Light Science & Applications · 2021 · 47 citations · 22 references
ComputingComputer ScienceArtificial IntelligenceComputer VisionSensor FusionDigital Image ProcessingImage FormationImagingScene UnderstandingVisual SystemCamera FusionCrowd Scene AnalysisFlexibilityHardware ResourcesModular DesignMultiscale Image RepresentationMultiscale Scene AnalysisRobustness To Dynamic Scenes
Array cameras removed the optical limitations of a single camera and paved the way for high-performance imaging via the combination of micro-cameras and computation to fuse multiple aperture images. However, existing solutions use dense arrays of cameras that require laborious calibration and lack flexibility and practicality. Inspired by the cognition function principle of the human brain, we develop an unstructured array camera system that adopts a hierarchical modular design with multiscale hybrid cameras composing different modules. Intelligent computations are designed to collaboratively operate along both intra- and intermodule pathways. This system can adaptively allocate imagery resources to dramatically reduce the hardware cost and possesses unprecedented flexibility, robustness, and versatility. Large scenes of real-world data were acquired to perform human-centric studies for the assessment of human behaviours at the individual level and crowd behaviours at the population level requiring high-resolution long-term monitoring of dynamic wide-area scenes.
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Simulating dynamical features of escape panic
Dirk Helbing, Illés J. Farkas, Tamás Vicsek · Nature · 2000 · 4.9K citations · Full text
Natural Sciences, Behavioral Sciences, Dynamical Systems +11
High performance imaging using large camera arrays
Bennett Wilburn, Neel Joshi, Vaibhav Vaish et al. · ACM Transactions on Graphics · 2005 · 1K citations
Peiyun Hu, Deva Ramanan · 2017 · 742 citations