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Frostnova (Arknights) - v1.5 Stable Diffusion LoRA Civitai.txt

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+  Frostnova (Arknights)
+
+56
+425
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+10
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+2
+<https://education.civitai.com/civitais-100-beginners-guide-to-generative-ai-art/#heading-77>
+
+Updated: Feb 10, 2024
+character <https://civitai.com/tag/character>
+animal ears <https://civitai.com/tag/animal%20ears>arknights
+<https://civitai.com/tag/arknights>white hair
+<https://civitai.com/tag/white%20hair>bangs
+<https://civitai.com/tag/bangs>hair over one eye
+<https://civitai.com/tag/hair%20over%20one%20eye>
++ 8
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+<https://civitai.com/images/6479223>
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+Download (43.7 MB)
+ <https://civitai.com/api/download/models/337422>
+
+Verified: 2 days ago
+SafeTensor
+
+Details
+
+Type
+	
+LoRA
+<https://github.com/civitai/civitai/wiki/How-to-use-models#lora>
+Stats
+	
+108
+Uploaded
+	Feb 10, 2024
+Base Model
+	
+SD 1.5
+<https://youtu.be/IIy3YwsXtTE?si=YiJDxMODCOTkUUM4&t=417>
+Training
+	
+Steps: 6,815
+Epochs: 29
+Usage Tips
+	
+Clip Skip: 2
+Trigger Words
+	
+frostnova_arknights
+
+Hash
+	
+AutoV2
+6603DC4C16
+
+2 Files
+
+LoRA (43.7 MB)
+Download
+ <https://civitai.com/api/download/models/337422?type=Model&format=SafeTensor>
+
+Verified: 2 days ago
+SafeTensor
+
+LoRA (12.97 KB)
+Download
+ <https://civitai.com/api/download/models/337422?type=Model&format=PickleTensor>
+
+Verified: 2 days ago
+PickleTensor
+
+Recommended Resources
+
+MeinaMix
+Checkpoint
+Meina V11
+ <https://civitai.com/models/7240?modelVersionId=119057>
+
+Reviews
+0 version ratings
+
+0 out of 5
+Add Review
+ <https://civitai.com/posts/create?modelId=163270&modelVersionId=337422&reviewing=true&returnUrl=/models/163270/frostnova-arknights>See Reviews <https://civitai.com/models/163270/reviews?modelVersionId=337422>
+
+5 star
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+About this version
+
+Model frostnova_arknights version v1.5
+
+narugo1992's Avatar
+ <https://civitai.com/user/narugo1992>
+narugo1992
+Bronze Character Badge
+ <https://civitai.com/user/narugo1992>
+Joined Jul 24, 2023
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+Character Creators position #19
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+<https://civitai.com/leaderboard/character?position=19>
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+1.4k
+940
+1.8k
+72k
+445k
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+<https://huggingface.co/CyberHarem>
+
+<https://huggingface.co/BangumiBase>
+
+<https://huggingface.co/deepghs>
+
+<https://github.com/deepghs>
+
+<https://github.com/narugo1992>
+
+<https://tensor.art/u/644163821006558816>
+
+Remix
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+<https://civitai.com/images/6479223>
+❤️
+1
+
+  * Due to Civitai's TOS, some images cannot be uploaded. *THE FULL
+    PREVIEW IMAGES CAN BE FOUND ON HUGGINGFACE
+    <https://huggingface.co/CyberHarem/frostnova_arknights>*.
+  * *THIS MODEL HAS 2 FILES*. If you are using a1111's webui v1.6 or
+    lower version, *YOU HAVE TO USE THEM TOGETHER!!!*. If you are using
+    webui v1.7+, just use the safetensors file like the common LoRA.
+  * *The pruned character tags are animal_ears, rabbit_ears,
+    hair_ornament, long_hair, hairclip, scar_on_face, hair_over_one_eye,
+    grey_eyes, grey_hair, white_hair, bangs. You can add them into
+    prompts when core features (e.g. hair color) of character is not so
+    stable*.
