<h3 id="foreword-khpg6n9ur">Foreword</h3><p>In order to better understand the different types of models, I take the toadstool as the starting point for my investigation. At the moment I can create Embeddings, Hypernetworks as well as LoRAs. The generated results are satisfactory. Later on I will compare this LoRA model with a Hypernetwork and an Embedding. Therefore I will use the same database.</p><h3 id="what-the-model-does-sjlrdaarl">What the Model Does</h3><p>The LoRA model transforms a mushroom into a realistic toadstool. This is where the characteristics of a mushroom come into play, such as a structured skirt and the scales on the caps. These details make the toadstool looks more natural.</p><h3 id="base-models-which-works-well-qxbl9ht6d">Base Models which Works Well</h3><p>In principle my LoRA model works with a bunch of base models. Some base models works better than other models.</p><h3 id="test-case-91q5rkphe">Test case</h3><p>One can use one simple test <em>Prompt</em> to check how good or how bad the model works.</p><p><em>Prompt</em> without using the LoRA model:</p><pre><code>mushroom</code></pre><p><em>Prompt</em> using the LoRA model:</p><pre><code>mushroom, &lt;lora:toadstool:1&gt;</code></pre><p><em>Trigger Words</em> can be <em>toadstool</em> as well as <em>mushroom</em> or <em>fungus</em>. </p><h3 id="training-o6m2grzqh">Training</h3><p>I trained the model with 50 photos of a toadstool. The resolution of all square photos are 1024 x 1024 pixel. The background of the used photos varies from sharp to bokeh. The environment in which the mushrooms grow also varies greatly. The stalk of the mushroom has a different length and thickness. The caps of individual toadstools are very different. They range from a flat cap to a spherical cap. Different viewing angles were used. The common feature in the photos is the reddish color of the cap.</p><h3 id="credits-6wlnk4591">Credits</h3><p>For testing purposes I am using some models more often than others. My thanks go to the following models and their creators for there excellent work.</p><ul><li><p><span style="color:rgb(193, 194, 197)">Lykon ‭→</span><span style="color:rgb(73, 73, 73)">‭‭</span><span style="color:rgb(193, 194, 197)"> </span><a target="_blank" rel="ugc" href="https://civarchive.com/models/81458/absolutereality?modelVersionId=132760">https://civarchive.com/models/81458/absolutereality?modelVersionId=132760</a></p></li><li><p><span style="color:rgb(193, 194, 197)">Lykon ‭→ </span><a target="_blank" rel="ugc" href="https://civarchive.com/models/4384?modelVersionId=128713">https://civarchive.com/models/4384?modelVersionId=128713</a></p></li><li><p><span style="color:rgb(193, 194, 197)">sinatra ‭→ </span><a target="_blank" rel="ugc" href="https://civarchive.com/models/153568/real-dream?modelVersionId=433727">https://civarchive.com/models/153568/real-dream?modelVersionId=433727</a></p></li><li><p><span style="color:rgb(193, 194, 197)">KandooAI</span><strong><span style="color:rgb(193, 194, 197)"> </span></strong><span style="color:rgb(193, 194, 197)">→ </span><a target="_blank" rel="ugc" href="https://civarchive.com/models/46422/juggernaut?modelVersionId=274039">https://civarchive.com/models/46422/juggernaut?modelVersionId=274039</a></p></li></ul><p>I am successively expanding the above list.</p><h3 id="finally-ifu7rtpmo">Finally</h3><p>Have a nice day! Have fun! Be inspired!</p>

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