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Search and Hyperlinking Task at MediaEval 2012




    Search and Hyperlinking Task
         at MediaEval 2012

Maria Eskevich1 , Gareth J.F. Jones1 , Shu Chen1
       Robin Aly2 , Roeland Ordelman2
                Martha Larson3
                 1   Dublin City University, Dublin, Ireland
             2   University of Twente, The Netherlands
    3   Delft University of Technology, Delft, The Netherlands
Search and Hyperlinking Task at MediaEval 2012


Background
Search and Hyperlinking Task at MediaEval 2012


Brave New Task
Search and Hyperlinking Task at MediaEval 2012


Brave New Task and Crowdsourcing
Search and Hyperlinking Task at MediaEval 2012


Brave New Task: Search and Hyperlinking

     Previous work:
       MediaEval 2011: Rich Speech Retrieval Task
       VideoCLEF 2009: Linking Task
Search and Hyperlinking Task at MediaEval 2012


Brave New Task: Search and Hyperlinking

     Previous work:
        MediaEval 2011: Rich Speech Retrieval Task
        VideoCLEF 2009: Linking Task

      What is Brave New about the Search and Hyperlinking?
        Unified scenario for 2 tasks:
        Search output results as input for Linking
        Use of crowdsourcing for results assessment:
        workers define the relevance of the video segments,
        the HIT can be run for each new submission and
        enrich overall results
        Search: ME10WWW dataset − > blip10000
Search and Hyperlinking Task at MediaEval 2012


Sub-tasks

       Search sub-task:
        Known-item search:
             Textual queries only
             Multimodal queries (text + video clues)
        Required runs:
        1 submission for 1-best output of each ASR transcript
       Linking sub-task
        Ad-hoc search for videos that can potentially be linked to
        the anchor videos (ground truth of the Search subtask)
        Required runs:
        use of ASR 1-best transcripts as representation
        *Additional runs:
        use team output of Search subtask as video anchors for
        Linking sub-task.
Search and Hyperlinking Task at MediaEval 2012


Data: blip10000


       ASR Transcript:
         LIMSI/Vocapia:
             Confusion networks
         LIUM:
             1-best
             Lattices
             Confision networks
       Video clues:
         Shot boundaries (TU Berlin)

         Concept-based descriptors based on a list of 589 concepts
         (University of Oxford)
         Face detection results (INRIA)
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task




        Mean Reciprocal Rank (MRR):

                                  1
                                RR =
                                RANK
        Mean Generalized Average Precision (mGAP):

                                    1
                    GAP =              . PENALTY
                                  RANK
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task

        Mean Average Segment Precision (MASP):
        Ranking + Length of (ir)relevant content

        Segment Precision (SP[r ]) at rank r :
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task

        Mean Average Segment Precision (MASP):
        Ranking + Length of (ir)relevant content

        Segment Precision (SP[r ]) at rank r :
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task

        Mean Average Segment Precision (MASP):
        Ranking + Length of (ir)relevant content

        Segment Precision (SP[r ]) at rank r :




      Average Segment Precision:
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Search sub-task

        Mean Average Segment Precision (MASP):
        Ranking + Length of (ir)relevant content

        Segment Precision (SP[r ]) at rank r :




      Average Segment Precision:
                                             N
                                      1
                        ASP =           .          SP[r ] · rel(sr )
                                      n
                                            r =1

      rel(sr ) = 1, if relevant content is present,
      otherwise rel(sr ) = 0
Search and Hyperlinking Task at MediaEval 2012


Relevance Evaluation via Crowdsourcing:
Amazon MTurk HIT
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Linking sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Linking sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Linking sub-task
Search and Hyperlinking Task at MediaEval 2012


Evaluation: Linking sub-task
Search and Hyperlinking Task at MediaEval 2012


Relevance Evaluation via Crowdsourcing
Details

       Assessment level:
         Videos
         Provided segments:
         Length varies across runs and participants
Search and Hyperlinking Task at MediaEval 2012


