Visual Concept Implantation (VCI) is essential in text-to-image fields. While VCI methods in diffusion models have matured, Visual Concept Disentanglement (VCD) remains an unexplored area. VCD involves analyzing Promp...
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Visual Concept Implantation (VCI) is essential in text-to-image fields. While VCI methods in diffusion models have matured, Visual Concept Disentanglement (VCD) remains an unexplored area. VCD involves analyzing Prompt Spaces trained in VCI to produce disentangled SubPrompts or SubCones for exploring interpretability. However, challenges arise due to Prompt Space design complexity and feature information extraction. We propose Picasso, a unified framework for VCD in diffusion models (DM). Our contributions include: for performance evaluation: Transforming VCD in DM into a regular clustering task by Visualization based on SubCones (VbSC); for unified framework design: Picasso processes diverse Prompt Spaces using spatially clusterable features; for prompt space exploration: Introducing a temporal-spatial SOTA Prompt Design subset based on temporal features. Our method provides a feasible mechanism for VCD in DM. Through functional and interpretability validation methods, we will comprehensively evaluate the effectiveness of our proposed method in visual concept implantation tasks and verify the correctness of the parameter space design principles. Picasso will be released at https://***/our_picasso.
This book constitutes the proceedings of the 7th International Conference on Distributed Computing and Internet technology, ICDCIT 2011, held in Bhubaneswar, India, in February 2011.The 18 papers presented in this vol...
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ISBN:
(数字)9783642190568
ISBN:
(纸本)9783642190551
This book constitutes the proceedings of the 7th International Conference on Distributed Computing and Internet technology, ICDCIT 2011, held in Bhubaneswar, India, in February 2011.
The 18 papers presented in this volume were carefully reviewed and selected from 138 submissions. In addition the book contains the full versions of 6 invited talks. The papers are grouped in topical sections on distributed computing, sensor networks, internet technologies and applications, security, and bio-inspired computing.
This book describes in contributions by scientists and practitioners the development of scientific concepts, technologies, engineering techniques and tools for a service-based society. The focus is on microservices, i...
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ISBN:
(数字)9783030316464
ISBN:
(纸本)9783030316457;9783030316488
This book describes in contributions by scientists and practitioners the development of scientific concepts, technologies, engineering techniques and tools for a service-based society. The focus is on microservices, i.e cohesive, independent processes deployed in isolation and equipped with dedicated memory persistence tools, which interact via messages.;The book is structured in six parts. Part 1 “Opening” analyzes the new (and old) challenges including service design and specification, data integrity, and consistency management and provides the introductory information needed to successfully digest the remaining parts. Part 2 “Migration” discusses the issue of migration from monoliths to microservices and their loosely coupled architecture. Part 3 “Modeling” introduces a catalog and a taxonomy of the most common microservices anti-patterns and identifies common problems. It also explains the concept of RESTful conversations and presents insights from studying and developing two further modeling approaches. Next , Part 4 is dedicated to various aspects of “Development and Deployment”. Part 5 then covers “Applications” of microservices, presenting case studies from Industry 4.0, Netflix, and customized SaaS examples. Eventually, Part 6 focuses on “Education” and reports on experiences made in special programs, both at academic level as a master program course and for practitioners in an industrial training.;As only a joint effort between academia and industry can lead to the release of modern paradigm-based programming languages, and subsequently to the deployment of robust and scalable software systems, the book mainly targets researchers in academia and industry who develop tools and applications for microservices.
Graph pattern mining is essential for deciphering complex networks. In the real world, graphs are dynamic and evolve over time, necessitating updates in mining patterns to reflect these changes. Traditional methods us...
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Graph pattern mining is essential for deciphering complex networks. In the real world, graphs are dynamic and evolve over time, necessitating updates in mining patterns to reflect these changes. Traditional methods use fine-grained incremental computation to avoid full re-mining after each update, which improves speed but often overlooks potential gains from examining inter-update interactions holistically, thus missing out on overall efficiency *** this paper, we introduce Cheetah, a dynamic graph mining system that processes updates in a coarse-grained manner by leveraging exploration domains. These domains exploit the community structure of real-world graphs to uncover data reuse opportunities typically missed by existing approaches. Exploration domains, which encapsulate extensive portions of the graph relevant to updates, allow multiple updates to explore the same regions efficiently. Cheetah dynamically constructs these domains using a management module that identifies and maintains areas of redundancy as the graph changes. By grouping updates within these domains and employing a neighbor-centric expansion strategy, Cheetah minimizes redundant data accesses. Our evaluation of Cheetah across five real-world datasets shows it outperforms current leading systems by an average factor of 2.63 ×.
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