Mathematical Analysis of DCN-Based Super-Resolution

C. Lee; J. Park; S. Woo; J. Kim; J. Yoon

doi:10.1109/ACCESS.2020.2992483

Mathematical Analysis of DCN-Based Super-Resolution

C. Lee, J. Park, S. Woo, J. Kim, J. Yoon

Department of Electrical and Electronic Engineering

Research output: Contribution to journal › Article › peer-review

2 Citations (Scopus)

Abstract

Although DCN-based super-resolution (DCN-SR) techniques have shown impressive performance, the working mechanism has not been completely understood and DCN-SR methods still produce some artefacts. In this paper, we analyze the working mechanisms of DCN-SR methods. We derive mathematical formulations of the DCN-SR methods and provide some experimental analyses, which show that the effective receptive fields of the DCN-SR methods are considerably smaller than the theoretical receptive fields. Based on the mathematical formulations, experiments were performed. The results indicates that current DCN-SR methods may have some fundamental problems and new types of DCN structures are needed for reliable super-resolution performance.

Original language	English
Article number	9086595
Pages (from-to)	90420-90429
Number of pages	10
Journal	IEEE Access
Volume	8
DOIs	https://doi.org/10.1109/ACCESS.2020.2992483
Publication status	Published - 2020

Bibliographical note

Funding Information:
This work was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education under Grant 2018R1D1A1B07050345.

Publisher Copyright:
© 2013 IEEE.

All Science Journal Classification (ASJC) codes

Computer Science(all)
Materials Science(all)
Engineering(all)

Access to Document

10.1109/ACCESS.2020.2992483

Cite this

@article{3cf37ea22fef4ddd8ba6ce6c501ef9ed,

title = "Mathematical Analysis of DCN-Based Super-Resolution",

abstract = "Although DCN-based super-resolution (DCN-SR) techniques have shown impressive performance, the working mechanism has not been completely understood and DCN-SR methods still produce some artefacts. In this paper, we analyze the working mechanisms of DCN-SR methods. We derive mathematical formulations of the DCN-SR methods and provide some experimental analyses, which show that the effective receptive fields of the DCN-SR methods are considerably smaller than the theoretical receptive fields. Based on the mathematical formulations, experiments were performed. The results indicates that current DCN-SR methods may have some fundamental problems and new types of DCN structures are needed for reliable super-resolution performance.",

author = "C. Lee and J. Park and S. Woo and J. Kim and J. Yoon",

note = "Funding Information: This work was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education under Grant 2018R1D1A1B07050345. Publisher Copyright: {\textcopyright} 2013 IEEE.",

year = "2020",

doi = "10.1109/ACCESS.2020.2992483",

language = "English",

volume = "8",

pages = "90420--90429",

journal = "IEEE Access",

issn = "2169-3536",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

TY - JOUR

T1 - Mathematical Analysis of DCN-Based Super-Resolution

AU - Lee, C.

AU - Park, J.

AU - Woo, S.

AU - Kim, J.

AU - Yoon, J.

N1 - Funding Information: This work was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education under Grant 2018R1D1A1B07050345. Publisher Copyright: © 2013 IEEE.

PY - 2020

Y1 - 2020

N2 - Although DCN-based super-resolution (DCN-SR) techniques have shown impressive performance, the working mechanism has not been completely understood and DCN-SR methods still produce some artefacts. In this paper, we analyze the working mechanisms of DCN-SR methods. We derive mathematical formulations of the DCN-SR methods and provide some experimental analyses, which show that the effective receptive fields of the DCN-SR methods are considerably smaller than the theoretical receptive fields. Based on the mathematical formulations, experiments were performed. The results indicates that current DCN-SR methods may have some fundamental problems and new types of DCN structures are needed for reliable super-resolution performance.

AB - Although DCN-based super-resolution (DCN-SR) techniques have shown impressive performance, the working mechanism has not been completely understood and DCN-SR methods still produce some artefacts. In this paper, we analyze the working mechanisms of DCN-SR methods. We derive mathematical formulations of the DCN-SR methods and provide some experimental analyses, which show that the effective receptive fields of the DCN-SR methods are considerably smaller than the theoretical receptive fields. Based on the mathematical formulations, experiments were performed. The results indicates that current DCN-SR methods may have some fundamental problems and new types of DCN structures are needed for reliable super-resolution performance.

UR - http://www.scopus.com/inward/record.url?scp=85085570636&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85085570636&partnerID=8YFLogxK

U2 - 10.1109/ACCESS.2020.2992483

DO - 10.1109/ACCESS.2020.2992483

M3 - Article

AN - SCOPUS:85085570636

SN - 2169-3536

VL - 8

SP - 90420

EP - 90429

JO - IEEE Access

JF - IEEE Access

M1 - 9086595

ER -

Mathematical Analysis of DCN-Based Super-Resolution

Abstract

Bibliographical note

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this