+  * Recommended weight of pt file is 0.7-1.1, weight of LoRA is 0.5-0.85.
+  * Images were generated using some fixed prompts and dataset-based
+    clustered prompts. Random seeds were used, ruling out
+    cherry-picking. *What you see here is what you can get.*
+  * No specialized training was done for outfits. You can check our
+    provided preview post to get the prompts corresponding to the outfits.
+  * This model is trained with *940 images*.
+
+
+    How to Use This Model
+
+*THIS MODEL HAS TWO FILES. YOU NEED TO USE THEM TOGETHER IF YOU ARE
+USING WEBUI v1.6 OR LOWER VERSION!!!*. In this case, you need to
+download both |frostnova_arknights.pt| and |frostnova_arknights.safetensors|, then *put |frostnova_arknights.pt| to the embeddings folder, and use |frostnova_arknights.safetensors| as LoRA at the same time*. *If you are using webui v1.7+, just use the
+safetensors file like the common LoRAs.* This is because the
+embedding-bundled LoRA/Lycoris model are now officially supported by
+a1111's webui, see here
+<https://github.com/AUTOMATIC1111/stable-diffusion-webui/pull/13568> for
+more details.
+
+*このモデルには2つのファイルがあります。WebUI v1.6 以下のバージョンを使
+用している場合は、これらを一緒に使用する必要があります！！！* この場合、|frostnova_arknights.pt| と |frostnova_arknights.safetensors| の両方をダウンロードする必要があり、 *その後、|frostnova_arknights.pt| を |embeddings| フォルダに入れ、同時に |frostnova_arknights.safetensors| をLoRAとして使用します*。 *webui v1.7+を使用している場合、一般的な
+LoRAsのようにsafetensorsファイルを使用してください。* これは、埋め込みバ
+ンドルされたLoRA/Lycorisモデルが現在、a1111のwebuiに公式にサポートされて
+いるためです。 詳細についてはこちら
+<https://github.com/AUTOMATIC1111/stable-diffusion-webui/pull/13568>をご
+覧ください。
+
+*此模型包含两个文件。如果您使用的是 WebUI v1.6 或更低版本，您需要同时使
+用这两个文件！* 在这种情况下，您需要下载 |frostnova_arknights.pt| 和 |frostnova_arknights.safetensors| 两个文件， 然后*将 |frostnova_arknights.pt| 放入 |embeddings| 文件夹中，并同时使用 |frostnova_arknights.safetensors| 作为 LoRA*。 *如果您正在使用 webui v1.7 或更高版本，只需像常规 LoRAs
+一样使用 safetensors 文件。* 这是因为嵌入式 LoRA/Lycoris 模型现在已经得
+到 a1111's webui 的官方支持， 更多详情请参见这里
+<https://github.com/AUTOMATIC1111/stable-diffusion-webui/pull/13568>。
+
+(Translated with ChatGPT)
+
+The trigger word is |frostnova_arknights|, and the pruned tags are |animal_ears, rabbit_ears, hair_ornament, long_hair, hairclip, scar_on_face, hair_over_one_eye, grey_eyes, grey_hair, white_hair, bangs|. *When some features (e.g. hair color) are not so stable at some
+times, you can add these them into your prompt*.
+
+
+    How This Model Is Trained
+
+  * This model is trained with HCP-Diffusion
+    <https://github.com/7eu7d7/HCP-Diffusion>.
+  * The auto-training framework <https://github.com/deepghs/cyberharem>
+    is maintained by DeepGHS Team <https://huggingface.co/deepghs>.
+  * The base model used for training is deepghs/animefull-latest
+    <https://huggingface.co/deepghs/animefull-latest>.
+  * Dataset used for training is the |stage3-p480-800| in CyberHarem/frostnova_arknights
+    <https://huggingface.co/datasets/CyberHarem/frostnova_arknights>,
+    which contains 940 images.
+  * Batch size is 4, resolution is 720x720, clustering into 5 buckets.
+  * Batch size for regularization dataset is 1, resolution is 720x720,
+    clustering into 20 buckets.
