<h1 id="overview">Overview</h1>This research extends the Character-LoRA project based on the Anima model, focusing on research and testing with the BACKGWA character. The original SDXL-based model is <a target="_blank" rel="ugc" href="https://civarchive.com/models/2600891/character-lora-backgwa">Character-LoRA (BACKGWA)</a>, and the related research repository is <a target="_blank" rel="ugc" href="https://github.com/BackGwa/Character-LoRA">BackGwa/Character-LoRA</a>. <h2 id="disclaimer">Disclaimer</h2><ul><li>This LoRA may be used freely for the user's own creative purposes. However, all copyright issues, legal responsibilities, and social or ethical consequences arising from any images, videos, or other outputs generated using this LoRA remain solely with the user.</li><li>Users must ensure that generated outputs do not infringe upon the rights, reputation, or creative works of the original artist, character rights holder, or any third party.</li><li>The creation and use of SFW and NSFW outputs are entirely at the user's own discretion and responsibility. The creator, distributor, and maintainer of this LoRA bear no responsibility or obligation regarding such outputs.</li><li>By using this LoRA, the user assumes full and exclusive responsibility for any legal disputes, social issues, infringement of third-party rights, defamation, or unlawful acts that may arise.</li><li>Users must comply with all applicable laws, platform rules, and ethical standards in their country or region when using this LoRA. Any consequences resulting from violations of such laws, rules, or standards shall be borne solely by the user.</li><li>Under no circumstances shall the creator, distributor, or maintainer of this LoRA be liable for any direct, indirect, incidental, special, or consequential damages arising from the use or inability to use this LoRA.</li><li>Redistribution of this LoRA by third parties is prohibited in principle. However, it may be permitted if the original creator is clearly credited and proper attribution is provided.</li></ul><h2 id="trigger-word">Trigger Word</h2>Use the trigger word below to activate the <code>BACKGWA</code> character.You can add extra prompts for outfit, expression, pose, background, or composition as needed.<pre><code>backgwa</code></pre><h2 id="usage">Usage</h2>This LoRA was designed for use with Anima-based model environments.For the most stable and consistent results, it is recommended to use it with the <a rel="ugc" href="https://civarchive.com/models/2458426/anima">anima-base-v1.0</a> model.<hr /><h2 id="research-repository">Research Repository</h2>The research document and related materials are available at: <a rel="ugc" href="https://github.com/BackGwa/Character-LoRA">BACKGWA/Character-LoRA</a><h2 id="license">License</h2>The LoRA model is released under the <code>circlestone-labs-non-commercial-license</code>.The research document and repository materials are released under the MIT License, unless otherwise specified.

BACKGWA-Anima

<ul><li>Updated Training Data Labeling<ul><li>Switched to Danbooru/Gelbooru tags optimized for the Anima model, utilizing [anima-1.0.csv](<a target="_blank" rel="ugc" href="https://github.com/BetaDoggo/danbooru-tag-list/releases/download/Model-Tags/anima-1.0.csv">https://github.com/BetaDoggo/danbooru-tag-list/releases/download/Model-Tags/anima-1.0.csv</a>).</li><li>Optimized natural language prompts, fixing an issue where the model was heavily biased toward the <code>backgwa</code> keyword.</li><li>Replaced or removed 49 invalid tags.</li></ul></li><li>Adjusted Training Settings &amp; Retrained<ul><li>Increased training epochs from 20 to 50.</li><li>Changed learning rate from 0.00005 to 0.00001.</li><li>Adjusted <code>sigmoid_scale</code> from 1.3 to 1.0.</li><li>Updated the optimizer's <code>beta</code> value from 0.99 to 0.999.</li><li>Disabled VAE Tiling.</li></ul></li></ul>

Files with SHA256: ad2bff6f640564c59333331b31505e417eb99fa64952e18003d07a2bdc6c4f45