• Title/Summary/Keyword: Stable Diffusion

Search Result 371, Processing Time 0.027 seconds

Comparison of the Differences in AI-Generated Images Using Midjourney and Stable Diffusion (Midjourney와 Stable Diffusion을 이용한 AI 생성 이미지의 차이 비교)

  • Linh Bui Duong Hoai;Kang-Hee Lee
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 2023.07a
    • /
    • pp.563-564
    • /
    • 2023
  • Midjourney and Stable Diffusion are two popular AI-generated image programs nowadays. With AI's outstanding image-generation capabilities, everyone can create artistic paintings in just a few minutes. Therefore, "Comparison of differences between AI-generated images using Midjourney and Stable Diffusion" will help see each program's advantages and assist the users in identifying the tool suitable for their needs.

  • PDF

Research on AI Painting Generation Technology Based on the [Stable Diffusion]

  • Chenghao Wang;Jeanhun Chung
    • International journal of advanced smart convergence
    • /
    • v.12 no.2
    • /
    • pp.90-95
    • /
    • 2023
  • With the rapid development of deep learning and artificial intelligence, generative models have achieved remarkable success in the field of image generation. By combining the stable diffusion method with Web UI technology, a novel solution is provided for the application of AI painting generation. The application prospects of this technology are very broad and can be applied to multiple fields, such as digital art, concept design, game development, and more. Furthermore, the platform based on Web UI facilitates user operations, making the technology more easily applicable to practical scenarios. This paper introduces the basic principles of Stable Diffusion Web UI technology. This technique utilizes the stability of diffusion processes to improve the output quality of generative models. By gradually introducing noise during the generation process, the model can generate smoother and more coherent images. Additionally, the analysis of different model types and applications within Stable Diffusion Web UI provides creators with a more comprehensive understanding, offering valuable insights for fields such as artistic creation and design.

TURING INSTABILITY IN A PREDATOR-PREY MODEL IN PATCHY SPACE WITH SELF AND CROSS DIFFUSION

  • Aly, Shaban
    • Journal of the Korean Society for Industrial and Applied Mathematics
    • /
    • v.17 no.2
    • /
    • pp.129-138
    • /
    • 2013
  • A spatio-temporal models as systems of ODE which describe two-species Beddington - DeAngelis type predator-prey system living in a habitat of two identical patches linked by migration is investigated. It is assumed in the model that the per capita migration rate of each species is influenced not only by its own but also by the other one's density, i.e. there is cross diffusion present. We show that a standard (self-diffusion) system may be either stable or unstable, a cross-diffusion response can stabilize an unstable standard system and destabilize a stable standard system. For the diffusively stable model, numerical studies show that at a critical value of the bifurcation parameter the system undergoes a Turing bifurcation and the cross migration response is an important factor that should not be ignored when pattern emerges.

Comparative Analysis of AI Painting Using [Midjourney] and [Stable Diffusion] - A Case Study on Character Drawing -

  • Pingjian Jie;Xinyi Shan;Jeanhun Chung
    • International Journal of Advanced Culture Technology
    • /
    • v.11 no.2
    • /
    • pp.403-408
    • /
    • 2023
  • The widespread discussion of AI-generated content, fueled by the emergence of consumer applications like ChatGPT and Midjourney, has attracted significant attention. Among various AI applications, AI painting has gained popularity due to its mature technology, user-friendly nature, and excellent output quality, resulting in a rapid growth in user numbers. Midjourney and Stable Diffusion are two of the most widely used AI painting tools by users. In this study, the author adopts a perspective that represents the general public and utilizes case studies and comparative analysis to summarize the distinctive features and differences between Midjourney and Stable Diffusion in the context of AI character illustration. The aim is to provide informative material forthose interested in AI painting and lay a solid foundation for further in-depth research on AI-generated content. The research findings indicate that both software can generate excellent character images but with distinct features.

Stable Diffusion-based Prompt Engineering for Generating Virtual Interviewers (가상 면접관 생성을 위한 Stable Diffusion 기반의 프롬프트 엔지니어링)

  • Daemin Kim;Jongwook Si;Seungjae Son;Minsik Woo;Sungyoung Kim
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 2023.07a
    • /
    • pp.23-24
    • /
    • 2023
  • 가상 면접은 현대 사회에서 필수적인 기술이지만, 상호작용의 부족으로 인해 한계가 존재한다. 현실적이고 현장감 있는 가상 면접을 구현하기 위해서는 면접관을 자동으로 생성하여 다양한 상황에서의 면접을 진행할 필요가 있다. 본 논문은 Stable Diffusion 기반의 프롬프트 엔지니어링을 통해 가상 면접관 생성에 대한 연구 결과를 제시한다. 프롬프트 엔지니어링은 Stable Diffusion 모델이 생성하는 결과의 품질을 향상시킬 수 있으며 다양한 조건에 따른 실험 결과를 제시한다.

