BASE-ONLY RELEASE — trained and validated specifically for Anima-Base v1.0. This is not an Anima-family universal model. Anima-Aesthetic, Anima-Turbo, and other derivatives are not validated or supported.&gt;&gt; A hand-pose ControlNet-LLLite for Anima-Base v1.0. It takes a standard Easy-DWPose/OpenPose hand-only condition image with 21 keypoints per hand and constrains hand placement, orientation, joint topology, finger count, and gesture structure before sampling. It is not a LoRA and does not use inpainting.&gt;&gt; Training data: 4,000 high-quality anime image/keypoint pairs: 3,272 single-hand and 728 two-hand samples.&gt;&gt; Install: place the file in <code>ComfyUI/models/controlnet/Anima-LLLite/</code>. Install <code>ComfyUI-Anima-LLLite</code> and use <code>Apply Anima ControlNet-LLLite (sd-scripts)</code> <code>AnimaLLLiteApply_sdscripts</code>).&gt;&gt; Recommended starting settings: strength 1.2, start 0.0, end 1.0, preserve_wrapper true; 30–40 steps, CFG 4, er_sde/simple, denoise 1.0. Use a black-background, standard colored hand skeleton with white joints, matching the target canvas aspect ratio. Explicitly describe the intended hand count and gesture in the positive prompt.&gt;&gt; Validation: in a fixed six-pose cloud ComfyUI test, exact hand count improved from 16.7% without LLLite to 83.3% with v1.0 at strength 1.2; NME improved from 1.148 to 0.224 and PCK@0.20 from 0.020 to 0.536. Later v1.2/v1.3 candidates did not reliably outperform v1.0 across three independent blind evaluations, so v1.0 remains the stable release.&gt;&gt; Limitations: this model does not guarantee perfect anatomy in every seed. Extreme perspective, crossing hands, severe occlusion, complex object interaction, and three or more hands remain difficult. It constrains 21-point structure, not pixel-level nails, skin folds, or occlusion edges.&gt;&gt; License and attribution: this is an unofficial modified derivative of Anima-Base v1.0. Anima and derivatives are governed by the CircleStone Labs Non-Commercial License v1.2 and applicable NVIDIA terms. Model weights and derivatives are non-commercial; generated outputs are treated separately by the upstream license. Review the current upstream license before use or redistribution.&gt;&gt; Upstream model: <a target="_blank" rel="ugc" href="https://huggingface.co/circlestone-labs/Anima">https://huggingface.co/circlestone-labs/Anima</a> &gt; License: <a target="_blank" rel="ugc" href="https://huggingface.co/circlestone-labs/Anima/blob/main/LICENSE.md">https://huggingface.co/circlestone-labs/Anima/blob/main/LICENSE.md</a> &gt; Required node: <a target="_blank" rel="ugc" href="https://github.com/kohya-ss/ComfyUI-Anima-LLLite">https://github.com/kohya-ss/ComfyUI-Anima-LLLite</a>

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