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Inpainting | Art techniques materials

Inpainting is the process of reconstructing lost or deteriorated parts of images and videos. In the museum world, in the case of a valuable painting, this task would be carried out by a skilled art conservator or art restorer. In the digital world, inpainting (also known as image interpolation or video interpolation) refers to the application of sophisticated algorithms to replace lost or corrupted parts of the image data (mainly small regions or to remove small defects),More info:wiki

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#10     Free-Form Image Inpainting with Gated Convolution,More info:jiahuiyu

 

#9     Image Inpainting for Irregular Holes Using Partial Convolutions,More info:medium

Deep learning is growing very fast and it is one of the fast-growing areas of artificial intelligence. It has been used in many fields extensively including real-time object detection, image recognition and video classification. Deep learning usually implemented as Convolutional Neural Network, Deep Belief Network, Recurrent Neural Network etc. One of the problem in images in image inpainting. Image inpainting is the task of filling the holes in an image. The goal of this work is to propose a model for image inpainting that operates robustly on irregular hole patterns and produces semantically meaningful predictions that incorporate smoothly with the rest of the image without the need for any additional post-processing or blending operation. It can be used with many applications e.g. it can be used in image editing to remove unwanted image content while filling the image with reasonable content.

#8       Semantic Image Inpainting TensorFlow,More info:github

 

#7     Image Inpainting: Humans vs. AI,More info:towardsdatascience

 

#6     Introducing a new (fast) inpainting method in the G’MIC plug-in for GIMP,More info:G’MIC

 

#5      Inpaint not working,More info:forum.affinity.serif

 

#4      Partial Convolutions for Image Inpainting using Keras (U-Net),More info:twitter

 

#3   Get Out of my Picture!  Internet-based Inpainting,More info:di.ens

 

#2    High-Resolution Image Inpainting Using Multi-Scale Neural Patch Synthesis,More info:harryyang

 

#1   Getting Around in GIMP – G’MIC Inpainting (Content Aware Fill),More info:patdavid

 

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