Much of the state-of-the-art in image synthesis inspired by real artwork are either entirely generative by filtered random noise or inspired by the transfer of style. This work explores the application of image inpainting to continue famous artworks and produce generative art with a Conditional GAN. During the training stage of the process, the borders of images are cropped, leaving only the centre. An inpainting GAN is then tasked with learning to reconstruct the original image from the centre crop by way of minimising both adversarial and absolute difference losses. Once the network is trained, images are then resized rather than cropped and presented as input to the generator. Following the learning process, the generator then creates new images by continuing from the edges of the original piece. Three experiments are performed with datasets of 4766 landscape paintings (impressionism and romanticism), 1167 Ukiyo-e works from the Japanese Edo period, and 4968 abstract artworks. Results show that geometry and texture (including canvas and paint) as well as scenery such as sky, clouds, water, land (including hills and mountains), grass, and flowers are implemented by the generator when extending real artworks. In the Ukiyo-e experiments, it was observed that features such as written text were generated even in cases where the original image did not have any, due to the presence of an unpainted border within the input image.
翻译:由真实艺术作品所启发的图像合成中,大多数最先进的艺术都是完全由过滤随机噪音所生成的,或者是完全由过滤随机噪音所生成的,或者是由风格的转换所启发的。这项工作探索了图像涂漆的应用,以继续著名的艺术作品,并用一个条件性GAN制作基因化艺术。在这一过程的培训阶段,对图像的边界进行了裁剪,仅留下中心。然后,涂漆GAN的任务是学习如何从中心作物中重建原始图像,以尽量减少对抗性和绝对差异性的损失。一旦对网络进行了培训,图像就会重新缩放,而不是作为输入器向生成者展示。在学习过程之后,生成者然后通过从原始作品的边缘继续制作新的图像。在4,766幅画的数据集(印象和浪漫主义)、1,167 Ukiyo-e作品来自日本江户时期的1167 Ukiyo-e作品,以及4968 抽象画艺术作品。结果显示,地理测量和纹理(包括画画画和油漆)以及原始图像,例如云云、水、土地、土地、草原画在原始图像中被观测到的原始图像。在原始图像中,在原始图像中,在原始图像中进行。在原始图像中,在原始图像中,在原始图像中出现时,在原始图像中(包括山地和原建成的建筑中,在原建的建筑中,在原建的原建的原建的建筑中,在原建的建筑中,在原建的原建的原建的图像中,在原建成的原建的建筑中,在原建的建筑中,在原建的原建的建筑中,在原建的建筑中,在原建的原建的原建的原建的原建于原建于原建于原建于原建于原建于原建于原建的建筑中,在原建的建筑中,在原建的建筑中,在原建的原建的建筑中建的建筑中,在原建的原建的原建的原建的原建的建筑中,在原建的建筑中,在原建的原建的原建的原建的原建的原建的建筑中,在原建的原建的原建的建筑中,在原建的原建的原建的建筑