Digital Image Art Style Transfer Algorithm Based on CycleGAN

With the continuous development and popularization of artificial intelligence technology in recent years, the field of deep learning has also developed relatively rapidly. The application of deep learning technology has attracted attention in image detection, image recognition, image recoloring, and image artistic style transfer. Some image art style transfer techniques with deep learning as the core are also widely used. This article intends to create an image art style transfer algorithm to quickly realize the image art style transfer based on the generation of confrontation network. The principle of generating a confrontation network is mainly to change the traditional deconvolution operation, by adjusting the image size and then convolving, using the content encoder and style encoder to encode the content and style of the selected image, and by extracting the content and style features. In order to enhance the effect of image artistic style transfer, the image is recognized by using a multi-scale discriminator. The experimental results show that this algorithm is effective and has great application and promotion value.

Deep Convolutional Nets Learning Classification for Artistic Style Transfer

Humans have mastered the skill of creativity for many decades. The process of replicating this mechanism is introduced recently by using neural networks which replicate the functioning of human brain, where each unit in the neural network represents a neuron, which transmits the messages from one neuron to other, to perform subconscious tasks. Usually, there are methods to render an input image in the style of famous art works. This issue of generating art is normally called nonphotorealistic rendering. Previous approaches rely on directly manipulating the pixel representation of the image. While using deep neural networks which are constructed using image recognition, this paper carries out implementations in feature space representing the higher levels of the content image. Previously, deep neural networks are used for object recognition and style recognition to categorize the artworks consistent with the creation time. This paper uses Visual Geometry Group (VGG16) neural network to replicate this dormant task performed by humans. Here, the images are input where one is the content image which contains the features you want to retain in the output image and the style reference image which contains patterns or images of famous paintings and the input image which needs to be style and blend them together to produce a new image where the input image is transformed to look like the content image but “sketched” to look like the style image.

Artwork Style Recognition Using Vision Transformers and MLP Mixer

Through the extensive study of transformers, attention mechanisms have emerged as potentially more powerful than sequential recurrent processing and convolution. In this realm, Vision Transformers have gained much research interest, since their architecture changes the dominant paradigm in Computer Vision. An interesting and difficult task in this field is the classification of artwork styles, since the artistic style of a painting is a descriptor that captures rich information about the painting. In this paper, two different Deep Learning architectures—Vision Transformer and MLP Mixer (Multi-layer Perceptron Mixer)—are trained from scratch in the task of artwork style recognition, achieving over 39% prediction accuracy for 21 style classes on the WikiArt paintings dataset. In addition, a comparative study between the most common optimizers was conducted obtaining useful information for future studies.

To the Issue Concerning a Byzantine Iconostasis in the Kyiv-Pechersk Lavra, the 19th – Beginning of the 20th Centuries

The purpose of the article is to discover the issue of creating the Byzantine iconostasis in the artistic decoration of the Kyiv-Pechersk Lavra in the 19th – early 20th centuries a case study of the Great Pechersk Church (the Dormition Cathedral). The methodology is based on complex using historical and cultural analysis, and art study analysis. Scientific novelty. Milestones of creating the Byzantine style iconostasis in the Dormition Cathedral during the 19th – Early 20th centuries have been discovered. The cultural and artistic basis for implementing the idea of Byzantine iconostasis in 1845–1847, 1890–1900s has been revealed according to the text and visual records introduced into scientific circulation. The dominant role of the main iconostasis for the image of side-altars’ new iconostasis has been determined. The conservatism of religious personages who wanted to preserve the features of the previous iconostasis (height, number of tiers, the old icons, etc.) has been proved. It is determined that the sacred value of some icons was more important as a stylistic priority and it barely led to the replacement of the material of the iconostasis (silver instead of marble that traditional for Byzantine iconostases). Published photos of the Big iconostasis and the approved draft of the main iconostasis with the author of autographs (photos from the collection of the National Reserve “Kyiv-Pechersk Lavra”). It has been found out distinguished Ukrainian art historian H. Pavlutskyi in one of them. The autonomy of the iconostases style of the mural paintings style in the Great Pechersk Church decoration has been proved. Conclusions. The attempt to realize the idea of the Byzantine iconostasis in the Kyiv-Pechersk Lavra’s Great Church in 1845–1847 created a precedent of the inconsistency of the artistic style of iconostasis and mural painting. The Byzantine style iconostasis hypothetically could exist in the spacious Baroque plastic art. Conversely, the complex of Baroque iconostases existed independently of the wall form performed in accordance with the Byzantine tradition at the turn of the 19th and the 20th century. The polemic pointed around the main iconostasis, a new іmage of other iconostases designed in a complex with it. The baroque tradition was implemented in the new iconostasis projects. The monks perceived a change in mural paintings but they considered some icons by sacral constants in the Great Church. The Big iconostasis without upper tiers with the Byzantine cross was the victory of the Baroque tradition. The preservation of Baroque iconostases was a testimony of their stylistic autonomy from the mural painting decorated in Byzantine style. Key words: sacral culture, Orthodoxy, Byzantine art, Baroque art, iconostasis, sacral mural painting, KyivPechersk Lavra, Dormition Cathedral.

