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arxiv:2605.14461

ClickRemoval: An Interactive Open-Source Tool for Object Removal in Diffusion Models

Published on May 14
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Abstract

ClickRemoval is an interactive object removal tool that uses user clicks to localize objects and restore backgrounds through self-attention modulation in pre-trained Stable Diffusion models without requiring additional training or prompts.

AI-generated summary

Existing object removal tools often rely on manual masks or text prompts, making precise removal difficult for non-expert users in complex scenes and often leading to incomplete removal or unnatural background completion. To address this issue, we present ClickRemoval, an open-source interactive object removal tool built on pretrained Stable Diffusion models and driven solely by user clicks. Without additional training, hand-drawn masks, or text descriptions, ClickRemoval localizes target objects and restores the background through self-attention modulation during denoising. Experiments show that ClickRemoval achieves competitive results across quantitative metrics and user studies. We release a complete software package at https://github.com/zld-make/ClickRemoval under the Apache-2.0 license.

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