cs.CVMay 14, 2026

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

Authors: Ledun Zhang, Yatu Ji, Xufei Zhuang, Xinying Yao

Organizations: Inner Mongolia University of Technology Hohhot, Inner Mongolia, China

Abstract

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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