Epi-SPIRE: a system for environmental and public health activity monitoring
C S Li, C Aggrarwal, M Campbell, Y C Chang, G Glass, V Iyengar, M Joshi, C Y Lin, M Naphade, J R Smith, others
Proceedings of the 2003 International Conference on Multimedia and Expo, pp. 713--716

VideoAnnEx: IBM MPEG-7 annotation tool for multimedia indexing and concept learning
Lin, Ching-Yung and Tseng, Belle L and Smith, John R
IEEE International Conference on Multimedia and Expo, pp. 1--2, 2003

IBM research TRECVID-2003 video retrieval system
Amir, Arnon and Berg, Marco and Chang, Shih-Fu and Hsu, Winston and Iyengar, Giridharan and Lin, Ching-Yung and Naphade, Milind and Natsev, Apostol and Neti, Chalapathy and Nock, Harriet and others
NIST TRECVID-2003

The IBM semantic concept detection framework
Arnon Amir, Giri Iyengar, Ching-Yung Lin, Chitra Dorai, Milind Naphade, Apostol Natsev, Chalapathy Neti, Harriet Nock, Ishan Sachdev, John Smith, others
TREC Video Retrieval Evaluation Workshop, 2003

Exploring semantic dependencies for scalable concept detection
A Natsev, M R Naphade, J R Smith
Intl. Conf. on Image Processing (ICIP'03), pp. III--625, 2003

Active selection for multi-example querying by content
A P Natsev, J R Smith
Intl. Conf. on Multimedia and Expo (ICME'03), pp. 445--448, 2003

MPEG-7 video automatic labeling system
Ching-Yung Lin, Belle L Tseng, Milind Naphade, Apostol Natsev, John R Smith
Proceedings of the eleventh ACM international conference on Multimedia, pp. 98--99, 2003

Interactive search fusion methods for video database retrieval
J R Smith, A Jaimes, C Y Lin, M Naphade, A P Natsev, B Tseng
Intl. Conf. on Image Processing (ICIP'03), pp. I--741, 2003


Video mining
Azriel Rosenfeld, David Doermann, Daniel DeMenthon
2003 - books.google.com, Springer

Context-enhanced video understanding
Alejandro Jaimes, Milind R Naphade, Harriet Nock, John R Smith, Belle L Tseng
Electronic Imaging 2003, pp. 277--288

Role of classifiers in multimedia content management
Milind R Naphade, John R Smith
Electronic Imaging 2003, pp. 89--99


Multimedia semantic indexing using model vectors
J R Smith, M Naphade, A Natsev
Intl. Conf. on Multimedia and Expo (ICME'03), 2003

A hybrid framework for detecting the semantics of concepts and context
M Naphade, J Smith
Image and Video Retrieval, 295--300, Springer, 2003

A framework for moderate vocabulary semantic visual concept detection
M R Naphade, C Y Lin, A Natsev, B L Tseng, J R Smith
Intl. Conf. on Multimedia and Expo (ICME'03), pp. 437--440, 2003

User-trainable video annotation using multimodal cues
H. J. Nock, W. Adams, G. Iyengar, C.-Y. Lin, M. Naphade, A. Natsev, C. Neti, J. R. Smith, and B. Tseng
ACM SIGIR Conference on Research and Development in Informaion Retrieval, pp. 403-404, ACM, 2003
534032

Semantic indexing of multimedia content using visual, audio, and text cues
WH Adams, G Iyengar, C Y Lin, M R Naphade, C Neti, H J Nock, J R Smith
EURASIP Journal on Applied Signal Processing2, 170--185, EUROPEAN ASSOCIATION FOR SPEECH SIGNAL AND IMAGE PROCESSING, 2003

Video personalization and summarization system
B L Tseng, C Y Lin, JR Smith
Multimedia Signal Processing, 2002 IEEE Workshop on, pp. 424--427, 2003

VideoAL: a novel end-to-end MPEG-7 video automatic labeling system
C Y Lin, B L Tseng, M Naphade, A Natsev, J R Smith
Intl. Conf. on Image Processing (ICIP'03), 2003

Modal keywords, ontologies, and reasoning for video understanding
A Jaimes, B Tseng, J Smith
Image and Video Retrieval, 145--150, Springer, 2003

Learning visual models of semantic concepts
M R Naphade, J R Smith
Image Processing, 2003



Normalized classifier fusion for semantic visual concept detection
B L Tseng, C Y Lin, M Naphade, A Natsev, J R Smith
Intl. Conf. on Image Processing (ICIP'03), 2003