Relevance Evaluation via Crowdsourcing
Details

       Assessment level:
         Videos
         Provided segments:
         Length varies across runs and participants

       Workers explanation of relevance judgement:
         Relevant:
              ”Same” videos
              Videos are on the same topic
              Same program different topics
         Irrelevant:
              Same program different topics
              Different topics
              Different video styles: interview vs presentation
Search and Hyperlinking Task at MediaEval 2012


Participants




                      Group                Search Linking
       Charles University in Prague (CUNI)    5      –
          Dublin City University (DCU)        4      6
           Ghent University (MMLab)           4     4+4
                  INRIA/IRISA                 –      5
         University of Twente (UTwente)       3      1
Search and Hyperlinking Task at MediaEval 2012


Participants




                      Group                Search Linking
       Charles University in Prague (CUNI)    5      –
          Dublin City University (DCU)        4      6
           Ghent University (MMLab)           4     4+4
                  INRIA/IRISA                 –      5
         University of Twente (UTwente)       3      1
Search and Hyperlinking Task at MediaEval 2012


Search sub-task results
Search and Hyperlinking Task at MediaEval 2012


Linking sub-task results
Search and Hyperlinking Task at MediaEval 2012


Thank you for your attention!



      Participants presentations:
        Search sub-task:
          Maria Eskevich, Dublin City University
          Petra Galuscakova, Charles University in Prague
        Search and Linking sub-task:
          Danish Nadeem, University of Twente
        Linking sub-task:
          Camille Guinaudeau, INRIA/IRISA
          Shu Chen, Dublin City University
        Search and Linking sub-task:
          Tom de Nies, University of Chent
Search and Hyperlinking Task at MediaEval 2012


Thank you for your attention!
Buon compleanno Robin!

      Participants presentations:
        Search sub-task:
          Maria Eskevich, Dublin City University
          Petra Galuscakova, Charles University in Prague
        Search and Linking sub-task:
          Danish Nadeem, University of Twente
        Linking sub-task:
          Camille Guinaudeau, INRIA/IRISA
          Shu Chen, Dublin City University
        Search and Linking sub-task:
          Tom de Nies, University of Chent

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Search and Hyperlinking Task at MediaEval 2012

