Dotting the Eye: An Intent-Driven Image Retouching Agent for Visual Focus Enhancement

The paper introduces EyeControl, an intent-driven image retouching agent that enhances visual focus by guiding attention to a target region with minimal user input. It combines a multi‑modal large language model to interpret user intent and a diffusion‑based retouching executor that aligns its attention map with a pseudo‑intent map, while an operation‑consistency constraint ensures natural global and local adjustments. The authors also present ControlArt‑Bench, a dataset for evaluating visual focus enhancement, and demonstrate that EyeControl achieves perceptually appealing results with stronger intent alignment.

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• agents
• diffusion
• safety