VideoAnnEx: IBM MPEG-7 annotation tool for multimedia indexing and concept learning
C Y Lin, B L Tseng, J R Smith
IEEE International Conference on Multimedia and Expo, 2003

The ibm shot boundary detection system at trecvid 2003
A. Amir
TRECVID 2005 Workshop Notebook Papers, National Institute of Standards and Technology, MD, USA, pp. 2003, Citeseer


2002

Video indexing and retrieval using MPEG-7
John R. Smith
ITCom 2002: The Convergence of Information Technologies and Communications4861, 1-12, International Society for Optics and Photonics
Abstract   video tracking, search engine indexing, metadata, interoperation, xml, interoperability, annotation, model description, information retrieval, multimedia, computer science

A statistical modeling approach to content based retrieval
Sankar Basu, Milind Naphade, John R. Smith
2002 IEEE International Conference on Acoustics, Speech, and Signal Processing, pp. 4080-4083, IEEE
Abstract   statistical learning theory, statistical model, active learning, mixture model, support vector machine, context, active learning, set, machine learning, data mining, computer science, artificial intelligence

Multimedia content management in MPEG-21 framework
John R. Smith
ITCom 2002: The Convergence of Information Technologies and Communications4862, 102-113, International Society for Optics and Photonics
Abstract   content management, multimedia framework, mpeg 21, digital media, metadata, document management system, transaction processing, graphics, multimedia, world wide web, computer science

A study of image retrieval by anchoring
A Natsev, J R Smith
Intl. Conf. for Multimedia and Expo (ICME), 2002

Learning semantic multimedia representations from a small set of examples
M.R. Naphade, Ching-Yung Lin, J.R. Smith
Proceedings. IEEE International Conference on Multimedia and Expo, pp. 513-516, IEEE, 2002
Abstract   semantic computing, supervised learning, object detection, face detection, bayesian network, inference, object, lexicon, natural language processing, computer science, multimedia, search engine, artificial intelligence

The TREC2001 Video Track: Information Retrieval on Digital Video Information
Alan F. Smeaton, Paul Over, Cash Costello, Arjen P. de Vries, David S. Doermann, Alexander G. Hauptmann, Mark E. Rorvig, John R. Smith, Lide Wu
ECDL 02 Proceedings of the 6th European Conference on Research and Advanced Technology for Digital Libraries, pp. 266-275, Springer, Berlin, Heidelberg, 2002
Abstract   video library, digital library, thumbnail, multimedia, information retrieval, sketch, computer science, task, digital image, digital video

A statistical modeling approach to content based video retrieval
M.R. Naphade, S. Basu, J.R. Smith, Ching-Yung Lin, B. Tseng
Object recognition supported by user interaction for service robots, pp. 953-956, IEEE, 2002
Abstract   image retrieval, data retrieval, statistical learning theory, visual word, statistical model, human computer information retrieval, active learning, context, mixture model, information retrieval, computer science

Spatial and feature normalization for content-based retrieval
J R Smith, A P Natsev
Intl. Conf. for Multimedia and Expo (ICME), 2002, pp. 193--196

Universal MPEG content access using compressed-domain system stream editing techniques
Ching-Yung Lin, B.L. Tseng, J.R. Smith
Proceedings. IEEE International Conference on Multimedia and Expo, pp. 73-76, IEEE, 2002
Abstract   video editing, non linear editing system, automatic summarization, data compression, payload, image retrieval, bitstream, domain, computer hardware, multimedia, computer science

Interactive content-based retrieval of video
J.R. Smith, S. Basu, Ching-Yung Lin, M. Naphade, B. Tseng
Proceedings. International Conference on Image Processing, pp. 976-979, IEEE, 2002
Abstract   query expansion, ranking, relevance feedback, image retrieval, search engine indexing, feature extraction, feature, information retrieval, data mining, contextual image classification, computer science

Modeling semantic concepts to support query by keywords in video
M.R. Naphade, S. Basu, J.R. Smith, Ching-Yung Lin, B. Tseng
Proceedings. International Conference on Image Processing, pp. 145-148, IEEE, 2002
Abstract   semantic computing, semantic web stack, query by example, image retrieval, lexicon, probabilistic logic, information retrieval, mixture model, computer science, feature extraction, search engine

Real-time video surveillance for traffic monitoring using virtual line analysis
B.L. Tseng, Ching-Yung Lin, J.R. Smith
Proceedings. IEEE International Conference on Multimedia and Expo, pp. 541-544, IEEE, 2002
Abstract   vehicle information and communication system, traffic conflict, vehicle tracking system, intelligent transportation system, object detection, real time computing, line, volume, simulation, computer science, traffic volume

