Using control charts for online video summarisation
Allbwn ymchwil: Cyfraniad at gynhadledd › Papur › adolygiad gan gymheiriaid
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2018. Papur a gyflwynwyd yn International Joint Conference on Computer Vision and Pattern Recognition , Wellington, Seland Newydd.
Allbwn ymchwil: Cyfraniad at gynhadledd › Papur › adolygiad gan gymheiriaid
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TY - CONF
T1 - Using control charts for online video summarisation
AU - Matthews, Clare
AU - Yousefi, Paria
AU - Kuncheva, Ludmila
PY - 2018
Y1 - 2018
N2 - Many existing methods for video summarisation are not suitable for on-line applications, where computational and memory constraints mean that feature extraction and frame selection must be simple and efficient. Our proposed method uses RGB moments to represent frames, and a control-chart procedure to identify shots from which keyframes are then selected. The new method produces summaries of higher quality than two state-of-the-art on-line video summarisation methods identified as the best among nine such methods in our previous study. The summary quality is measured against an objective ideal for synthetic data sets, and compared to user-generated summaries of real videos.
AB - Many existing methods for video summarisation are not suitable for on-line applications, where computational and memory constraints mean that feature extraction and frame selection must be simple and efficient. Our proposed method uses RGB moments to represent frames, and a control-chart procedure to identify shots from which keyframes are then selected. The new method produces summaries of higher quality than two state-of-the-art on-line video summarisation methods identified as the best among nine such methods in our previous study. The summary quality is measured against an objective ideal for synthetic data sets, and compared to user-generated summaries of real videos.
M3 - Paper
T2 - International Joint Conference on Computer Vision and Pattern Recognition
Y2 - 13 December 2018 through 15 December 2018
ER -