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An FPGA-based design for real-time Super Resolution Reconstruction

Authors :
Julien Dubois
Barthélémy Heyrman
Johel Miteran
Dominique Ginhac
Yoan Marin
Imagerie et Vision Artificielle [Dijon] (ImViA)
Université de Bourgogne (UB)
Laboratoire d'Electronique, d'Informatique et d'Image [EA 7508] (Le2i)
Université de Technologie de Belfort-Montbeliard (UTBM)-Université de Bourgogne (UB)-École Nationale Supérieure d'Arts et Métiers (ENSAM)
Arts et Métiers Sciences et Technologies
HESAM Université (HESAM)-HESAM Université (HESAM)-Arts et Métiers Sciences et Technologies
HESAM Université (HESAM)-HESAM Université (HESAM)-AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement-Centre National de la Recherche Scientifique (CNRS)
Equipe CORES [ImViA - EA7535] (CORES)
Université de Bourgogne (UB)-Université de Bourgogne (UB)
Laboratoire Electronique, Informatique et Image [UMR6306] (Le2i)
Université de Bourgogne (UB)-Centre National de la Recherche Scientifique (CNRS)-École Nationale Supérieure d'Arts et Métiers (ENSAM)
HESAM Université (HESAM)-HESAM Université (HESAM)-AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement
Dubois, Julien
Source :
HAL, ACM 12th International Conference on Distributed Smart Cameras (ICDSC), ACM 12th International Conference on Distributed Smart Cameras (ICDSC), Sep 2018, Eindhoven, Netherlands, ICDSC

Abstract

Since several decades, the camera spatial resolution is gradually increasing with the CMOS technology evolution. The image sensors provide more and more pixels, generating new constraints for the suitable optics. As an alternative, promising solutions propose Super Resolution (SR) image reconstruction to extend the image size without modifying the sensor architecture. Convincing state-of art studies demonstrate that these methods could even be implemented in real-time. Nevertheless, artifacts can be observed in highly textured areas of the image. In this paper, we propose a Local Adaptive Spatial Super Resolution (LASSR) method to fix this limitation. A real-time texture analysis is included in a spatial super resolution scheme. The proposed local approach enables adjustments to intrinsic heterogeneity of image texture. A FPGA-based implementation of the proposed method is then presented and enables high quality 4k super resolution videos to be performed at 16 fps, from a standard 2K video flow.

Details

Database :
OpenAIRE
Journal :
HAL, ACM 12th International Conference on Distributed Smart Cameras (ICDSC), ACM 12th International Conference on Distributed Smart Cameras (ICDSC), Sep 2018, Eindhoven, Netherlands, ICDSC
Accession number :
edsair.doi.dedup.....0d2e4a4ca6002babc90bbe591e396cc5