VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method
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Cites background or methods from "VSUMM: A mechanism designed to prod..."
...human comparison has already been used successfully for keyframes [1,15]....
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...Keyframes are typically extracted using change detection [5] or clustering based on low-level features [1] or objects [18]....
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...One way of coping with the search challenge is visual indexing, where keyframes are selected such that they best summarize the video [28,5,1,13,18,15,16]....
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References
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"VSUMM: A mechanism designed to prod..." refers methods in this paper
...Furthermore, techniques to estimate the number of clusters can be exploited, for example, Akaike’s Information Criterion (AIC) (Akaike, 1974) or Minimum Description Length (MDL) (Rissanen, 1978)....
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24,320 citations
"VSUMM: A mechanism designed to prod..." refers methods in this paper
...The k-means clustering algorithm (MacQueen, 1967) is one of the simplest unsupervised learning algorithms that solve the well-known clustering problem (Duda et al., 2001)....
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14,297 citations
"VSUMM: A mechanism designed to prod..." refers methods in this paper
...Other clustering algorithms can also be investigated, for example, DBSCAN (Ester et al., 1996), a density-based clustering method....
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