Paper
5 February 2025 A comprehensive study of the impact of missing pixel patterns on restoration performance in missing pixel restoration models
Kiyotaka Komoku, Jun Furuta, Nobuyuki Itoh
Author Affiliations +
Proceedings Volume 13510, International Workshop on Advanced Imaging Technology (IWAIT) 2025; 135101P (2025) https://doi.org/10.1117/12.3058038
Event: International Workshop on Advanced Imaging Technology (IWAIT) 2025, 2025, Douliu City, Taiwan
Abstract
This paper describes the restoration performance of neural network models for the 'missing pixel restoration method' used in lightweight compression codecs. In this method, pixels in video frames are selectively removed during transmission and restored using a neural network model. We evaluate the restoration performance based on 2×2-pixel missing patterns and various missing rates from 1/12 to 11/12. The results indicate a significant decline in restoration performance when the missing rate exceeds 6/12.
(2025) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Kiyotaka Komoku, Jun Furuta, and Nobuyuki Itoh "A comprehensive study of the impact of missing pixel patterns on restoration performance in missing pixel restoration models", Proc. SPIE 13510, International Workshop on Advanced Imaging Technology (IWAIT) 2025, 135101P (5 February 2025); https://doi.org/10.1117/12.3058038
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KEYWORDS
Neural networks

Video compression

Video

Image restoration

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