J.A.A. Joyce’s type of chronotope in Mikhail Shishkin’s non-fiction “Russian Switzerland”

The article is devoted to the comparative analysis of the organisation of spatio-temporal structures in the novel “Ulysses” by James Augustine Aloysius Joyce and the literary-historical guide “Russian Switzerland” by Mikhail Shishkin. The general way of permeability of the boundaries of fiction – non-fiction genres and the reflection of this process in the world and Russian literature of the 20th–21st centuries is investigated. It is proved that for Mikhail Shishkin, as well as for J.A.A. Joyce, everyday life becomes an experimental field, where J.A.A. Joyce's deliberately destroyed time is rethought by the modern author into the category of simultaneity, which allows people and events separated by centuries to be viewed at one point in space. J.A.A. Joyce and Milhail Shishkin think of time as a way of organising events and facts as a spatial one, which allows us to present world history as a creative chaos of events, the expansion of which into the genre of non-fiction makes the narrative strategy more multidimensional, rather than as a system of causes and effects. The two authors are brought together not only by a common literary tradition, but also by an autobiographical understanding of emigration, thanks to which Mikhail Shishkin deliberately builds himself as a mediator between cultures, for whom J.A.A. Joyce’s speech techniques are a self-evident core of the artistic style of the new emigre prose.

Reliance and Confinement: Washington Allston’s Dual Attitudes Towards European Ideals in His Paintings

The paper examines the dual attitudes reflected in the artistic work of Washington Allston. Born in 1779 and died in 1843, Allston is a famous American painter and poet whose artworks are greatly shaped by European philosophical concepts and artistic traditions. Allston's inheritance of such traditions could be mainly reflected by the deliberate representation of the concept of sublimity and divinity in his artistic creation. This could be readily seen from Allston’s artistic techniques, by which he better instills his aesthetics into his religious paintings while arousing greater empathy among the audience. However, against the background of American Romanticism, Allston was faced with the conflict between conforming to the European aesthetic standards in terms of “general air” and tradition, and the dramatic departure of objects from their “proper place”. As a result, Allston resorted to the institutional liberation, thus forming his distinct artistic style with an evident feature of dual attitudes.

Estetika Karya Lukis Afianto Arifin

This study discusses Afianto Arifin's tendency to persist with a strong naturalism style during the incessant contemporary art. This study also discusses the journey of art, the factors behind his work attitude, and the aesthetic concepts contained in his paintings. To answer these problems, qualitative research methods are used which include observation, interviews, and literature study. The research was conducted in the City of Bukittinggi and Padang Pariaman district, West Sumatra province. Based on the research results, the beginning of Afianto Arifin's artistic career began in Jakarta. Apart from painting, Arifin also got a project to make sculptures and reliefs. After that, Arifin was diligent in making paintings. Arifin tends to raise objects of natural scenery and women's beauty. The idea of creating Arifin's paintings was influenced by artistic factors and cultural factors in his native area, namely Bukittinggi. The aesthetic concepts contained in Arifin's paintings are discussed from the point of view of art styles, art structures, as well as the interaction of media and meaning. Arifin is a person who tends to not want to be exposed and does not like to see exhibitions, this makes Arifin stick to his ideals and influences his artistic style until now.

Bodily Contemplation: On the Question of the Truth of the Perception of Physical Objects in Chinese Landscape Painting

This article analyzes the views of representatives of the scientific community on ancient Chinese landscape painting, emphasis is mainly placed on views that concern the spiritual qualities of landscape painting, as well as rethinking concepts that ignore the significance of sensual perception. Landscape painting is usually considered as a spiritual work of Taoism: landscape painting developed from Taoist thought, Taoist philosophy determined the identity of the artistic style and the inherent spirit of landscape painting. Moreover, some researchers even believe that bodily contemplation of landscape painting means setting the very original nature of mountains and waters, and the "knowledge of the truth" is a spiritual process that is more blocked by the human capacity for sensual perception. Some of the scientists completely deny the possibility and truth of sensual perception of physical objects in landscape painting. The author of this article believes that the spiritual component of landscape painting lurks precisely in the value of sensual perception, and bodily contemplation of mountains and waters is impossible without the participation of the body, clear confirmation of which we find in the ancient Chinese theory of arts. Ancient Chinese works of art traditionally had a close connection with sensual perception through bodily contemplation. This process is not simply about capturing object information, but when the subject takes an active part in the vision of the object, when the subject gives feedback to the object, and through acquiring the object its meaning is transmitted. Only through bodily contemplation, the individual can fully feel the artistic value of landscape painting, and Taoist philosophy thus gains a real existence in landscape painting, becoming a kind of emotional thinking.

Video Game Art Styles

The article examines the graphic styles that have arisen in the video game industry due to the technical features and development of this media. These styles are widely used and starting to go beyond the industry into the field of contemporary art. Despite the fact that pixel art is mainly used in the creation of video games, it has already become an independent form of visual style. Contemporary artists such as the Russian digital artist and designer under the pseudonym Uno Morales and the artist Natalya Struchkova turn to the pixel style when creating their works. Like the pixel art, voxel graphics has moved into the category of the game visual style, which employs an impressive community of digital artists. Low рoly graphics have modified from the main graphics of three-dimensional games, which look technically imperfect, into the category of an artistic style that forms a recognizable, attractive and unique geometric aesthetics of the image. We can trace the transformation of video game graphics, which have arisen as a result of technical constraints, into separate art styles: pixel art, voxel art, low рoly style, the minimalist style of the first classic video games. These styles are gradually becoming an independent visual unit that does not depend on the video game product as a whole.