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Visual Planning: Let's Think Only with Images

Yi Xu, Chengzu Li, Han Zhou, Xingchen Wan, Caiqi Zhang, Anna Korhonen, Ivan Vulić

2025-05-19

Visual Planning: Let's Think Only with Images

Summary

This paper talks about Visual Planning, a new approach where AI uses a series of images, instead of just words, to figure out how to move or solve problems in visual tasks like navigation.

What's the problem?

The problem is that most AI systems try to plan and reason using only text or language, which doesn't always work well for tasks that are mainly visual, like finding your way through a space or understanding what to do based on what you see.

What's the solution?

The researchers showed that by letting AI plan using only images—basically thinking in pictures—it can make better decisions and perform better on tasks that require understanding and moving through visual environments.

Why it matters?

This matters because it could help robots, self-driving cars, and other smart machines handle real-world situations more naturally and effectively, since they can 'think' more like humans do when dealing with visual information.

Abstract

Visual Planning, using sequences of images for planning, outperforms text-only reasoning methods in visual navigation tasks.