A METHOD FOR ADDING MOTION-BLUR ON ARBITRARY OBJECTS BY USING AUTO-SEGMENTATION AND COLOR COMPENSATION TECHNIQUES

Michihiro Mikamo, Ryo Furukawa, Hiroshi Kawasaki

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

When dynamic objects are captured by a camera, motion blur inevitably occurs. Such a blur is sometimes considered as just a noise, however, it sometimes gives an important effect to add dynamism in the scene for photographs or videos. Unlike the similar effects, such as defocus blur, which is now easily controlled even by smartphones, motion blur is still uncontrollable and makes undesired effects on photographs. In this paper, an unified framework to add motion blur on per-object basis is proposed. In the method, multiple frames are captured without motion blur and they are accumulated to create motion blur on target objects. To capture images without motion blur, shutter speed must be short, however, it makes captured images dark, and thus, a sensor gain should be increased to compensate it. Since a sensor gain causes a severe noise on image, we propose a color compensation algorithm based on non-linear filtering technique for solution. Another contribution is that our technique can be used to make HDR images for fast moving objects by using multi-exposure images. In the experiments, effectiveness of the method is confirmed by ablation study using several data sets.

本文言語英語
ホスト出版物のタイトル2021 IEEE International Conference on Image Processing, ICIP 2021 - Proceedings
出版社IEEE Computer Society
ページ1854-1858
ページ数5
ISBN(電子版)9781665441155
DOI
出版ステータス出版済み - 2021
イベント2021 IEEE International Conference on Image Processing, ICIP 2021 - Anchorage, 米国
継続期間: 9月 19 20219月 22 2021

出版物シリーズ

名前Proceedings - International Conference on Image Processing, ICIP
2021-September
ISSN(印刷版)1522-4880

会議

会議2021 IEEE International Conference on Image Processing, ICIP 2021
国/地域米国
CityAnchorage
Period9/19/219/22/21

!!!All Science Journal Classification (ASJC) codes

  • ソフトウェア
  • コンピュータ ビジョンおよびパターン認識
  • 信号処理

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引用スタイル