SimpleCall: A Lightweight Image Restoration Agent in Label-Free Environments with MLLM Perceptual Feedback

The article introduces SimpleCall, a novel approach to image restoration. The use of MLLM (Multi-modal Large Language Model) perceptual feedback in a label-free environment suggests an innovative method for improving image quality. The focus on lightweight design is also noteworthy, potentially indicating efficiency and broader applicability. The source being ArXiv suggests this is a research paper, likely detailing the methodology, results, and implications of SimpleCall.

• •SimpleCall is a new image restoration agent.
• •It operates in label-free environments.
• •It utilizes MLLM perceptual feedback.
• •The design emphasizes lightweight characteristics.