scholarly journals Fusing image feature and title semantic regularization with adversarial networks for cross-modal retrieval

2021 ◽  
Vol 2137 (1) ◽  
pp. 012054
Author(s):  
Kai Zhou

Abstract With the improvement of living standard, people pay more and more attention to their health. Food is the foundation of human life, modern society places more emphasis on a balanced diet, which controls fat, protein, carbohydrate and vitamin intake. So food computing is more and more important. Food retrieval is one of the important research directions in food computing. On the basis of food retrieval, we can predict ingredients and instructions in each dish, according to the ingredients and instructions to speculate on the visual effect of cooking, which can guide human reasonable diet, analyse human diet structure and diet culture and so on. In this paper, we focus on cross-modal retrieval between food image and recipe. Firstly, we analyze the problems existing in the present method. Based on the problems existing in the existing method, a fusion image feature and title regularization with adversarial network is proposed, which uses the idea of generative adversarial to align the modes, fuses the local features and global features of the image, and adds the semantic regularity of title to improve the accuracy of the retrieval.

2020 ◽  
Vol 63 (10) ◽  
pp. 25-37
Author(s):  
Alexander N. Danilov

The article discusses the meanings of life and value priorities of the post- Soviet society. The author argues that, at present, there are symptoms of a global ideological crisis in the world, that the West does not have its own vision of where and how to move on and has no understanding of the future. Unfortunately, most of the post-Soviet countries do not have such vision as well. In these conditions, there are mistrust, confusion, paradoxical manifestation of human consciousness. The main meanings that determine our life-world are: the desire of citizens for social justice and social security, the desire to figure out and understand the basic values of modern society, how honestly and equally the authorities act toward their fellow citizens, and to what extent they reflect their interests. The meanings of life, which are the answers to the challenges of the time, are embodied in the cultural code of each nation, state. The growth points of new values, which will become the basis for the future sustainable development of a new civilization, have yet to be discovered in the systemic transformative changes of the culture. In this process, the emergence of a new system of values that governs human life is inevitable. However, modern technology brings new troubles to humans. It has provided wide opportunities for informational violence and public consciousness manipulation. Nowadays, the scenario that is implemented in Western consumer societies claims to be the dominant scenario. Meanwhile, today there is no country in the world that is a role model, there is no ideal that others would like to borrow. Most post-Soviet states failed to advance their societies to more decent levels of economic development, to meet the challenges of the modern information age, and to provide the population with new high living standards. Therefore, in conditions of growing confrontation, we should realistically understand the world and be ready to implement changes that will ensure sustainable development of the state and society without losing our national identity.


Author(s):  
Ruslan Rafisovich Hasanov

On the basis of the archetypic analysis of development trends of a conflictological paradigm the author’s model of minimization of conflict potential in modern society is offered. Institutional construction is the basis for model that is harmonized with a factor of societal identity.It is noted that the problems of social conflicts, according to data from monitor- ing studies of the Ukrainian school of archetype, are increasingly shifted into the sphere of interpersonal relations. It is stimulated by the progression in society of so-called self-sufficient personalities, the “subjectification” of the social space, and at the same time narrowing down to the solution of entirely specific situations in which there is a collision of the interests of two or more parties.Instead, in order to find the optimal solution for resolving the conflict, it is necessary to have interdisciplinary knowledge, in particular understanding of the deep nature of such conflicts. Collision of points of view, thoughts, positions — a very frequent phenomenon of modern social life. In order to develop the correct line of behavior in various conflict situations, it is important to adequately under- stand the nature of the emergence of the modern conflict and the mechanisms for resolving them in substance. Knowledge of conflict nature enriches the culture of communication and makes human life and social groups not only more calm, but also creates conditions for constructive development. It is proved that in modern life one can not but agree with the statement that an individual carries first re- sponsibility for his own life and only then for the life of the social groups to which he belongs. And while making decisions within the framework of modern mecha- nisms (consensus), the properties of human psychology such as extroversion, emo- tionality, irrationality, intuition, externality, and executive ability will not at least contribute to such a task.That is why in the author’s research attracted attention to the archetypal na- ture of the conflict — the primitive images, ideas, feelings inherent in man as a bearer of the collective unconscious.


