Flux.2 / Klein Inpaint Segment Ultimate Edit

Use Flux.2 / Klein Inpaint Segment Ultimate Edit to segment parts of an input image and edit, swap, or inpaint them with Flux.2 Klein or Dev. It takes an image, model, CLIP, VAE, prompts, and optional reference images, and produces edited images.

It segments prompted areas, applies a shared prompt and per-segment prompts, and can process all resulting segments or only selected ones.

Crop-and-stitch focuses edits on selected areas; unmasked areas are not touched.

Choose a simple edit with no reference images or a reference edit with up to four reference images; both options have SAM2 and SAM3 versions.

When there are more segments than reference images, the remaining segments run as normal edits without a reference.

Select the model, CLIP, and VAE, upload the image, and enter a shared prompt plus one prompt per segment on Initialize.

For a reference edit, prompt what to edit in Reference settings and preview the segments before selecting which to use.

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The listed model files are flux-2-klein-9b.safetensors, flux2-vae.safetensors, and qwen_3_8b.safetensors.

The listed node packs include ComfyUI_Comfyroll_CustomNodes, comfyui_essentials, comfyui_layerstyle, comfyui-crystools, comfyui-easy-use, and comfyui-impact-pack.

They also include comfyui-inpaint-cropandstitch, comfyui-kjnodes, comfyui-rmbg, masquerade-nodes-comfyui, pr-was-node-suite-comfyui-47064894, and was-ns.

Reference settings let you adjust reference-image scale, background removal, the target segment prompt, segmentation confidence, mask expansion or blur, subtraction of protected areas, SAM2 or SAM3, and whether to use all or selected segments.

Sampling settings include random or manual seed, steps, sampler, guidance, Flux.2, Beta with model, or normal schedulers, plus segmented-area scaling during cropping.

A segmentation confidence around 0.3–0.5 is suggested.

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Before use, verify that flux2-vae.safetensors, pr-was-node-suite-comfyui-47064894, and was-ns are available in your ComfyUI setup.

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