Vireo-Tno @ TRECVID 2015: Multimedia event detection

Hao Zhang, Yi-Jie Lu, Maaike de Boer, Frank ter Haar, Zhaofan Qiu, Klamer Schutte, Wessel Kraaij, Chong-Wah Ngo

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    4 Citations (Scopus)

    Abstract

    This paper presents an overview and comparative analysis of our systems designed for the TRECVID 2015 [1] multimedia event detection (MED) task. We submitted 17 runs, of which 5 each for the zero-example, 10-example and 100-example subtasks for the Pre-Specified (PS) event detection and 2 runs for the 10-example subtask for the Ad-Hoc (AH) event detection. We did not participate in the Interactive Run. This year we focus on three different parts of the MED task: 1) extending the size of our concept bank and combining it with improved dense trajectories; 2) exploring strategies for semantic query generation (SQG); and 3) combining our visual classifiers with audio and/or textual classifiers. Among our 17 submitted runs, the following runs achieved top performances: - VIREO MED15 MED15EvalFull PS 0Ex MED p-manualfused 1: zero-example system with manual SQG, fused with textual (OCR) and speech (ASR) information. - VIREO MED15 MED15EvalFull PS 10Ex MED p-ConceptBankIDTEK0OCR 1: 10-example system using our Concept-Bank feature fused with the improved dense trajectories and the 0Ex manual visual system and OCR. - VIREO MED15 MED15EvalFull PS 100Ex MED c-ConceptBankIDTJointProb 1: 100-example system using Concept-Bank feature fused with the improved dense trajectories, using the joint probability to create the score.
    Original languageEnglish
    Title of host publication2015 TREC Video Retrieval Evaluation, TRECVID 2015
    PublisherNational Institute of Standards and Technology (NIST)
    Publication statusPublished - 2015
    Event2015 TREC Video Retrieval Evaluation, TRECVID 2015 - Gaithersburg, United States
    Duration: 16 Nov 201518 Nov 2015

    Publication series

    Name2015 TREC Video Retrieval Evaluation, TRECVID 2015

    Conference

    Conference2015 TREC Video Retrieval Evaluation, TRECVID 2015
    PlaceUnited States
    CityGaithersburg
    Period16/11/1518/11/15

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