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The State of the Art in Image and Video Retrieval [chapter]

Nicu Sebe, Michael S. Lew, Xiang Zhou, Thomas S. Huang, Erwin M. Bakker
2003 Lecture Notes in Computer Science  
Image and video retrieval continues to be one of the most exciting and fastestgrowing research areas in the field of multimedia technology. What are the main challenges in image and video retrieval?  ...  What is needed is that the techniques for organizing images and video stay in tune with the amounts of information. Therefore, there is an urgent need for a semantic understanding of image and video.  ...  Examples include semantic image video retrieval models, interactive retrieval paradigms, affective and emotional interaction, image and video retrieval based on human perception, human computer interaction  ... 
doi:10.1007/3-540-45113-7_1 fatcat:j2luzb6dfbfnfb7movbhfmpcwa

COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval [article]

Haoyu Lu and Nanyi Fei and Yuqi Huo and Yizhao Gao and Zhiwu Lu and Ji-Rong Wen
2022 arXiv   pre-print
To overcome these limitations, we propose a novel COllaborative Two-Stream vision-language pretraining model termed COTS for image-text retrieval by enhancing cross-modal interaction.  ...  there is still room for improvement).  ...  Notations: # PT Pairsthe number of image-text pairs for pre-training; I2T Retrieval -image-to-text retrieval; T2I Retrieval -text-to-image retrieval. † Ensemble results of two models. * Models that utilize  ... 
arXiv:2204.07441v2 fatcat:txcudrqjdzep5gyt3z6bbesnoy

Content-based representation and retrieval of visual media: A state-of-the-art review

Philippe Aigrain, Hongjiang Zhang, Dragutin Petkovic
1996 Multimedia tools and applications  
This paper reviews a number of recently available techniques in content analysis of visual media and their application to the Indexing, retrieval, abstracting, relevance assessment, interactive perception  ...  , annotation and re-use of visual documents.  ...  User interfaces and browsing tools User intelface for still image retrieval The variety of similarity types creates user interface problems for content-based retrieval of still images.  ... 
doi:10.1007/bf00393937 fatcat:xrxszt23qrb6pci5iqo7ybmshe

High diversity transforms multimedia information retrieval into a cross-cutting field

James Z. Wang, Nozha Boujemaa, Yixin Chen
2007 SIGMOD record  
Are there still needs for image retrieval research? What are the interesting and open research problems in image retrieval? What about other multimedia retrieval problems?  ...  First session, entitled "Query Systems for Data Retrieval in Large Personal Image and Video Databases" was organized by C. Dulong et al.  ... 
doi:10.1145/1276301.1276315 fatcat:cdowdmpllbcf3mea7m2wotbuyq

Concept-Based Video Retrieval

Cees G. M. Snoek, Marcel Worring
2007 Foundations and Trends in Information Retrieval  
Video search applications for consumers and professionals targeting at retrieval of specific segments, however, are still in a nascent stage [112] .  ...  browsing [230] for which automatic detection, retrieval, and evaluation results on video data are described in this paper. models [86] , or challenges for the future [129] , the aim of this paper  ... 
doi:10.1561/1500000014 fatcat:x3ilddzy6bdefpxars5lm4avfa

Color Content based Video Retrieval

Smita Chavan, Shubhangi Sapkal
2013 International Journal of Computer Applications  
Video retrieval can be used for multiuser systems for video search and browsing which are useful in web applications. Here a DCT may be used that gives best performance among the different videos.  ...  Video retrieval is regarded as one of the most important in multimedia research.  ...  A mobile video browsing and retrieval applications based on HTML and JavaScript gives an interactive video browsing tool for supporting content management and selection in post production has been presented  ... 
doi:10.5120/14619-2931 fatcat:oit7toelmzcqjdoqnk7yeq52vm

Introduction to the special issue on image and video retrieval: theory and applications

Ioannis Kompatsiaris, Stephane Marchand-Maillet, Roelof van Zwol, Sébastien Marcel
2010 Multimedia tools and applications  
The aim of this special issue is to provide an overview of current research in emerging topics of image and video retrieval models and applications, while at the same time, including papers advancing the  ...  Image and Video retrieval have now reached a state where successful techniques and applications have begun flourishing and technologies for retrieving multimedia content enable new applications and services  ...  and implicit user activity for machine learning and annotation, face recognition and interactive applications for retrieval and surveillance.  ... 
doi:10.1007/s11042-010-0618-8 fatcat:jgr2qyeazvamponkw6drwyyybu

Sloth Search System at the Video Browser Showdown 2018 - Final Notes [article]

Nattachai Watcharapinchai, Sitapa Rujikietgumjorn, Sanparith Marukatat
2018 arXiv   pre-print
This short paper provides further details of the Sloth Search System, which was developed by the NECTEC team for the Video Browser Showdown (VBS) 2018.  ...  We have presented a video retrieval system as an interactive browsing tool with a simple interface.  ...  For text-based retrieval using the Elasticsearch [3] , the score of an image related to the search terms were calculated based on Term Frequency/Inverse Document Frequency (TF/IDF) scoring model.  ... 
arXiv:1806.01081v1 fatcat:uhetntlh4fhyjntoosx6jsqja4

Experimental result analysis for a generative probabilistic image retrieval model