Video personalization for usage environment
Belle L Tseng, Ching-Yung Lin, John R Smith
ITCom 2002: The Convergence of Information Technologies and Communications, pp. 249--260

Decoding image semantics using composite region templates
J R Smith
Content-Based Access of Image and Video Libraries, 1998, pp. 9--13, 2002

IBM research TREC-2002 video retrieval system
B Adams, A Amir, C Dorai, S Ghosal, G Iyengar, A Jaimes, C Lang, CY Lin, A Natsev, M Naphade, others
Proc, 2002

Video texture indexing using spatio-temporal wavelets
J R Smith, C Y Lin, M Naphade
Image Processing, 2002

Visually searching the web for content
J R Smith, S F Chang
Multimedia, IEEE 4(3), 12--20, IEEE, 2002

Video summarization and personalization for pervasive mobile devices
B L Tseng, C Y Lin, J R Smith
SPIE Electronic Imaging, pp. 359--370, 2002

Multimedia content description in the InfoPyramid
C S Li, R Mohan, J R Smith
Acoustics, Speech and Signal Processing, 1998, pp. 3789--3792, 2002

Content-based Transcoding of Images in the Internet
J R Smith, R Mohan, C S Li
Image Processing, 1998, pp. 7--11, 2002

Transcoding internet content for heterogeneous client devices
J R Smith, R Mohan, C S Li
Circuits and Systems, 1998, pp. 599--602, 2002

IBM Research TREC 2002 Video Retrieval System
B Adams, G Iyengar, C Neti, H J Nock, A Amir, H H Permuter, S Srinivasan, C Dorai, A Jaimes, C Lang, others
TREC Video Retrieval Workshop, pp. 289--298, Citeseer, 2002


2001

Multi-object multi-feature content based search using MPEG-7
J.R. Smith, Yuan-Chi Chang, Chung-Sheng Li
Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205), pp. 584-587, IEEE
Abstract   query expansion, template matching, image retrieval, matching, visual word, contextual image classification, feature extraction, automatic image annotation, pattern recognition, computer science, artificial intelligence

CPU/power-constrained mobile devices
Richard Han, Ching-Yung Lin, John R. Smith, Belle Tseng, Vida Ha
Proceedings of the ninth ACM international conference on Multimedia, pp. 632-633, ACM, 2001
Abstract   cpu power dissipation, encoder, power budget, codec, server, clock rate, mobile device, wireless, broadcasting, embedded system, computer science

Standard for multimedia databases
John R. Smith
Proceedings of the 2001 ACM SIGMOD international conference on Management of data, ACM
Abstract   interactive media, multimedia, interface, digital library, world wide web, search engine indexing, computer science, database, mpeg standards

Distributed resource discovery through exchanges of examples and classifiers
Chung-Sheng Li, Lawrence D. Bergman, Vittorio Castelli, Yuan-Chi Chang, Matthew L. Hill, John R. Smith
Storage and Retrieval for Media Databases 20014315, 153-160
Abstract   semantic interoperability, pair wise, information system, information retrieval, information repository, data mining, computer science, classifier

Distributed resource discovery through exchanges of examples and classifiers
Chung-Sheng Li, Lawrence D. Bergman, Vittorio Castelli, Yuan-Chi Chang, Matthew L. Hill, John R. Smith
Storage and Retrieval for Media Databases 2001
Abstract

Constrained querying of multimedia databases: Issues and approaches
A Natsev, JR Smith, YC Chang, CS Li, JS Vitter
Proc. SPIE Electronic Imaging, 2001 - cs.duke.edu

Application-based perspective on universal multimedia access using MPEG-7
John R Smith, Vamsavardhana R Chillakuru
ITCom 2001: International Symposium on the Convergence of IT and Communications, pp. 74--83

New frontiers for intelligent content-based retrieval
Ana B Benitez, John R Smith
Photonics West 2001-Electronic Imaging, pp. 141--152

Universal multimedia access
John R Smith
Information Technologies 2000, pp. 21--32, 2001

Learning to annotate video databases
Milind R Naphade, Ching-Yung Lin, John R Smith, Belle L Tseng, Sankar Basu
Electronic Imaging 2002, pp. 264--275, 2001

MPEG-7 multimedia description schemes
Philippe Salembier, John R Smith
Circuits and Systems for Video Technology, IEEE Transactions on 11(6), 748--759, IEEE, 2001

