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HICO: A Benchmark for Recognizing Human-Object Interactions in Images

Published: 07 December 2015 Publication History

Abstract

We introduce a new benchmark "Humans Interacting with Common Objects" (HICO) for recognizing human-object interactions (HOI). We demonstrate the key features of HICO: a diverse set of interactions with common object categories, a list of well-defined, sense-based HOI categories, and an exhaustive labeling of co-occurring interactions with an object category in each image. We perform an in-depth analysis of representative current approaches and show that DNNs enjoy a significant edge. In addition, we show that semantic knowledge can significantly improve HOI recognition, especially for uncommon categories.

Cited By

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  • (2021)Spatio-Temporal Interaction Graph Parsing Networks for Human-Object Interaction RecognitionProceedings of the 29th ACM International Conference on Multimedia10.1145/3474085.3475636(4985-4993)Online publication date: 17-Oct-2021
  • (2019)Single shot state detection in simulation-based laparoscopy trainingProceedings of the Modeling and Simulation in Medicine Symposium10.5555/3338264.3338269(1-12)Online publication date: 29-Apr-2019
  • (2019)Disambiguating Visual VerbsIEEE Transactions on Pattern Analysis and Machine Intelligence10.1109/TPAMI.2017.278669941:2(311-322)Online publication date: 1-Feb-2019
  • Show More Cited By

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Information & Contributors

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Published In

cover image Guide Proceedings
ICCV '15: Proceedings of the 2015 IEEE International Conference on Computer Vision (ICCV)
December 2015
4730 pages
ISBN:9781467383912

Publisher

IEEE Computer Society

United States

Publication History

Published: 07 December 2015

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Cited By

View all
  • (2021)Spatio-Temporal Interaction Graph Parsing Networks for Human-Object Interaction RecognitionProceedings of the 29th ACM International Conference on Multimedia10.1145/3474085.3475636(4985-4993)Online publication date: 17-Oct-2021
  • (2019)Single shot state detection in simulation-based laparoscopy trainingProceedings of the Modeling and Simulation in Medicine Symposium10.5555/3338264.3338269(1-12)Online publication date: 29-Apr-2019
  • (2019)Disambiguating Visual VerbsIEEE Transactions on Pattern Analysis and Machine Intelligence10.1109/TPAMI.2017.278669941:2(311-322)Online publication date: 1-Feb-2019
  • (2019)Combining Multiple Cues for Visual Madlibs Question AnsweringInternational Journal of Computer Vision10.1007/s11263-018-1096-0127:1(38-60)Online publication date: 1-Jan-2019
  • (2017)Understanding and Exploiting Object Interaction LandscapesACM Transactions on Graphics10.1145/308372536:3(1-14)Online publication date: 27-Jun-2017
  • (2017)Understanding and Exploiting Object Interaction LandscapesACM Transactions on Graphics10.1145/3072959.308372536:4(1)Online publication date: 16-Jul-2017
  • (2016)Computer Vision and Natural Language ProcessingACM Computing Surveys10.1145/300990649:4(1-44)Online publication date: 12-Dec-2016
  • (2016)RAIDACM Transactions on Graphics10.1145/2897824.292593935:4(1-12)Online publication date: 11-Jul-2016

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