Author(s):  
Ruslan Rafisovich Hasanov

On the basis of the archetypic analysis of development trends of a conflictological paradigm the author’s model of minimization of conflict potential in modern society is offered. Institutional construction is the basis for model that is harmonized with a factor of societal identity. It is noted that the problems of social conflicts, according to data from monitoring studies of the Ukrainian school of archetype, are increasingly shifted into the sphere of interpersonal relations. It is stimulated by the progression in society of so-called self-sufficient personalities, the “subjectification” of the social space, and at the same time narrowing down to the solution of entirely specific situations in which there is a collision of the interests of two or more parties. Instead, in order to find the optimal solution for resolving the conflict, it is necessary to have interdisciplinary knowledge, in particular understanding of the deep nature of such conflicts. Collision of points of view, thoughts, positions — a very frequent phenomenon of modern social life. In order to develop the correct line of behavior in various conflict situations, it is important to adequately understand the nature of the emergence of the modern conflict and the mechanisms for resolving them in substance. Knowledge of conflict nature enriches the culture of communication and makes human life and social groups not only more calm, but also creates conditions for constructive development. It is proved that in modern life one can not but agree with the statement that an individual carries first responsibility for his own life and only then for the life of the social groups to which he belongs. And while making decisions within the framework of modern mechanisms (consensus), the properties of human psychology such as extroversion, emotionality, irrationality, intuition, externality, and executive ability will not at least contribute to such a task. That is why in the author’s research attracted attention to the archetypal nature of the conflict — the primitive images, ideas, feelings inherent in man as a bearer of the collective unconscious.


2017 ◽  
pp. 527-537
Author(s):  
Aleksandra Ljustina

Migration is one of the oldest and most used strategies for overcoming negative social issues. Despite the fact that it is historically deeply rooted, environmental migration as a social phenomenon has only recently become the subject research of numerous scientific fields. However, the study of current environmental migration is characterized by a number of issues, such as absence of an adequate definition and multi-causality of environmental migration. In this paper, through conceptual framework, author analyzed two main questions: who are environmental migrants and what reasons cause environmental migration. Due to the destruction of the global environmental balance, as well as accumulated environmental disturbances, it is likely that environmental migration will increase in future and there is nowhere you cannot make more use of scientific and professional projection of the future than in demographic and environmental spheres of human life. There is no doubt that our future is unpredictable. However, the environmental factors influencing the pattern of human interaction with the environment must be taken into account when projecting future development of the modern society. Such is the context in which the complex relation among migration, change and the environment has to be studied. In order to establish the basis for controlling environmental migration caused by negative changes in the environment, it is necessary to adopt a consistent strategy instead of ad hoc activities that are being used. In this paper, author analyzed societal response for the challenges caused by environmental migration, specifically regarding actions related to governing environmental migrations.


2021 ◽  
Vol 11 (4) ◽  
pp. 1380
Author(s):  
Yingbo Zhou ◽  
Pengcheng Zhao ◽  
Weiqin Tong ◽  
Yongxin Zhu

While Generative Adversarial Networks (GANs) have shown promising performance in image generation, they suffer from numerous issues such as mode collapse and training instability. To stabilize GAN training and improve image synthesis quality with diversity, we propose a simple yet effective approach as Contrastive Distance Learning GAN (CDL-GAN) in this paper. Specifically, we add Consistent Contrastive Distance (CoCD) and Characteristic Contrastive Distance (ChCD) into a principled framework to improve GAN performance. The CoCD explicitly maximizes the ratio of the distance between generated images and the increment between noise vectors to strengthen image feature learning for the generator. The ChCD measures the sampling distance of the encoded images in Euler space to boost feature representations for the discriminator. We model the framework by employing Siamese Network as a module into GANs without any modification on the backbone. Both qualitative and quantitative experiments conducted on three public datasets demonstrate the effectiveness of our method.


2020 ◽  
Vol 9 (2) ◽  
pp. 17-32
Author(s):  
Joko Santoso

Services in the Field of Counseling to the community in the current era of mileniel, become a vital need in providing answers to the handling and resolution of multi-dimensional conflicts that occur amid modern society. The complexity of the problems of human life has reached a peak in all aspects and joints of life. Moreover, there are changes that occur in all fields of science that are growing rapidly along with the development of the era and the flow of information. Therefore the need for counseling guidance services to the community increasingly demands a better, comprehensive, integrated handler to meet and respond to the needs of the times.


