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Method for reconstructing a high dynamic range image based on a single-shot filtered low dynamic range image
- Source :
- Optics express. 28(21)
- Publication Year :
- 2020
-
Abstract
- Traditional cameras are limited by sensors and cannot directly capture single-shot high dynamic range (HDR) images. We propose an improved single-shot HDR image reconstruction method that uses a single-exposure filtered low dynamic range (FLDR) image. First, by adding an optical filter in front of the camera lens, a FLDR image with different RGB channel exposure states and luminance ranges can be captured in a single-shot, unlike the traditional LDR image. Second, a deep inverse tone mapping network (DITMnet) with multibranch features extraction and multioutput images synthesis is designed to reconstruct an HDR image from a single FLDR image. Experimentally, under different exposure states and color spaces, our method outperforms similar algorithms.
- Subjects :
- Channel (digital image)
Computer science
Feature extraction
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Image processing
02 engineering and technology
Iterative reconstruction
Color space
01 natural sciences
Luminance
Camera lens
010309 optics
Optics
0103 physical sciences
Computer vision
Image sensor
High dynamic range
ComputingMethodologies_COMPUTERGRAPHICS
business.industry
Dynamic range
021001 nanoscience & nanotechnology
Atomic and Molecular Physics, and Optics
RGB color model
Artificial intelligence
0210 nano-technology
business
Subjects
Details
- ISSN :
- 10944087
- Volume :
- 28
- Issue :
- 21
- Database :
- OpenAIRE
- Journal :
- Optics express
- Accession number :
- edsair.doi.dedup.....6042cfdca8e681d3b753a892d8fc8df8