IMKA: a multimedia organization system combining perceptual and semantic knowledge
Ana B Benitez, Shih-Fu Change, John R Smith
Proceedings of the ninth ACM international conference on Multimedia, pp. 630--631, ACM, 2001

MPEG-7 MDS content description tools and applications
A Benitez, D Zhong, S F Chang, J Smith
Computer Analysis of Images and Patterns, pp. 41--52, 2001

Quantitative assessment of image retrieval effectiveness
J R Smith
Journal of the American Society for Information Science and Technology 52(11), 969--979, Wiley Online Library, 2001

Supporting incremental join queries on ranked inputs
A Natsev, Y C Chang, J R Smith, C S Li, J S Vitter
Proceedings of VLDB, pp. 281--290, 2001


2000

Simple video format for mobile applications
John R. Smith, Zhourong Miao, Chung-Sheng Li
Image and video communications and processing. Conference, pp. 260-269, International Society for Optics and Photonics, 2000
Abstract   ubiquitous computing, mobile device, videoconferencing, wearable computer, transcoding, mobile telephony, scalability, information access, multimedia, computer science

UMA-based wireless and mobile video delivery architecture
Latha Sampath, Abdelsalam A. Helal, John R. Smith
Internet Multimedia Management Systems4210, 103-115, International Society for Optics and Photonics, 2000
Abstract   video processing, video production, video tracking, host, wireless network, systems architecture, frame, encoder, computer network, multimedia, computer science

Adaptive synthesis in progressive retrieval of audio-visual data
J.R. Smith, Chung-Sheng Li
2000 IEEE International Conference on Multimedia and Expo. ICME2000. Proceedings. Latest Advances in the Fast Changing World of Multimedia (Cat. No.00TH8532), pp. 339-342, IEEE
Abstract   audio signal processing, image processing, ubiquitous computing, real time computing, computer science, audio visual

SPIRE: a progressive content-based spatial image retrieval engine
C S Li, L D Bergman, Y C Chang, V Castelli, J R Smith
Proceedings of the 2000 ACM SIGMOD international conference on Management of data, pp. 598

Issues and solutions for storage, retrieval, and searching of MPEG-7 documents
Yuan-Chi Chang, Ming-Ling Lo, John R. Smith
Internet Multimedia Management Systems4210, 60-71, International Society for Optics and Photonics, 2000
Abstract   description definition language, document structure description, xml, search engine indexing, document management system, knowledge representation and reasoning, abstract type, information retrieval, standardization, computer science, world wide web

Conceptual modeling of audio-visual content
J.R. Smith, A.B. Benitez
2000 IEEE International Conference on Multimedia and Expo. ICME2000. Proceedings. Latest Advances in the Fast Changing World of Multimedia (Cat. No.00TH8532), pp. 915-918, IEEE
Abstract   conceptual model, design process, context, process, information retrieval, computer science, content, audio visual

Object-based multimedia content description schemes and applications for MPEG-7
A B Benitez, S Paek, S F Chang, A Puri, Q Huang, J R Smith, C S Li, L D Bergman, C N Judice
Signal Processing: Image Communication 16(1-2), 235--269, Elsevier, 2000

Issues and solutions for storage, retrieval, and search of MPEG-7 documents
Yuan-Chi Chang, Ming-Ling Lo, John R Smith
Proc. of SPIE Vol, pp. 61, 2000

Visual annotation tool for multimedia content description
John R Smith, Blaise Lugeon
Information Technologies 2000, pp. 49--59

MediaNet: A multimedia information network for knowledge representation
Ana B Benitez, John R Smith, Shih-Fu Chang
Information Technologies 2000, pp. 1--12

The onion technique: indexing for linear optimization queries
Yuan-Chi Chang, Lawrence Bergman, Vittorio Castelli, Chung-Sheng Li, Ming-Ling Lo, John R Smith
SIGMOD Rec. 29(2), 391--402, ACM, 2000


1999

Progressive Content-based Retrieval of Image Databases through the Internet
L D Bergman, V Castelli, C S Li, J R Smith, A Thomasian
Multimedia Communications, 524, Springer, 1999

SolarSPIRE: a content-based retrieval engine for temporal sequences of solar imagery
Lawrence D. Bergman, Vittorio Castelli, Chung-Sheng Li, E. A. Achuthan, Yuan-Chi Chang, Matthew Hill, John R. Smith, Barbara J. Thompson
Multimedia storage and archiving systems. Conference3846, 305-315, 1999
Abstract   segmentation, search engine indexing, pixel, physics, optics, object type, luminance, interface, data set, coronal mass ejection, computer vision, artificial intelligence