2020 ◽  
Vol 34 (3) ◽  
pp. 608-613
Author(s):  
John B. Alexander

Lost Civilizations is at once intriguing but also challenging to all conventional wisdom. Perhaps that is as it should be and Willis certainly created an interesting compendium of mysterious archeological events combined with a generous exploration of mythology. Readers of the SSE Journal should know I am not a fan of the “Out of Africa” theory. There have been too many recent discoveries made to support the notion that human life began in a single remote location. We can think of the discovery of the Denisovan that interbred with hominids that did migrate from Africa.  What Willis repeatedly points to is apparent DNA anomalies in which samples indicate connections between groups for which there is no logical explanation.  As an example, there are traces in Australia that are commensurate with those from South America that must have occurred long before any known contact had happened. While Willis would agree, Lost Civilizations suggests the timelines may be off by many thousands of years, a concept that is hard to integrate into demonstrable history.  If somebody built things, where did such previously unknown groups come from?  It is in questioning that Willis adds significant value.  What do we mean by “lost civilizations” is basic to the book?  But more fundamentally he asks how is “civilization” defined?  There are multiple definitions and he states that what it means to be civilized does not equate to the organization of villages or cities. Further, if civilizations were “lost” where did they come from and where did they go?  How did seemingly thriving communities suddenly cease to exist?  Then, why is it that some societies not only physically disappear, but also seem to be erased from the memories of survivors or other groups that may have interacted with them. His examples of lost groups abound and signal a warning to modern society.  If previous complex organizations disappeared, often with no immediate trace, could the same thing happen to our current civilization.


2019 ◽  
Vol 1 (1) ◽  
pp. 1-16
Author(s):  
Absori Absori ◽  
Sigit Sapto Nugroho

Purpose of the study: This article aims to formulate (1) epistemology jurisprudence has the positivistic level, (2) jurisprudence epistemology has transcendental paradigm, and (3) epistemology of the development of prophetic jurisprudence. Methodology: This research uses library research by conducting research and data analysis and then they use it using knowledge, especially jurisprudence with transcendental values. Main Findings: The base of epistemological positivistic jurisprudence that is objective, empirical and rational which are supported by systematic, procedural and formal models result in its development has lost essential elements, namely spiritual values, so that modern society has a crisis in defining the meaning of life in the world. Applications of this study: The base of transcendental legal science understands people and their life in an intact form (holistic), not merely material nature but also their souls. The development of the prophetic law is intended as a guidance for human life to achieve happiness in the world and in the hereafter, because the prophetic law can not be fragmented between the physical body (formal) and transcendental values. Novelty/Originality of this study: The paradigm of the transcendental epistemology of legal science emphasizes in the integration approaches between sciences and values in various views


Author(s):  
P. Lisovskiy ◽  
Yu. Lisovska

In the article, the authors substantiates the modern model of the interman as a creative cyber personality, which has the potential to be identified with the correspondence of virtual bodies as a problem of modern culture. It is emphasized that it is precisely this functional possibility that finds out a new paradigm of human existence, in which entropy as a criterial device modernizes modern society. It is determined that the most intelligently gifted people are able to master the noosphere space of being through the phenomenal wisdom recipes. This content shows entropy as a defining modus of probable processes, in which modernization of a modern person, state and society takes place, since the criterion of the entropy apparatus is the recognition of that random fact (events, situations) that becomes logical. It is emphasized that the main direction of risk processes in the phenomenal wisdom recipes for the personality, the state and society should be truly chosen in the entropy system, carefully studying the theory of probable functions. It is revealed that ideological borrowings contain a considerable danger, since ideology has a class modification due to the modernization of a certain class on the basis of samples of another's experience. It is concluded that this may lead to an urgent inter-class conflict, to strengthen, oppositional sentiment. An overview of modernization as an entropy of risk processes is given, which is the mainstream in a particular historical retrospective of phenomenal consciousness. It is emphasized that modernization means the creation of a new type of world order, in which human being plays an anthropocentric role at the level of legal subjectivity. The constructive and destructive Spirit of Time according to the entropy criteria is confirmed. Different forms of crisis are revealed when exhausting the established norms and rules of behavior of individuals, groups, classes, ethnic groups, communities. It is envisaged that science is such a fundamental innovation in which entropy depends to a large extent on the mental and value orientations of an individual people, based on consciousness, language, culture, etc. Creation of complex of measures and procedures is envisaged including the risks concerning maintenance of human life and health in the legal state.


1996 ◽  
Vol 2 (2) ◽  
pp. 357-368
Author(s):  
Borislav Šimundić

Healthy food is made up of separate components in everyday nourishment. Under the term "to feed onself healthy" we understand well balanced daily meals which contain the necessary amount of protein, carbohydrates, fat, vitamins and minerals. Well balanced nutrition should not contain harmful substances which can cause a disorder of good physical and psychological health of men. The latest news on nutrition tells us that time is over, when "healthy" diet meant consuming as much food as possible. Now, the attention is focused upon a well balanced diet with previously established, exact quantities of fat, sugar, cholesterol and salt. Hotel business nowadays along with the standards in menus should add energetic and nutritional value of each meal, so as the customer could choose the food which will suit his sec, age, physical endurance, recreation and his health condition.


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