  • PDF

Characteristics of the electrospraying combustion using grooved nozzle (홈노즐을 이용한 정전분무 확산 연소 특성에 관한 연구)

  • Kim, Woo-Jin;Kim, Kyoung-Tae;Kim, Sang-Soo
    • Proceedings of the KSME Conference
    • /
    • 2007.05b
    • /
    • pp.2366-2371
    • /
    • 2007
  • Spray combustion characteristics of a conducting fuel electrospray have been studied for clean combustion technology. The multiplexing system which can retain the characteristics of the cone-jet mode is inevitable for the electrospray application. Charged micro droplets can be obtained in almost uniform size during operating the electrospray in the cone-jet mode. This experiment device set up the multiplexed grooved nozzle system with the extractor. Using the grooved nozzle, the stable cone-jet mode can be achieved at the each groove in the grooved mode. This electrospray system was applied to the diffusion combustion. It is the first step to discover the diffusion combustion characteristics of the electrospray. In case of the single grooved nozzle electrospray, the diffusion flames are occurred at each jet of grooved mode and they are quite stable. The exhaust gas analysis was indicated that there is the critical point which can make very stable diffusion combustion.

  • PDF

Characteristics of the Electrospraying Combustion Using Grooved Nozzle (홈노즐을 이용한 정전분무 확산 연소 시스템 개발 및 특성 연구)

  • Kim, Woo-Jin;Kim, Kyoung-Tae;Kim, Sang-Soo
    • Transactions of the Korean Society of Mechanical Engineers B
    • /
    • v.31 no.12
    • /
    • pp.979-985
    • /
    • 2007
  • Spray combustion characteristics of the conducting fuel electrospray has been studied for clean combustion technology. The electrospraying multiplexed system which can maintain the characteristics of the cone-jet mode is able to obtain charged micro droplets with high flow rate. In addition, they have monodisperse distribution during operating the electrospray in the cone-jet mode. The multiplexed grooved nozzle system with the extractor was applied to this experimental device set up. The stable grooved mode can be generated by the grooved nozzle and this electrospray system was applied to the diffusion combustion. It is the first step to discover the diffusion combustion characteristics of the electrospray, In case of the single grooved nozzle electrospray the diffusion flames are occurred at each Jet of grooved mode and they are quite stable. The exhaust gas analysis was indicated that there is the critical point which can make very stable diffusion combustion

Soot Formation Characteristics on the Instability of Laminar Diffusion Flames (층류확산화염의 불안정성에 대한 매연생성 특성의 역할)

  • Nam, Youn-Woo;Lee, Won-Nam
    • Journal of the Korean Society of Combustion
    • /
    • v.15 no.3
    • /
    • pp.74-81
    • /
    • 2010
  • In this study, soot formation characteristics on the instability of laminar diffusion flames were investigated experimentally using a concentric co-flow burner. When a small amount of air was supplied through an inner nozzle, a stable propane laminar diffusion flame became unstable and began to oscillate mainly due to the dilution effect. The increase of air flow rate transformed an oscillating non-sooting flame into a stable nonsooting flame. When the air flow rate was continuously increased an inner flame was formed and the flame was changed to an oscillating sooting flame, an oscillating non-sooting flame and finally a stable non-sooting hollow flame. When the air flow rate was decreased, a non-sooting hollow flame was eventually changed back to a stable non-sooting flame. The presence of an inner flame, however, altered the soot formation characteristics of a flame. More soot production was observed with the presence of an inner flame. The increased or decreased soot formation/oxidation rates, the radiation heat loss, and the heating effect of inner flames are most likely to be responsible for the observed instability of laminar diffusion flames.

Injection of Cultural-based Subjects into Stable Diffusion Image Generative Model

  • Amirah Alharbi;Reem Alluhibi;Maryam Saif;Nada Altalhi;Yara Alharthi
    • International Journal of Computer Science & Network Security
    • /
    • v.24 no.2
    • /
    • pp.1-14
    • /
    • 2024
  • While text-to-image models have made remarkable progress in image synthesis, certain models, particularly generative diffusion models, have exhibited a noticeable bias to- wards generating images related to the culture of some developing countries. This paper introduces an empirical investigation aimed at mitigating the bias of image generative model. We achieve this by incorporating symbols representing Saudi culture into a stable diffusion model using the Dreambooth technique. CLIP score metric is used to assess the outcomes in this study. This paper also explores the impact of varying parameters for instance the quantity of training images and the learning rate. The findings reveal a substantial reduction in bias-related concerns and propose an innovative metric for evaluating cultural relevance.

THE INSTABILITIES OF ACCRETION DISKS WITH RADIAL ADVECTION

  • WU XUE-BING
    • Journal of The Korean Astronomical Society
    • /
    • v.29 no.spc1
    • /
    • pp.231-232
    • /
    • 1996
  • The local instabilities of accretion disks were extensively studied, with the considerations of radial advection, thermal diffusion and different disk geometry, dominated pressure and optical depth. Two inertial-acoustic modes in a geometrically thin, radiative cooling dominated disk depart from each other if very little advection is included. A geometrically slim, advection-dominated disk is found to be always stable if it is optically thin. However, if it is optically thick, the thermal diffusion has no effect on the stable viscous mode but has a significant contribution to enhance the thermal instability.

  • PDF