description: <p>This LoRA aims to capture the general "feel" of Deep Space Nine as well as adding some of the core themes to the outputs it influences. <strong>It is not intended to directly replicate any one character perfectly although has been trained on some of the main characters names</strong>.</p><p></p><p>I trained it on 1000~ highly curated and a mix of auto and manually captioned photos, magazine images and stills from episodes of Star Trek Deep Space Nine, Magazine scans, Official artwork, Episode screencaps, Archival footage and more.</p><p></p><p>The source images were captioned with '<strong>star trek ds9</strong>' as a prefix so most of the time it will help if you add that to your prompt somewhere.</p><p></p><p>It was trained with SDXL and works well with SDXL Lightning.</p><p>In my testing it works especially well with <a target="_blank" rel="ugc" href="https://civitai.com/models/317816/lightning-fusion-xl">Lightning Fusion XL v1.4 </a>as the base model, although the parameters can be a somewhat finicky - make very small changes when doing so.</p><p></p><h2 id="heading-2666">Suggested Inference Parameters</h2><p>I use InvokeAI for all image generation.</p><ul><li><p>Resolution: 1024x1024</p></li><li><p>Base model: Lightning Fusion XL</p><ul><li><p>Sampler: LMS Karras</p></li><li><p>Steps: 6-8</p></li><li><p>Base model CFG strength: 1.5-1.8~</p></li><li><p>LoRA CFG strength: 0.6-0.8~</p></li></ul></li></ul><p></p><h2 id="heading-2667">Training Data</h2><ul><li><p>I scoured the internet and ended up with around 2000~ images which I refined down to 1500~, then for 1.0 to around 700.</p></li><li><p>Many of the source images I upscaled and de-noised with a combination of Topaz Photo AI, Pixelmator Pro and a few hacked together scripts.</p></li><li><p>Captioning</p><ul><li><p>First I used a WD14 AI classification method to caption every source image with Kohya_SS.</p></li><li><p>I then (painstakingly) spent many hours manually adding caption details to the majority of images including character names, locations etc...</p></li><li><p>The model was trained with the captions keeping the first 6 tokens and shuffling the rest.</p></li></ul></li></ul><p></p><hr /><h2 id="heading-2668">Limitations</h2><p>Generally I'm pretty happy with v1.0, although there are some weak areas which include:</p><ul><li><p>Parameters being quite sensitive (e.g. in some situations changing the LoRA CFG 0.75 to 0.70 can make all the difference).</p></li><li><p>It does not seem to have the ability to create two known subjects at once, for example if you prompt something like "star trek ds9, Miles and Bashir drinking coffee" - it will likely generate either two Miles, or two Bashir characters. I haven't looked into how to remedy this but would be keen to if I train another version.</p></li><li><p>Sometimes generates glitchy eyes, I suspect I need both a few more high resolution close ups in various angles and I might have overtrained part of the model.</p></li><li><p>While the model isn't intended to directly replicate individual characters, I have added some of my favourites - they're not perfect and not designed to be but they're not terrible either, areas of issue (at least with Lightning as a base model):</p><ul><li><p>Bashir's forehead is often oddly large.</p></li><li><p>Dax's eyes are often too 'dreamy' and TOS like.</p></li><li><p>Mile's eyes are often glitched.</p></li><li><p>Quark looks too evil and chiselled.</p></li><li><p>I didn't include enough training images of Worf, so have a more generic Klingon vibe when he is in the prompt.</p></li></ul></li></ul>
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modelVersions.description: <p>Completely retrained model for v1.0.</p><p>Many hours of manually adding captions along with character names to all images.</p><ul><li><p>Now understands many of the key characters (Garak, Dukat, Kira, Sisko, Quark, Dax, Worf, Bashir, Miles)</p></li><li><p>Greatly improved image quality</p></li></ul><p>Recommended settings:</p><p>Base model: Lightening Fusion XL</p><p>Base strength: 1.5-1.7</p><p>LoRA strength: 0.5-0.75</p><p>Steps: 6-7</p>
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name: The Essence of Star Trek DS9
tags: star trek style lightning deep space nine startrek ds9 sdxl quark trek deepspace garak dukat