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License:
AnimaThe Anima Model is licensed by CircleStone Labs LLC. Copyright CircleStone Labs LLC. IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.
Built on NVIDIA Cosmos
Introduction
This is a concept/style LoRA for generating animegao kigurumi photography: performers wearing full-head anime character masks and costumes. It focuses on the distinctive combination of a rigid character head, a fixed anime-style expression, a wig, and a human-proportioned costumed body.
Anima is not particularly strong at rendering photorealistic images, so the results may retain a noticeable cartoon-like appearance. Combining this with a realism-enhancing LoRA might help, but I have not tested that yet.
Usage
Recommended LoRA strength: 1.0
Trigger word:
animekigDescribe the character, outfit, pose, and setting after the trigger word. For example:
animekig, photorealistic, solo, pink wig, blue eyes, maid dress, white thighhighs, standing in a studioanimekig, photorealistic, two performers, colorful idol costumes, posing together on a stageTraining Details
Base model: Anima Base 1.0
Training tool:
sorryhyun/anima_lora v1.17.1Dataset: 162 curated and captioned photographs
Captioning model: JoyCaption Beta One Q8
LoRA rank / alpha: 32 / 128
Learning rate:
2e-5Optimizer: AdamW
Learning rate schedule: Cosine decay with 5% warmup
Training duration: 8 epochs / 1,296 steps
Released checkpoint: Epoch 8
Precision: BF16
Resolution: Aspect-ratio buckets, approximately 1 megapixel
GPU: NVIDIA GeForce RTX 3090
简介
这是一个用于生成 Animegao Kigurumi 摄影图像的风格/概念 LoRA,也就是由真人穿戴动漫角色头壳及角色服装进行扮演的形式。它主要学习硬质角色头壳、固定的动漫面部表情、假发,以及真人比例服装身体之间的视觉组合。
Anima 对真人图片的表现并不特别好,因此生成结果仍可能带有比较明显的卡通感和涂抹感。搭配一些强化写实效果的 LoRA 也许会有所改善,不过我还没有实际测试过。
使用
推荐权重:1.0
激活词:
animekig在激活词后描述角色外观、服装、姿势和场景。例如:
animekig, photorealistic, solo, pink wig, blue eyes, maid dress, white thighhighs, standing in a studioanimekig, photorealistic, two performers, colorful idol costumes, posing together on a stage训练参数
基础模型:Anima Base 1.0
训练工具:
sorryhyun/anima_lora v1.17.1训练数据:162 张经过筛选和标注的照片
标注模型:JoyCaption Beta One Q8
LoRA rank / alpha:32 / 128
学习率:
2e-5优化器:AdamW
学习率调度:余弦衰减,预热比例 5%
训练量:8 epochs / 1,296 steps
发布版本:第 8 epoch
训练精度:BF16
训练分辨率:按长宽比分桶,约 1 M 像素
训练显卡:NVIDIA GeForce RTX 3090

