https://civitai.com/models/856285?modelVersionId=1137323 A style LoCon trained on pony-based model images collected from Civitai site with "most collections" and "most reactions". v5: The dataset has been expanded to 2,154 images, with around 1,000 Pony images as the primary training target. Although V-pred models can use LoRA trained on Eps-pred based models, the output quality drops significantly. This version will be trained separately on two different types of models. Recent versions of NoobAI exhibit noticeable artifacts, but the 'jpeg artifact' tag from Danbooru doesn’t seem to work effectively. To address this issue, about 30 typical and visually noticeable images were specifically selected as negative examples. An phenomenon has been observed: Pony v6 and NoobAI tend to generate a triangular lift at the roots of hairstyles with sidelocks. On Danbooru, this lift is sometimes tags as 'hair intakes' or 'curtained hair,' but Pony applies this structure to every character. This is a key reason why hairstyles generated by Pony often don't match the intended design during character training. A similar issue was observed with NoobAI. My guess is that this feature is prevalent in a dataset outside of Danbooru and was not correctly tagged. The images in the dataset were filtered, and about two-thirds were correctly annotated. Currently, adding 'hair intakes' to the prompt might somewhat alleviate this issue, but I haven’t found a complete fix for it yet. 数据集扩充到2154张图。其中作为主要训练目标的pony图片约1000张。 虽然V-pred模型也能使用基于Eps-pred技术的模型训练的lora，但是生成质量会大打折扣。这个版本将会分别在两个不同类型的模型上训练。 noobAI近期版本有比较明显的伪影，但是danbooru上的“jpeg artifact”并没有起作用。因此专门针对这个问题选择了约30张较为典型的、肉眼可见的图片作为负面案例。 观察到一个现象：pony v6和noobAI在生成有侧发的发型时，倾向于在发根处生成一个三角形的翘起。在danbooru里，这种翘起有时会被标注为“hair intakes”和“curtained hair”，但是pony会给每一个角色都套上这样的结构。这也是pony训练角色时，发型训练不像的一个重要原因。noob也观察到了类似的现象，我的猜测是danbooru以外的某个训练集大量存在这个特征，但没有对这个特征进行正确标注。 对数据集里的图片进行了筛选，其中约2/3的图片进行了正确的标注。现在，在prompt里写上“hair intakes”可能可以一定程度上减轻这个现象，但是我还没有找到根治这个毛病的办法。 这是一个训练自Civitai上点赞最多和收藏最多的pony系模型图片的画风LoCon