Participation at TRECVID 2011 Semantic Indexing & Content-based Copy Detection Tasks.
Wan‐Lei Zhao, Damian Borth, Thomas Michael Breuel · TRECVID · 2011
Semantic Indexing Task (SIN) Run No. Run ID Run Description infMAP (%) 1 F A IUPR-DFKI 1 Fisher Kernel + SVMs 2.86 2 F A IUPR-DFKI 2 Color Correlogram + SVMs 5.38 3 F A IUPR-DFKI 3 Fisher Kernel fused with Color Correlograms + SVMs 5.0 4 F A IUPR-DFKI 4 Fisher Kernel + kNN 0.71 Content-based Copy Detection (CCD) Run No. Run ID Run Description Opt.NDCR 1 *iupr-dfki.fsift F-SIFT+BoW+HE+EWGC 0.776 2 *iupr-dfki.fsift2 F-SIFT+BoW+HE+EWGC 0.923 3 SIFT SIFT+BoW+HE+EWGC 0.884 4 SIFT+PV SIFT+BoW+HE+EWGC+PV 0.501 5 F-SIFT+PV F-SIFT+BoW+HE+EWGC+PV 0.446 *: officially submitted run. This paper describes the TRECVID 2011 participation of the IUPR-DFKI team in the semantic indexing task (SIN) and content based copy detection task (CCD) task. For SIN, this years participation was dominated by an significant increase of vocabulary concept size from 130 to 346 concepts. In particular the system setup has been changed to last year’s participation [6] with respect to computational demands employing less computational costly features for classification and no usage of external training sources like YouTube. For CCD, this years participation is aimed at testing the flip invariant SIFT applied in video-only CCD. At the same time, we investigated how well we could achieve by relying on one keypoint feature alone.