Episode-Constrained Cross-Validation in Video Concept Retrieval J. C. van Gemert, C. J. Veenman, J. M. Geusebroek In IEEE Transactions on Multimedia 2009. [bibtex] [pdf] [url]

Whereas video tells a narrative by a composition of shots, current video retrieval methods focus mainly on single shots. In retrieval performance estimation, similar shots in a narrative may result in performance over-estimation. We propose an episode-based version of cross-validation leading up to 14% classification improvement over shot based cross-validation.

@Article{vanGemertITM2009,
  author       = "van Gemert, J. C. and Veenman, C. J. and Geusebroek, J. M.",
  title        = "Episode-Constrained Cross-Validation in Video Concept Retrieval",
  journal      = "IEEE Transactions on Multimedia",
  number       = "4",
  volume       = "11",
  pages        = "780--785",
  year         = "2009",
  url          = "https://ivi.fnwi.uva.nl/isis/publications/2009/vanGemertITM2009",
  pdf          = "https://ivi.fnwi.uva.nl/isis/publications/2009/vanGemertITM2009/vanGemertITM2009.pdf",
  has_image    = 1
}