+  * Trained for 9400 steps, 40 checkpoints were saved and evaluated.
+
+For more training details, take a look at huggingface repository -
+CyberHarem/frostnova_arknights
+<https://huggingface.co/CyberHarem/frostnova_arknights>.
+
+
+    Why Some Preview Images Not Look Like Her
+
+*All the prompt texts* used on the preview images (which can be viewed
+by clicking on the images) *are automatically generated using clustering
+algorithms* based on feature information extracted from the training
+dataset. The seed used during image generation is also randomly
+generated, and the images have not undergone any selection or
+modification. As a result, there is a possibility of the mentioned
+issues occurring.
+
+In practice, based on our internal testing, most models that experience
+such issues perform better in actual usage than what is seen in the
+preview images. *The only thing you may need to do is adjusting the tags
+you are using*.
+
+
+    I Felt This Model May Be Overfitting or Underfitting, What Shall I Do
+
+*The step you see here is auto-selected*. We also recommend other good
+steps for you to try. Click here
+<https://huggingface.co/CyberHarem/frostnova_arknights#which-step-should-i-use> to select your favourite step.
+
+Our model has been published on huggingface repository -
+CyberHarem/frostnova_arknights
+<https://huggingface.co/CyberHarem/frostnova_arknights>, where models of
+all the steps are saved. Also, we published the training dataset on
+huggingface dataset - CyberHarem/frostnova_arknights
+<https://huggingface.co/datasets/CyberHarem/frostnova_arknights>, which
+may be helpful to you.
+
+
+    Why Not Just Using The Better-Selected Images
+
+Our model's entire process, from data crawling, training, to generating
+preview images and publishing, is *100% automated without any human
+intervention*. It's an interesting experiment conducted by our team, and
+for this purpose, we have developed a complete set of software
+infrastructure, including data filtering, automatic training, and
+automated publishing. Therefore, if possible, we would appreciate more
+feedback or suggestions as they are highly valuable to us.
+
+
+    Why Can't the Desired Character Outfits Be Accurately Generated
+
+Our current training data is sourced from various image websites, and
+for a fully automated pipeline, it's challenging to accurately predict
+which official images a character possesses. Consequently, outfit
+generation relies on clustering based on labels from the training
+dataset in an attempt to achieve the best possible recreation. We will
+continue to address this issue and attempt optimization, but it remains
+a challenge that cannot be completely resolved. The accuracy of outfit
+recreation is also unlikely to match the level achieved by manually
+trained models.
+
+In fact, this model's greatest strengths lie in recreating the inherent
+characteristics of the characters themselves and its relatively strong
+generalization capabilities, owing to its larger dataset. As such, *this
+model is well-suited for tasks such as changing outfits, posing
+characters, and, of course, generating NSFW images of characters!*😉".
+
+For the following groups, it is not recommended to use this model and we
+express regret:
+
+ 1. Individuals who cannot tolerate any deviations from the original
+    character design, even in the slightest detail.
+ 2. Individuals who are facing the application scenarios with high
+    demands for accuracy in recreating character outfits.
+ 3. Individuals who cannot accept the potential randomness in
+    AI-generated images based on the Stable Diffusion algorithm.
+ 4. Individuals who are not comfortable with the fully automated process
+    of training character models using LoRA, or those who believe that
+    training character models must be done purely through manual
+    operations to avoid disrespecting the characters.
+ 5. Individuals who finds the generated image content offensive to their
+    values.
+
+Show More
+
+
+    Suggested Resources
+
+Checkpoint
+
+00003.png
+
+Meina's Avatar
+MeinaMix
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+2 days ago - v1.5
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+{safe:1.10}, best quality, masterpiece, highres, solo,
+{frostnova_arknights:0.90}, sitting, sitting on chair, chair, cowbo...
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+2 days ago - v1.5
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+Remix
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+best quality, masterpiece, highres, solo, {frostnova_arknights:0.90},
+{yukata:1.30}, {kimono:1.15} <https://civitai.com/images/6479206>
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frostnova_arknights1175.pt

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