On Using Perceptual Loss within the U-Net Architecture for the Semantic Inpainting of Textile Artefacts with Traditional Motifs

Author:

Stoean Catalin1,Bacanin Nebojsa2,Stoean Ruxandra1,Ionescu Leonard3,Alecsa Cristian3,Hotoleanu Mircea3,Atencia Miguel4,Joya Gonzalo4

Affiliation:

1. University of Craiova,Faculty of Sciences,Department of Computer Science,Romania

2. Singidunum University,Faculty of Informatics and Computing,Belgrade,Serbia

3. Romanian Institute of Science and Technology,Artificial Intelligence and Machine Learning Team,Cluj-Napoca,Romania

4. Universidad de Málaga,Spain

Publisher

IEEE

Reference16 articles.

1. Deep Learning-Based Masonry Wall Image Analysis

2. Towards an Inpainting Framework for Visual Cultural Heritage

3. Fully convolutional networks for semantic segmentation;long;Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition,2015

4. U-net: Convolutional networks for biomedical image segmentation;ronneberger;International Conference on Medical Image Computing and Computer-Assisted Intervention,2015

5. Pepsi++: Fast and lightweight network for image inpainting;shin;IEEE Transactions on Neural Networks and Learning Systems,2020

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3. Influence of Manual Inter-Observer Variability for the Performance of Deep Learning Models in Semantic Segmentation;2023 25th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC);2023-09-11

4. Study on Semantic Inpainting Deep Learning Models for Artefacts with Traditional Motifs;Advances in Computational Intelligence;2023

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