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For the problem at hand, sparsity is represented by a few stationary indoor targets, whereas the high scene density is defined by exterior and interior walls.
Director Patrick Osborne achieves a remarkable degree of storytelling craft and scene density, communicating a whole life in a few short minutes.
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We also propose an efficient approach to estimating obstacles location and track their positions via scene densities.
In [10], it is shown that scene cut density measure, which analyzes the influence of shot duration in user excitability, is correlated with excitement in sports videos.
Experiments are performed on baseball videos based on signal processing advancements for excitement assessment in the commentators' speech, audio energy, slow motion replay, scene cut density, and motion activity as features.
The multi-modal events/features used in the proposed highlights generation system are the following: slow motion replay, camera motion activity, scene cut density, and excitement in commentators' speech.
The multi-modal events/features used for excitability measure include: (1) slow motion replay, (2) camera motion activity, (3) scene cut density, (4) commentators' speech in high and (5) low excitement levels, and (6) audio energy.
Along with this, audio energy, slow motion duration, camera motion, and scene-cut density were used as features in the highlights extraction system.
(a) Slow motion function Φ 1 t), (b) motion activity function Φ 2 t), (c) scene-cut density Φ 3 t), (d) high excitement regions in speech Φ 4 t), (e) low excitement regions in speech Φ 5 t), and (f) Audio energy Φ 6 t).
This idea, however, is not novel – startups have tried time and again to do exactly this, including Visor, WhatsBusy, Dash, Density, SceneTap, Placemeter, and many others.
As we mentioned in the previous section, the number of passing-by vehicles is limited in the low-vehicle density scene.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com