{"repo":"taco-group/4KAgent","free":true,"listed":false,"github":"https://github.com/taco-group/4KAgent","clone":"git clone https://github.com/taco-group/4KAgent.git","description":"[NeurIPS 2025] 4KAgent: Agentic Any Image to 4K Super-Resolution. An intelligent computer vision agent that can magically restore any image to perfect-4K!","language":"Python","stars":818,"topics":["agent","agentic-ai","computer-vision","image-enhancement","image-processing","image-restoration","large-language-models","low-level","super-resolution","vision-language-models"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"4KAgent: Agentic Any Image to 4K Super-Resolution Yushen Zuo 1 &emsp; Qi Zheng 1† &emsp; Mingyang Wu 1† &emsp; Xinrui Jiang 2† &emsp; Renjie Li 1 &emsp; Jian Wang 3 &emsp; Yide Zhang 4 &emsp; Gengchen Mai 5 &emsp; Lihong V. Wang 6 &emsp; James Zou 2 &emsp; Xiaoyu Wang 7 &emsp; Ming-Hsuan Yang 8 &emsp; Zhengzhong Tu 1 1 Texas A&M University&emsp; 2 Stanford University&emsp; 3 Snap Inc.&emsp; 4 CU Boulder 5 UT Austin&emsp; 6 California Institute of Technology&emsp; 7 Topaz Labs&emsp; 8 UC Merced † Indicates Equal Contribution Corresponding Author &nbsp; &nbsp; --- Accepted by NeurIPS 2025 Introduction We present 4KAgent , an agentic image super-resolution generalist designed to universally upscale any image to 4K resolution , regardless of input type, degradation level, or domain. 4KAgent offers these key features: - 🔥 Framework : 4KAgent is the first AI agent framework for universal any-image-to-4K upscaling, capable of handling all image categories , ranging from classical and realistic degradations, extreme low-quality inputs, AI-generated imagery, to scientific imaging tasks such as remote sensing, microscopy, and biomedical inputs. - 🔥 System Design : A multi-agent system in 4KAgent , the Perception Agent employs large vision-language models (VLMs) to analyze the content and distortion in the image and provide the restoration plan for the restoration agent to execute. The Restoration Agent , which sets up an execution—reflection—rollback procedure for recursive restorati","default_branch":null,"files":null,"tree":[],"storefront":"/r/taco-group","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/taco-group/4KAgent/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}