Thijs Westerveld, Arjen P. de Vries
2003 Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval - SIGIR '03  
The main conclusion from the metrics-based evaluation of video retrieval systems at TREC's video track is that non-interactive image retrieval from general collections using visual information only is  ...  We investigate (informally) two aspects of the results of a generative probabilistic image retrieval model on the video track search task: how is image similarity captured and how do the visual results  ...  Two aspects of results produced by our retrieval model were studied more closely: the influence of colour on the ranking and the influence of the EM initialisation on retrieval results.  ... 
doi:10.1145/860435.860461 dblp:conf/sigir/WesterveldV03 fatcat:yjzbvvat2ff5tpspxgoomnsvpe

Experimental result analysis for a generative probabilistic image retrieval model

Thijs Westerveld, Arjen P. de Vries
2003 Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval - SIGIR '03  
The main conclusion from the metrics-based evaluation of video retrieval systems at TREC's video track is that non-interactive image retrieval from general collections using visual information only is  ...  We investigate (informally) two aspects of the results of a generative probabilistic image retrieval model on the video track search task: how is image similarity captured and how do the visual results  ...  Two aspects of results produced by our retrieval model were studied more closely: the influence of colour on the ranking and the influence of the EM initialisation on retrieval results.  ... 
doi:10.1145/860458.860461 fatcat:2nfw4qbyafdznmeym7sgqrpvrq

Causality Inspired Retrieval of Human-object Interactions from Video

Liting Zhou, Jianquan Liu, Shoji Nishimura, Joseph Antony, Cathal Gurrin
2019 2019 International Conference on Content-Based Multimedia Indexing (CBMI)  
For this we first extract the key frames and generate the labels or annotations using the state-of-the-art image captioning models.  ...  Notwithstanding recent advances in machine vision, video activity recognition from multiple cameras still remains a challenging task as many real-world interactions cannot be automatically recognised for  ...  Acknowledgments This publication has emanated from the research at NEC Corporation reserving all rights of the contents, and also was partially supported by research grants from Irish Research Council  ... 
doi:10.1109/cbmi.2019.8877392 dblp:conf/cbmi/ZhouLNAG19 fatcat:gavrcfgiwralzptiwqtz423n3u

Interactive Search in Video & Lifelogging Repositories

Frank Hopfgartner, Klaus Schoeffmann
2017 Proceedings of the 2017 Conference on Conference Human Information Interaction and Retrieval - CHIIR '17  
Though a lot of research has been spent on video retrieval tools and methods, which allow for automatic search in videos, still the performance of automatic video retrieval is far from optimal.  ...  In this tutorial we discussed (i) proposed solutions for improved video & lifelog content navigation, (ii) typical interaction of content-based querying features, and (iii) advanced content visualization  ...  In fact, most video retrieval tools operate on images (i.e., keyframes of shots) and provide image query features.  ... 
doi:10.1145/3020165.3022161 dblp:conf/chiir/HopfgartnerS17 fatcat:mrcxht5pczf25hmvazuphlgcqu

The TREC2001 Video Track: Information Retrieval on Digital Video Information [chapter]

Alan F. Smeaton, Paul Over, Cash J. Costello, Arjen P. de Vries, David Doermann, Alexander Hauptmann, Mark E. Rorvig, John R. Smith, Lide Wu
2002 Lecture Notes in Computer Science  
these approaches do work, are scalable to larger archives and can yield useful retrieval performance for users.  ...  The reason for writing this paper is to highlight the message from the TREC video track that there are now a variety of approaches available for searching and browsing through digital video archives, that  ...  IBM Research 1 The IBM Research team developed a system for automatic and interactive contentbased retrieval of video using visual features and statistical models.  ... 
doi:10.1007/3-540-45747-x_20 fatcat:nslbajuasnhidao23jzw45xqp4

Video retrieval using speech and image information

Alexander G. Hauptmann, Rong Jin, Tobun D. Ng, Minerva M. Yeung, Rainer W. Lienhart, Chung-Sheng Li
2003 Storage and Retrieval for Media Databases 2003  
For the queries used in this evaluation, image matching and video OCR proved to be the deciding aspects of video information retrieval.  ...  A number of different sources of information are present in most typical broadcast video collections and can be exploited for information retrieval.  ...  IRI-9817496, and by the Advanced Research and Development Activity (ARDA) under contract number MDA908-00-C-0037.  ... 
doi:10.1117/12.479747 dblp:conf/spieSR/HauptmannJN03 fatcat:tusllilhvvdifmoevwextb3bke

Internet visual media processing: a survey with graphics and vision applications

Shi-Min Hu, Tao Chen, Kun Xu, Ming-Ming Cheng, Ralph R. Martin
2013 The Visual Computer  
This article surveys recent research as regards processing of large collections of images and video, including work on analysis, manipulation, and synthesis.  ...  The huge number of images and videos continually being uploaded by millions of people have stimulated a variety of visual media creation and editing applications, while also posing serious challenges of  ...  [99] presented Video Google, an object and scene retrieval approach that quickly retrieves a ranked list of key frames or shots from Internet videos for a given query video.  ... 
doi:10.1007/s00371-013-0792-6 fatcat:omwwludvznhvrmgl5oeffienyy
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