TY - GEN
T1 - An Image Inpainting Method Considering Edge Connectivity of Defects
AU - Arimoto, Marika
AU - Hara, Junichi
AU - Watanabe, Hiroshi
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - In this paper, we propose a new image inpainting method that improves the line distortion and unnatural coloration in the restoration area observed in the conventional methods. Many deep learning inpainting methods have been proposed in recent years. However, these conventional methods have problems with distorted lines and unnatural colors in the restoration area. We solve the problems of the reconstruction of distorted lines and unnatural color simultaneously by applying edge generator from EdgeConnect to DeepFill v2. Through evaluation experiments, we show that the proposed model is better than the conventional methods in PSNR and SSIM of images with clear color boundaries and complex edges.
AB - In this paper, we propose a new image inpainting method that improves the line distortion and unnatural coloration in the restoration area observed in the conventional methods. Many deep learning inpainting methods have been proposed in recent years. However, these conventional methods have problems with distorted lines and unnatural colors in the restoration area. We solve the problems of the reconstruction of distorted lines and unnatural color simultaneously by applying edge generator from EdgeConnect to DeepFill v2. Through evaluation experiments, we show that the proposed model is better than the conventional methods in PSNR and SSIM of images with clear color boundaries and complex edges.
KW - image inpainting
KW - image restoration
UR - http://www.scopus.com/inward/record.url?scp=85123475478&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85123475478&partnerID=8YFLogxK
U2 - 10.1109/GCCE53005.2021.9621917
DO - 10.1109/GCCE53005.2021.9621917
M3 - Conference contribution
AN - SCOPUS:85123475478
T3 - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
SP - 101
EP - 102
BT - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th IEEE Global Conference on Consumer Electronics, GCCE 2021
Y2 - 12 October 2021 through 15 October 2021
ER -