Differential compression and optimal caching methods for content-based image search systems
Di Zhong, Shih-Fu Chang, John R. Smith
Multimedia storage and archiving systems. Conference3846, 413-422, International Society for Optics and Photonics, 1999
Abstract   data compression ratio, image compression, data compression, lossless compression, quantization, vector quantization, image server, quantization, data mining, computer vision, computer science, artificial intelligence

An adaptive view element framework for multi-dimensional data management
JR Smith, CS Li
Proceedings of the eighth international conference on …, 1999 - portal.acm.org

Efficient multidimensional indexing structure for linear maximization queries
Yuan-Chi Chang, Lawrence D. Bergman, John R. Smith, Chung-Sheng Li
Multimedia storage and archiving systems. Conference3846, 360-370, International Society for Optics and Photonics, 1999
Abstract   convex hull, linear programming, search engine indexing, linear model, speedup, filter, overhead, set, metric space, vertex, regular polygon, theoretical computer science, computer science

Digital video libraries and the Internet
J.R. Smith
IEEE Communications Magazine 37(1), 92-97, IEEE, 1999
Abstract   digital media, the internet, digital library, internet architecture board, multimedia, computer science, digital video

Framework for efficient processing of content-based fuzzy Cartesian queries
Chung-Sheng Li, Yuan-Chi Chang, John R Smith, Lawrence D Bergman, Vittorio Castelli
Electronic Imaging, pp. 64--75, 1999

Query taxonomy of multimedia databases
Yuan-Chi Chang, Lawrence D Bergman, John R Smith, Chung-Sheng Li
Photonics East'99, pp. 340--350, 1999

Taxonomy of network transcoding
Roderick C Henderson, Brad Topol, Chung-Sheng Li, Rakesh Mohan, John R Smith
Electronic Imaging, pp. 65--72, 1999

Integrated spatial and feature image query
John R Smith, Shih-Fu Chang
Multimedia systems 7(2), 129--140, Springer, 1999

Scalable multimedia delivery for pervasive computing
John R Smith, Rakesh Mohan, Chung-Sheng Li
Proceedings of the seventh ACM international conference on Multimedia (Part 1), pp. 131--140, 1999

Image classification and querying using composite region templates
John R Smith, Chung-Sheng Li
Computer Vision and Image Understanding 75(1), 165--174, Elsevier, 1999

Adapting multimedia internet content for universal access
Rakesh Mohan, John R. Smith, Chung-Sheng Li
Multimedia, IEEE Transactions on 1(1), 104--114, IEEE, 1999

Adaptive storage and retrieval of large compressed images
J R Smith, V Castelli, C S Li
Proc. SPIE, Vol. 3656, Storage and Retrieval for Image and Video Databases VII, pp. 467--487, Citeseer, 1999

Image Classification and Querying Using Composite Region Templates* 1
J R Smith, C S Li
Computer Vision and Image Understanding 75(1-2), 165--174, Elsevier, 1999


1998

Combining indexing and learning in iterative refinement
CS Li, V Castelli, JR Smith, LD Bergman
Proceedings of SPIE, 1998 - link.aip.org

VideoZoom: a spatiotemporal video browser for the Internet
John R. Smith
Multimedia storage and archiving systems. Conference3527, 212-222, International Society for Optics and Photonics, 1998
Abstract   video tracking, smacker video, the internet, multimedia, information system, hierarchy, geography, compact form, information storage, video sequence

Model-based Mining of Remotely Sensed Data for Environmental and Public Health Applications
CS Li, L Bergman, V Castelli, JR Smith, A …
Medical Image Databases, 1998 - books.google.com

Dynamic assembly of views in data cubes
J R Smith, V Castelli, A Jhingran, C S Li
Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pp. 274--283, 1998

Detecting image purpose in World Wide Web documents
Seungyup Paek, John R. Smith
Photonics West 98 Electronic Imaging3305, 151-158, International Society for Optics and Photonics, 1998
Abstract   web page, web server, web development, image retrieval, web standards, web service, web 2 0, the internet, search engine indexing, information retrieval, cataloging, world wide web, computer science, search engine

Multimedia content customization for universal access
Rakesh Mohan, John R Smith, Chung-Sheng Li
Photonics East (ISAM, VVDC, IEMB), pp. 410--418, 1998

