Optimizing a tone curve for backward-compatible high dynamic range image and video compression.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 21134816.
- Also identified by DOI 10.1109/TIP.2010.2095866.
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Abstract
For backward compatible high dynamic range (HDR) video compression, the HDR sequence is reconstructed by inverse tone-mapping a compressed low dynamic range (LDR) version of the original HDR content. In this paper, we show that the appropriate choice of a tone-mapping operator (TMO) can significantly improve the reconstructed HDR quality. We develop a statistical model that approximates the distortion resulting from the combined processes of tone-mapping and compression. Using this model, we formulate a numerical optimization problem to find the tone-curve that minimizes the expected mean square error (MSE) in the reconstructed HDR sequence. We also develop a simplified model that reduces the computational complexity of the optimization problem to a closed-form solution. Performance evaluations show that the proposed methods provide superior performance in terms of HDR MSE and SSIM compared to existing tone-mapping schemes. It is also shown that the LDR image quality resulting from the proposed methods matches that produced by perceptually-based TMOs.
Medical subject headings
- Algorithms
- Data Compression
- Image Enhancement
- Image Interpretation, Computer-Assisted
- Signal Processing, Computer-Assisted
- Video Recording