Convert nighttime infrared into daytime visible video with ROMA
Convert nighttime infrared into daytime visible video with ROMA
ROMA: Cross-Domain Region Similarity Matching for Unpaired Nighttime Infrared to Daytime Visible Video Translation
arXiv paper abstract https://arxiv.org/abs/2204.12367v1
arXiv PDF paper https://arxiv.org/pdf/2204.12367v1.pdf
Infrared cameras are often utilized to enhance the night vision since the visible light cameras exhibit inferior efficacy without sufficient illumination.
However, infrared data possesses inadequate color contrast and representation ability attributed to its intrinsic heat-related imaging principle.
… the structural knowledge within nighttime infrared videos and semantic information contained in the translated daytime visible pairs could be utilized simultaneously.
… propose … ROMA that couples with … introduced cRoss-domain regiOn siMilarity mAtching technique for bridging the huge gaps.
… ROMA … translate the unpaired nighttime infrared videos into fine-grained daytime visible ones, meanwhile maintain the spatiotemporal consistency via matching the cross-domain region similarity.
… experiments … indicate ROMA outperforms the state-of-the-art methods. …
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