Learning to Enhance Low-Light Images with a Synthetic-Real Interaction Training Strategy

Shang, Jingjie; Ma, Long; Shang, Xiaoke

doi:10.1109/icdh51081.2020.00025

Cited by 1 publication

(1 citation statement)

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“…In this way, it is possible to get the supervised labels for simulating the smoothed property of the illumination. This will avoid designing complex regularization losses, which may have minor effects [14].…”

Section: Simulation Tools and Associated Strategiesmentioning

confidence: 99%

A Critical Review of Lighting Design and Asset Management Strategies. Illuminating Practices and Lessons Learned for Swedish Public Libraries

Shen,

Zhang,

Mylly

et al. 2023

J. Phys.: Conf. Ser.

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Most lighting is only designed to meet the visual needs in most public library environments in Sweden. Although lighting-related impacts are relevant to six Unite Nations sustainability goals, some important lighting considerations, such as circadian phase disruption, mode and productivity impact, and energy-efficient operation, are missing in current lighting operating practices. Moreover, most of the current lighting asset management practice in public buildings remains “fix it if only it breaks”. With respect to people-centric health factors, visual index, and lighting asset energy-efficient operation, this study sublimates lighting into a new perspective. Finally, the suggested comprehensive lighting operating strategies integrating digital twins can help designers and operators in defining the optimal design/control strategy in public-built environments, like public library. Digital twin-based decision-making is expected to be applied to lighting design and control in public spaces that improves visual acuity and comfort, positively impact mood and productivity, and provides recommendations on engagement principles under Environment Social Governance (ESG) framework to asset manager/operators.

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Section: Simulation Tools and Associated Strategiesmentioning

confidence: 99%