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vijaya krishna

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reacted to sanaka87's post with 🔥 2 days ago

🚀 Excited to Share Our Latest Work: 3DIS & 3DIS-FLUX for Multi-Instance Layout-to-Image Generation! ❤️❤️❤️ 🎨 Daily Paper: https://huggingface.co/papers/2501.05131#community 🔓 Code is now open source! 🌐 Project Website: https://limuloo.github.io/3DIS/ 🏠 GitHub Repository: https://github.com/limuloo/3DIS 📄 3DIS Paper: https://arxiv.org/abs/2410.12669 📄 3DIS-FLUX Tech Report: https://arxiv.org/abs/2501.05131 🔥 Why 3DIS & 3DIS-FLUX? Current SOTA multi-instance generation methods are typically adapter-based, requiring additional control modules trained on pre-trained models for layout and instance attribute control. However, with the emergence of more powerful models like FLUX and SD3.5, these methods demand constant retraining and extensive resources. ✨ Our Solution: 3DIS We introduce a decoupled approach that only requires training a low-resolution Layout-to-Depth model to convert layouts into coarse-grained scene depth maps. Leveraging community and company pre-trained models like ControlNet + SAM2, we enable training-free controllable image generation on high-resolution models such as SDXL and FLUX. 🌟 Benefits of Our Decoupled Multi-Instance Generation: 1. Enhanced Control: By constructing scenes using depth maps in the first stage, the model focuses on coarse-grained scene layout, improving control over instance placement. 2. Flexibility & Preservation: The second stage employs training-free rendering methods, allowing seamless integration with various models (e.g., fine-tuned weights, LoRA) while maintaining the generative capabilities of pre-trained models. Join us in advancing Layout-to-Image Generation! Follow and star our repository to stay updated! ⭐

reacted to burtenshaw's post with 🔥 2 days ago

We’re launching a FREE and CERTIFIED course on Agents! We're thrilled to announce the launch of the Hugging Face Agents course on Learn! This interactive, certified course will guide you through building and deploying your own AI agents. Here's what you'll learn: - Understanding Agents: We'll break down the fundamentals of AI agents, showing you how they use LLMs to perceive their environment (observations), reason about it (thoughts), and take actions. Think of a smart assistant that can book appointments, answer emails, or even write code based on your instructions. - Building with Frameworks: You'll dive into popular agent frameworks like LangChain, LlamaIndex and smolagents. These tools provide the building blocks for creating complex agent behaviors. - Real-World Applications: See how agents are used in practice, from automating SQL queries to generating code and summarizing complex documents. - Certification: Earn a certification by completing the course modules, implementing a use case, and passing a benchmark assessment. This proves your skills in building and deploying AI agents. Audience This course is designed for anyone interested in the future of AI. Whether you're a developer, data scientist, or simply curious about AI, this course will equip you with the knowledge and skills to build your own intelligent agents. Enroll today and start building the next generation of AI agent applications! https://bit.ly/hf-learn-agents

reacted to burtenshaw's post with 🧠 2 days ago

We’re launching a FREE and CERTIFIED course on Agents! We're thrilled to announce the launch of the Hugging Face Agents course on Learn! This interactive, certified course will guide you through building and deploying your own AI agents. Here's what you'll learn: - Understanding Agents: We'll break down the fundamentals of AI agents, showing you how they use LLMs to perceive their environment (observations), reason about it (thoughts), and take actions. Think of a smart assistant that can book appointments, answer emails, or even write code based on your instructions. - Building with Frameworks: You'll dive into popular agent frameworks like LangChain, LlamaIndex and smolagents. These tools provide the building blocks for creating complex agent behaviors. - Real-World Applications: See how agents are used in practice, from automating SQL queries to generating code and summarizing complex documents. - Certification: Earn a certification by completing the course modules, implementing a use case, and passing a benchmark assessment. This proves your skills in building and deploying AI agents. Audience This course is designed for anyone interested in the future of AI. Whether you're a developer, data scientist, or simply curious about AI, this course will equip you with the knowledge and skills to build your own intelligent agents. Enroll today and start building the next generation of AI agent applications! https://bit.ly/hf-learn-agents

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