  • 1. Search and Hyperlinking Task at MediaEval 2012 Search and Hyperlinking Task at MediaEval 2012 Maria Eskevich1 , Gareth J.F. Jones1 , Shu Chen1 Robin Aly2 , Roeland Ordelman2 Martha Larson3 1 Dublin City University, Dublin, Ireland 2 University of Twente, The Netherlands 3 Delft University of Technology, Delft, The Netherlands
  • 2. Search and Hyperlinking Task at MediaEval 2012 Background
  • 3. Search and Hyperlinking Task at MediaEval 2012 Brave New Task
  • 4. Search and Hyperlinking Task at MediaEval 2012 Brave New Task and Crowdsourcing
  • 5. Search and Hyperlinking Task at MediaEval 2012 Brave New Task: Search and Hyperlinking Previous work: MediaEval 2011: Rich Speech Retrieval Task VideoCLEF 2009: Linking Task
  • 6. Search and Hyperlinking Task at MediaEval 2012 Brave New Task: Search and Hyperlinking Previous work: MediaEval 2011: Rich Speech Retrieval Task VideoCLEF 2009: Linking Task What is Brave New about the Search and Hyperlinking? Unified scenario for 2 tasks: Search output results as input for Linking Use of crowdsourcing for results assessment: workers define the relevance of the video segments, the HIT can be run for each new submission and enrich overall results Search: ME10WWW dataset − > blip10000
  • 7. Search and Hyperlinking Task at MediaEval 2012 Sub-tasks Search sub-task: Known-item search: Textual queries only Multimodal queries (text + video clues) Required runs: 1 submission for 1-best output of each ASR transcript Linking sub-task Ad-hoc search for videos that can potentially be linked to the anchor videos (ground truth of the Search subtask) Required runs: use of ASR 1-best transcripts as representation *Additional runs: use team output of Search subtask as video anchors for Linking sub-task.
  • 8. Search and Hyperlinking Task at MediaEval 2012 Data: blip10000 ASR Transcript: LIMSI/Vocapia: Confusion networks LIUM: 1-best Lattices Confision networks Video clues: Shot boundaries (TU Berlin) Concept-based descriptors based on a list of 589 concepts (University of Oxford) Face detection results (INRIA)
  • 9. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task
  • 10. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task
  • 11. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task
  • 12. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task
  • 13. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task
  • 14. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task Mean Reciprocal Rank (MRR): 1 RR = RANK Mean Generalized Average Precision (mGAP): 1 GAP = . PENALTY RANK
  • 15. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task Mean Average Segment Precision (MASP): Ranking + Length of (ir)relevant content Segment Precision (SP[r ]) at rank r :
  • 16. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task Mean Average Segment Precision (MASP): Ranking + Length of (ir)relevant content Segment Precision (SP[r ]) at rank r :
  • 17. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task Mean Average Segment Precision (MASP): Ranking + Length of (ir)relevant content Segment Precision (SP[r ]) at rank r : Average Segment Precision:
  • 18. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Search sub-task Mean Average Segment Precision (MASP): Ranking + Length of (ir)relevant content Segment Precision (SP[r ]) at rank r : Average Segment Precision: N 1 ASP = . SP[r ] · rel(sr ) n r =1 rel(sr ) = 1, if relevant content is present, otherwise rel(sr ) = 0
  • 19. Search and Hyperlinking Task at MediaEval 2012 Relevance Evaluation via Crowdsourcing: Amazon MTurk HIT
  • 20. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Linking sub-task
  • 21. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Linking sub-task
  • 22. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Linking sub-task
  • 23. Search and Hyperlinking Task at MediaEval 2012 Evaluation: Linking sub-task
  • 24. Search and Hyperlinking Task at MediaEval 2012 Relevance Evaluation via Crowdsourcing Details Assessment level: Videos Provided segments: Length varies across runs and participants
  • 25. Search and Hyperlinking Task at MediaEval 2012 Relevance Evaluation via Crowdsourcing Details Assessment level: Videos Provided segments: Length varies across runs and participants Workers explanation of relevance judgement: Relevant: ”Same” videos Videos are on the same topic Same program different topics Irrelevant: Same program different topics Different topics Different video styles: interview vs presentation
  • 26. Search and Hyperlinking Task at MediaEval 2012 Participants Group Search Linking Charles University in Prague (CUNI) 5 – Dublin City University (DCU) 4 6 Ghent University (MMLab) 4 4+4 INRIA/IRISA – 5 University of Twente (UTwente) 3 1
  • 27. Search and Hyperlinking Task at MediaEval 2012 Participants Group Search Linking Charles University in Prague (CUNI) 5 – Dublin City University (DCU) 4 6 Ghent University (MMLab) 4 4+4 INRIA/IRISA – 5 University of Twente (UTwente) 3 1
  • 28. Search and Hyperlinking Task at MediaEval 2012 Search sub-task results
  • 29. Search and Hyperlinking Task at MediaEval 2012 Linking sub-task results
  • 30. Search and Hyperlinking Task at MediaEval 2012 Thank you for your attention! Participants presentations: Search sub-task: Maria Eskevich, Dublin City University Petra Galuscakova, Charles University in Prague Search and Linking sub-task: Danish Nadeem, University of Twente Linking sub-task: Camille Guinaudeau, INRIA/IRISA Shu Chen, Dublin City University Search and Linking sub-task: Tom de Nies, University of Chent
  • 31. Search and Hyperlinking Task at MediaEval 2012 Thank you for your attention! Buon compleanno Robin! Participants presentations: Search sub-task: Maria Eskevich, Dublin City University Petra Galuscakova, Charles University in Prague Search and Linking sub-task: Danish Nadeem, University of Twente Linking sub-task: Camille Guinaudeau, INRIA/IRISA Shu Chen, Dublin City University Search and Linking sub-task: Tom de Nies, University of Chent