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AdImage: video advertising by image matching and ad scheduling optimization

Published: 20 July 2008 Publication History

Abstract

With the prevalence of recording devices and the ease of media sharing, consumers are embracing huge amounts of Internet videos. There arise the needs for effective video advertisement systems following their phenomenal success in text. We propose a novel advertising system, AdImage, which automatically associates relevant ads by matching characteristic images, referred to as adImages (analogous to adWords) here. The proposed image matching method is invariant to certain distortions commonly observed in shared videos. AdImage also avoids the pitfalls of poor tagging qualities in shared videos and provides a brand-new venue to specify ad targets by image objects. Moreover, we formulate the image matching scores and the parameterized bidding information as a nonlinear optimization problem for maximizing the system revenues and user perception.

References

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H. Li, S. M. Edwards, and J.-H. Lee. Measuring the intrusiveness of advertisements: scale development and validation. Journal of Advertising, 31(2):37--47, 2002.
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L. Kennedy, M. Naaman, S. Ahern, R. Nair, T. Rattenbury. How Flickr Helps us Make Sense of the World: Context and Content in Community-Contributed Media Collections. In ACM Multimedia, Augsburg, Germany, September 2007.
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A. Mehta, A. Saberi, U. Vazirani, V. Vazirani. AdWords and Generalized On-line Matching. In Proceedings of the 46th Annual IEEE Symposium on Foundations of Computer Science, pages 264--273, Pittsburgh, USA, October 2005.
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D. Lowe. Distinctive image features from scale-invariant keypoints. International Journal on Computer Vision, vol. 60, no. 2, pages 91--110, 2004.
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S. Arya and D. M. Mount. Approximate Nearest Neighbor Searching. In Proceedings of 4th Ann. ACM-SIAM Symposium on Discrete Algorithms, pages 271--280, Austin, Texas, 1993.

Cited By

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  • (2024)Development of an Effective Machine Learning Model to Optimize Ad Placements in AVOD using Divergent Feature Extraction Process and Adaboost Technique2024 International Conference on Intelligent Algorithms for Computational Intelligence Systems (IACIS)10.1109/IACIS61494.2024.10722019(1-7)Online publication date: 23-Aug-2024
  • (2024)SemanticAd: A Multimodal Contextual Advertisement Framework for Online Video Streaming PlatformsIEEE Access10.1109/ACCESS.2024.339592212(63142-63155)Online publication date: 2024
  • (2023)A survey of online video advertisingWIREs Data Mining and Knowledge Discovery10.1002/widm.148913:2Online publication date: 18-Jan-2023
  • Show More Cited By

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  1. AdImage: video advertising by image matching and ad scheduling optimization

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      cover image ACM Conferences
      SIGIR '08: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
      July 2008
      934 pages
      ISBN:9781605581644
      DOI:10.1145/1390334
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 20 July 2008

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      Author Tags

      1. AdImage
      2. content-aware
      3. image matching
      4. web video advertising

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      View all
      • (2024)Development of an Effective Machine Learning Model to Optimize Ad Placements in AVOD using Divergent Feature Extraction Process and Adaboost Technique2024 International Conference on Intelligent Algorithms for Computational Intelligence Systems (IACIS)10.1109/IACIS61494.2024.10722019(1-7)Online publication date: 23-Aug-2024
      • (2024)SemanticAd: A Multimodal Contextual Advertisement Framework for Online Video Streaming PlatformsIEEE Access10.1109/ACCESS.2024.339592212(63142-63155)Online publication date: 2024
      • (2023)A survey of online video advertisingWIREs Data Mining and Knowledge Discovery10.1002/widm.148913:2Online publication date: 18-Jan-2023
      • (2020)DEEP-AD: A Multimodal Temporal Video Segmentation Framework for Online Video AdvertisingIEEE Access10.1109/ACCESS.2020.29979498(99582-99597)Online publication date: 2020
      • (2018)PageSenseIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2016.259870228:1(254-266)Online publication date: 1-Jan-2018
      • (2017)Towards Global Optimization in Display Advertising by Integrating Multimedia Metrics with Real-Time BiddingProceedings of the 25th ACM international conference on Multimedia10.1145/3123266.3123966(836-845)Online publication date: 23-Oct-2017
      • (2017)Optimizing Trade-offs Among Stakeholders in Real-Time Bidding by Incorporating Multimedia MetricsProceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3077136.3080802(205-214)Online publication date: 7-Aug-2017
      • (2016)Joint Optimization of Multiple Performance Metrics in Online Video AdvertisingProceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining10.1145/2939672.2939724(471-480)Online publication date: 13-Aug-2016
      • (2016)Automated Coding of Political Video Ads for Political Science Research2016 IEEE International Symposium on Multimedia (ISM)10.1109/ISM.2016.0012(7-13)Online publication date: Dec-2016
      • (2016)Clothes Advertising by Targeting Principal Actors in Video2016 9th International Conference on Service Science (ICSS)10.1109/ICSS.2016.10(7-14)Online publication date: Oct-2016
      • Show More Cited By

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