Learning pyramid-context encoder network for high-quality image inpainting

Y Zeng, J Fu, H Chao, B Guo - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
… Figure 1: High-quality image inpainting results generated by the proposed Pyramid-context
Specifically, we propose a pyramid-context encoder, which progressively learns region …

Fully context-aware image inpainting with a learned semantic pyramid

W Zhang, Y Wang, B Ni, X Yang - Pattern Recognition, 2023 - Elsevier
… pretext tasks and leverage them in image inpainting. Motivated by this idea, we present a
fully context-aware image inpainting model named Semantic Pyramid Network (SPN), which …

Semantic residual pyramid network for image inpainting

H Luo, Y Zheng - Information, 2022 - mdpi.com
… [12] proposed a pyramid context encoder network, which filled the holes from deep … Pyramid
Network (SRPNet) based on the image inpainting model to inpaint missing regions of images

GCM-Net: Towards effective global context modeling for image inpainting

H Zheng, Z Zhang, Y Wang, Z Zhang, M Xu… - Proceedings of the 29th …, 2021 - dl.acm.org
… for image restoration, however current image inpainting methods still … images with heavy
corruptions. In this paper, we propose a new image inpainting method termed Global Context

Dapc-net: Deformable alignment and pyramid context completion networks for video inpainting

Z Wu, K Zhang, H Xuan, J Yang… - IEEE Signal Processing …, 2021 - ieeexplore.ieee.org
… Alignment and Pyramidcontext Completion Network for video inpainting (… After alignment,
we further devise a pyramid-context … AS AN extension of image inpainting [1]–[4], video inpaint- …

Dual-pyramidal image inpainting with dynamic normalization

C Wang, M Shao, D Meng, W Zuo - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… [55] further devise a pyramid-context encoder for higher learning effectiveness. Meanwhile,
some methods [23], [39] have been proposed to extract the information from the input mask, …

Aggregated contextual transformations for high-resolution image inpainting

Y Zeng, J Fu, H Chao, B Guo - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
image contexts, deep image inpainting models need to propagate information from distant
contexts … have achieved promising results, eg, Spatial Pyramid Dilation (SPD) in DeepGIN [54] …

Contextual-based image inpainting: Infer, match, and translate

Y Song, C Yang, Z Lin, X Liu… - Proceedings of the …, 2018 - openaccess.thecvf.com
… Here we use the filter pyramid of the VGG network as a higher-level representation of …
Since context encoder only inpaints 128x128 images and we failed to train the model for larger …

Atrous pyramid transformer with spectral convolution for image inpainting

M Huang, L Zhang - Proceedings of the 30th ACM International …, 2022 - dl.acm.org
pyramid transformer (APT) for image inpainting that recovers the structure and texture of an
image … PEN [46] brought out a generative network with a pyramid-context encoder and multi-…

Learning to incorporate structure knowledge for image inpainting

J Yang, Z Qi, Y Shi - Proceedings of the AAAI conference on artificial …, 2020 - ojs.aaai.org
… As Figure 2 shows, for image generation, the generator consists of a spatial context encoder …
image loss to supervise image inpainting. Pyramid Structure Loss We propose a pyramid