Query vector projection access method
John R Smith
Electronic Imaging'99, pp. 511--522, 1998

Comparing texture feature sets for retrieving core images in petroleum applications
Chung-Sheng Li, John R Smith, Vittorio Castelli, Lawrence D Bergman
Electronic Imaging'99, pp. 2--11, 1998

Image retrieval evaluation
John R Smith
Content-Based Access of Image and Video Libraries, 1998. Proceedings. IEEE Workshop on, pp. 112--113

Perceptual image similarity experiments
Bernice E Rogowitz, Thomas Frese, John R Smith, Charles A Bouman, Edward B Kalin
Photonics West'98 Electronic Imaging, pp. 576--590, 1998

Multi-stage classification of images from features and related text
J R Smith, S F Chang
proceedings Fourth DELOS workshop, 1998


1997

Joint adaptive space and frequency basis selection
J.R. Smith, Shih-Fu Chang
Proceedings of International Conference on Image Processing, pp. 702-705, IEEE, 1997
Abstract   graph, image segmentation, graph theory, wavelet, data compression, adaptive filter, filter bank, rate distortion theory, pattern recognition, mathematics, artificial intelligence

S-STIR: similarity search through iterative refinement
Chung-Sheng Li, John R Smith, Vittorio Castelli
Photonics West'98 Electronic Imaging, pp. 250--258, 1997

Querying by color regions using the VisualSEEk content-based visual query system
John R Smith, Shih-fu Chang
Intelligent multimedia information retrieval 7(3), 23--41, Citeseer, 1997

Image and video search engine for the world wide web
John R Smith, Shih-Fu Chang
Electronic Imaging'97, pp. 84--95, 1997

Visual information retrieval from large distributed online repositories
Shih-Fu Chang, John R Smith, Mandis Beigi, Ana Benitez
Communications of the ACM 40(12), 63--71, ACM, 1997

Integrated spatial and feature image systems: Retrieval, analysis and compression
John R Smith
Ph.D. Thesis, 1997

VisualSEEk: a fully automated content-based image query system
John R Smith, Shih-Fu Chang
Proceedings of the fourth ACM international conference on Multimedia, pp. 87--98, 1997

Color for image retrieval
J R Smith
Wiley , Wiley Online Library, 1997

Sequential processing for content-based retrieval of composite objects
C S Li, J R Smith, L D Bergman, V Castelli
SPIE Storage\&Retrieval of Image/Video DB, 2--13, Citeseer, 1997


1996

Tools and techniques for color image retrieval
Smith, John R and Chang, Shih-Fu
Electronic Imaging: Science & Technology, pp. 426--437, 1996
Abstract

Local color and texture extraction and spatial query
John R Smith, Shih-Fu Chang
Image Processing, 1996. Proceedings., International Conference on, pp. 1011--1014

Automated image retrieval using color and texture
John R Smith, Shih-Fu Chang
IEEE Transaction on Pattern Analysis and Machine Intelligence, 1996

Searching for images and videos on the world-wide web
John R Smith, Shih-Fu Chang
IEEE Multimedia Magazine, 1996

Automated binary texture feature sets for image retrieval
John R Smith, Shih-Fu Chang
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on, pp. 2239--2242

Tools and Techniques for Color Image Retrieval.
John R Smith, Shih-Fu Chang
Storage and Retrieval for Image and Video Databases (SPIE), pp. 2--7, 1996


1995

Single color extraction and image query
John R Smith, Shih-Fu Chang
Image processing, 1995. Proceedings., International conference on, pp. 528--531


1994

Transform features for texture classification and discrimination in large image databases
John R Smith, Shih-Fu Chang
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference, pp. 407--411


1974

The effect of zinc deficiency on the metabolism of retinol-binding protein in the rat
Smith, John Edgar and Brown, Ellen D and Smith, J Cecil
Translational Research 84(5), 692--697, Elsevier, 1974


Year Unknown

Cover Image: Peter Nagy
Smith, John R and Nack, Frank and Amsterdam, U and Ellis, Daniel and Grosky, William and Michigan, U and Hsu, Winston and Hu, Yu Hen and Wisconsin-Madison, U and Slaney, Malcolm and others
ieeexplore.ieee.org, 0

Multimedia Analytics: Modality Classification and Case-Based Retrieval tasks of ImageCLEF2012
Cao, Liangliang and Chang, Yuan-Chi and Codella, Noel and Merler, Michele and Nguyen, Quoc-Bao and Smith, John R
ims-sites.dei.unipd.it, 0