Joint super-resolution and bit depth extension by DNN

Seiya Umeda, Hiroshi Watanabe, Tomohiro Ikai, Tomonori Hashimoto, Takeshi Chujoh, Norio Ito

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Many Super-Resolution algorithm using DNN have been proposed. They simply expand the image size. On the other hand, bit depth expansion has also been proposed independently. In this paper, we consider the case when the image enlargement process is combined with bit depth expansion by Super-Resolution processing. Experimental results show its validity in both SDR and HDR images.

Original languageEnglish
Title of host publicationInternational Workshop on Advanced Image Technology, IWAIT 2019
EditorsQian Kemao, Wen-Nung Lie, Yung-Lyul Lee, Lu Yu, Kazuya Hayase, Phooi Yee Lau, Sanun Srisuk
PublisherSPIE
ISBN (Electronic)9781510627734
DOIs
Publication statusPublished - 2019 Jan 1
EventInternational Workshop on Advanced Image Technology 2019, IWAIT 2019 - Singapore, Singapore
Duration: 2019 Jan 62019 Jan 9

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume11049
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceInternational Workshop on Advanced Image Technology 2019, IWAIT 2019
CountrySingapore
CitySingapore
Period19/1/619/1/9

Keywords

  • Bit depth
  • Future Video Coding
  • HDR
  • Super-Resolution

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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  • Cite this

    Umeda, S., Watanabe, H., Ikai, T., Hashimoto, T., Chujoh, T., & Ito, N. (2019). Joint super-resolution and bit depth extension by DNN. In Q. Kemao, W-N. Lie, Y-L. Lee, L. Yu, K. Hayase, P. Y. Lau, & S. Srisuk (Eds.), International Workshop on Advanced Image Technology, IWAIT 2019 [1104925] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11049). SPIE. https://doi.org/10.1117/12.2521639