Video Signal-Dependent Noise Estimation via Inter-Frame Prediction

Yanhao LI; Marina GARDELLA; Quentin BAMMEY; Tina NIKOUKHAH; Rafael Grompone VON GIOI; Miguel COLOM; Jean-Michel MOREL

doi:10.1109/ICIP46576.2022.9897605

Video Signal-Dependent Noise Estimation via Inter-Frame Prediction

Yanhao LI, Marina GARDELLA, Quentin BAMMEY, Tina NIKOUKHAH, Rafael Grompone VON GIOI, Miguel COLOM, Jean-Michel MOREL^*

^*Corresponding author for this work

Research output: Book Chapters | Papers in Conference Proceedings › Conference paper (refereed) › Research › peer-review

3 Citations (Scopus)

Abstract

We propose a block-based signal-dependent noise estimation method on videos, that leverages inter-frame redundancy to separate noise from signal. Block matching is applied to find block pairs between two consecutive frames with similar signal. Then Ponomarenko's method is extended by sorting pairs by their low-frequency energy and estimating noise in the high frequencies. Experiments on three datasets show that this method improves on the state of the art.

Original language	English
Title of host publication	2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings
Publisher	IEEE
Pages	1406-1410
Number of pages	5
ISBN (Electronic)	9781665496209
ISBN (Print)	9781665496216
DOIs	https://doi.org/10.1109/ICIP46576.2022.9897605
Publication status	Published - 2022
Externally published	Yes

Publication series

Name	Proceedings - International Conference on Image Processing, ICIP
ISSN (Print)	1522-4880

Bibliographical note

Publisher Copyright:
© 2022 IEEE.

Funding

This work was supported by a grant from Région Île-de-France.

Keywords

image processing
Noise estimation
noise level function
video processing

Access to Document

10.1109/ICIP46576.2022.9897605

Cite this

LI, Y., GARDELLA, M., BAMMEY, Q., NIKOUKHAH, T., VON GIOI, R. G., COLOM, M., & MOREL, J.-M. (2022). Video Signal-Dependent Noise Estimation via Inter-Frame Prediction. In 2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings (pp. 1406-1410). (Proceedings - International Conference on Image Processing, ICIP). IEEE. https://doi.org/10.1109/ICIP46576.2022.9897605

@inproceedings{298594bc88c1482fac4d5ecf973af86c,

title = "Video Signal-Dependent Noise Estimation via Inter-Frame Prediction",

abstract = "We propose a block-based signal-dependent noise estimation method on videos, that leverages inter-frame redundancy to separate noise from signal. Block matching is applied to find block pairs between two consecutive frames with similar signal. Then Ponomarenko's method is extended by sorting pairs by their low-frequency energy and estimating noise in the high frequencies. Experiments on three datasets show that this method improves on the state of the art.",

keywords = "image processing, Noise estimation, noise level function, video processing",

author = "Yanhao LI and Marina GARDELLA and Quentin BAMMEY and Tina NIKOUKHAH and \{VON GIOI\}, \{Rafael Grompone\} and Miguel COLOM and Jean-Michel MOREL",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.",

year = "2022",

doi = "10.1109/ICIP46576.2022.9897605",

language = "English",

isbn = "9781665496216",

series = "Proceedings - International Conference on Image Processing, ICIP",

publisher = "IEEE",

pages = "1406--1410",

booktitle = "2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings",

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LI, Y, GARDELLA, M, BAMMEY, Q, NIKOUKHAH, T, VON GIOI, RG, COLOM, M & MOREL, J-M 2022, Video Signal-Dependent Noise Estimation via Inter-Frame Prediction. in 2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings. Proceedings - International Conference on Image Processing, ICIP, IEEE, pp. 1406-1410. https://doi.org/10.1109/ICIP46576.2022.9897605

Video Signal-Dependent Noise Estimation via Inter-Frame Prediction. / LI, Yanhao; GARDELLA, Marina; BAMMEY, Quentin et al.
2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings. IEEE, 2022. p. 1406-1410 (Proceedings - International Conference on Image Processing, ICIP).

Research output: Book Chapters | Papers in Conference Proceedings › Conference paper (refereed) › Research › peer-review

TY - GEN

T1 - Video Signal-Dependent Noise Estimation via Inter-Frame Prediction

AU - LI, Yanhao

AU - GARDELLA, Marina

AU - BAMMEY, Quentin

AU - NIKOUKHAH, Tina

AU - VON GIOI, Rafael Grompone

AU - COLOM, Miguel

AU - MOREL, Jean-Michel

PY - 2022

Y1 - 2022

N2 - We propose a block-based signal-dependent noise estimation method on videos, that leverages inter-frame redundancy to separate noise from signal. Block matching is applied to find block pairs between two consecutive frames with similar signal. Then Ponomarenko's method is extended by sorting pairs by their low-frequency energy and estimating noise in the high frequencies. Experiments on three datasets show that this method improves on the state of the art.

AB - We propose a block-based signal-dependent noise estimation method on videos, that leverages inter-frame redundancy to separate noise from signal. Block matching is applied to find block pairs between two consecutive frames with similar signal. Then Ponomarenko's method is extended by sorting pairs by their low-frequency energy and estimating noise in the high frequencies. Experiments on three datasets show that this method improves on the state of the art.

KW - image processing

KW - Noise estimation

KW - noise level function

KW - video processing

UR - https://www.scopus.com/pages/publications/85146729318

U2 - 10.1109/ICIP46576.2022.9897605

DO - 10.1109/ICIP46576.2022.9897605

M3 - Conference paper (refereed)

AN - SCOPUS:85146729318

SN - 9781665496216

T3 - Proceedings - International Conference on Image Processing, ICIP

SP - 1406

EP - 1410

BT - 2022 IEEE International Conference on Image Processing, ICIP 2022, Proceedings

PB - IEEE

ER -

Video Signal-Dependent Noise Estimation via Inter-Frame Prediction

Abstract

Publication series

Bibliographical note

Funding

Keywords

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