John R. Smith  John R. Smith photo       

contact information

IBM Fellow, Manager, AI Tech, IBM Research AI
IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598
  +1dash914dash945dash3444

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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

more information

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


2016

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

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

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

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

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


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

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

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

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 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

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

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

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

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 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

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

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

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

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

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