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ClickRemoval

On the record

API
The repository description says ClickRemoval has a REST API, though the README's quick-start instructions describe the Gradio demo and command-line scripts.github.com · read 9 Oct 2026
Audience
The README presents SD1.5 as a lightweight option for resource-constrained devices and SDXL for higher-quality removal and restoration.github.com · read 9 Oct 2026
Click controls
Positive clicks mark objects for removal, while negative clicks protect areas to keep.github.com · read 9 Oct 2026
Click interaction
Users can mark objects to remove with positive clicks and protect areas with negative clicks, without masks or prompts.github.com · read 9 Oct 2026
Command line
Inference scripts support reproducible testing and batch-style use.github.com · read 9 Oct 2026
Deployment
The README documents Docker and local installation, with the Gradio demo opened at localhost:7860.github.com · read 9 Oct 2026
Diffusion models
It supports SD1.5, SD2.1, SDXL, and compatible fine-tuned models.github.com · read 9 Oct 2026
Hardware
The README recommends an NVIDIA GPU with at least 24GB VRAM for GPU inference, especially for SDXL at 1024 resolution.github.com · read 9 Oct 2026
Interaction
The README describes ClickRemoval as training-free and says it removes objects by user clicks without hand-drawn masks or text descriptions.github.com · read 9 Oct 2026
Interfaces
The project provides an interactive Gradio web demo and command-line inference scripts for batch-style use.github.com · read 9 Oct 2026
License
The repository is distributed under the Apache-2.0 license.github.com · read 9 Oct 2026
Model downloads
A shell script downloads SD1.5, SD2.1, SDXL, or all supported model weights from author-maintained Hugging Face repositories.github.com · read 9 Oct 2026
Models
It supports Stable Diffusion 1.5, 2.1, and SDXL backbones, along with compatible fine-tuned models.github.com · read 9 Oct 2026
Purpose
ClickRemoval is an open-source, training-free tool for click-driven object removal and background repair in images.github.com · read 9 Oct 2026
Release status
The repository lists v1.0.0 as a pre-release.github.com · read 9 Oct 2026
Resource limits
Lower-VRAM GPUs may run SD1.5 or SD2.1; SDXL may need Low VRAM mode, which reduces memory use but slows inference.github.com · read 9 Oct 2026
REST API
The repository description lists a REST API among the tool's functions.github.com · read 9 Oct 2026
Security
The README reports that an April 23, 2026 update fixed multiple bugs and vulnerabilities in inference code.github.com · read 9 Oct 2026

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