Back to Search
Start Over
An FPGA-based design for real-time Super Resolution Reconstruction
- 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.
- Subjects :
- Pixel
Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
020207 software engineering
02 engineering and technology
Iterative reconstruction
Image (mathematics)
CMOS
Image texture
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Computer vision
Artificial intelligence
Image sensor
Field-programmable gate array
business
Image resolution
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
ComputingMilieux_MISCELLANEOUS
[SPI.SIGNAL] Engineering Sciences [physics]/Signal and Image processing
Subjects
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