Back to Agents
iterative-image-refinement
dungna13 January 17, 2026
5 copies 0 downloads
Autonomous multi-agent framework for self-correcting image synthesis using 'Think → Generate → Critique → Refine' cycles with Gemini 3.1 and SDXL.
Agent Definition
<div align="center"> # 🎨 IRG: Iterative Reasoning-Generation ### *The Autonomous Multi-Agent Framework for Self-Correcting Image Synthesis* **Standard T2I models are static. IRG is dynamic. It thinks, critiques, and refines until perfection.** [](https://huggingface.co/spaces) [](https://www.python.org/) [](https://fastapi.tiangolo.com/) [](https://ai.google.dev/) [](https://stability.ai/) [](docs/IRG_Thesis_Paper.pdf) <br> https://github.com/user-attachments/assets/0182f60d-0d8b-4cdd-a648-3194bda74b92 *(Watch IRG autonomously diagnose and fix lighting/composition issues in real-time)* [**Showcase**](#showcase) • [**How it Works**](#architecture) • [**Quickstart**](#installation) • [**Research**](#research) </div> --- ## The Value Proposition **The Problem:** Modern Text-to-Image (T2I) systems are "one-shot" black boxes. Users must manually guess new prompts when the output fails to match their intent or suffers from technical artifacts (overexposure, poor binding). **The Solution:** **IRG** introduces a **closed-loop feedback system**. Inspired by human artistic workflows, it employs a multi-agent hierarchy to perform autonomous **Think → Generate → Critique → Refine** cycles. ### Impact at a Glance - ⚡ **Zero-Manual Prompting**: Describe once; let the agents handle the refinement. - 🎯 **Technical Precision**: Automatically fixes `Blown-Highs`, `Low-Contrast`, and `Semantic Drift`. - 🧠 **Context Awareness**: Uses RAG (Retrieval-Augmented Generation) to
Comments
More Agents
View allresearch
NotebookLM
Google's AI-powered research notebook that ingests your documents and becomes an expert on your content. Generates audio overviews, study guides, FAQs, and interactive discussions from uploaded sources.
G
Googlebrowser
Project Mariner (Browser Agent)
Google DeepMind's experimental AI agent that can navigate websites, fill forms, and complete multi-step browser tasks autonomously. Uses Gemini's multimodal understanding to interact with web interfaces.
G
Google DeepMindmultimodal
Project Astra (Multimodal Agent)
Google DeepMind's universal AI assistant prototype that can see, hear, and respond in real-time through your device camera and microphone. Demonstrates the future of multimodal AI interaction.
G
Google DeepMindenterprise
Gemini Enterprise Agent Platform
Google Cloud's enterprise platform for building, deploying, and managing AI agents powered by Gemini. Supports multi-agent orchestration, tool integration, and enterprise governance.
G
Google Cloudresearch
Gemini Deep Research Agent
Gemini's agentic research capability that autonomously browses the web, synthesizes information from dozens of sources, and produces comprehensive research reports on any topic.
G
Googlecanvas
Gemini Canvas Agent
Interactive coding and content creation agent that generates, previews, and iterates on code, documents, and interactive applications in a side panel. Supports HTML/CSS/JS, Python, and more.
G
Google