^DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation https://dreambooth.github.io/ ^Setting the learning rate of your neural network https://www.jeremyjordan.me/nn-learning-rate/ ^[Dreambooth] I compared all learning rate schedulers so you don't have to htt...
pipeline = AutoPipelineForText2Image.from_pretrained("runwayml/stable-diffusion-v1-5", torch_dtype=torch.float16).to("cuda") pipeline.load_lora_weights("/kaggle/working/dreambooth-lora", weight_name="pytorch_lora_weights.safetensors") prompt = "A photo of aawxbc figurine." image = pipeline...
101 changes: 101 additions & 0 deletions 101 examples/text_to_image/README.md Original file line numberDiff line numberDiff line change @@ -0,0 +1,101 @@ # Stable Diffusion text-to-image fine-tuning The `train_text_to_image.py` script shows how to fine-tune stable diffusion model ...
本篇可以认为是对《Diffusion Models Beat GANs on Image Synthesis》的改进,讨论了如何在不用额外的classifier同时做diffusion 本文也是有一个原始的unconditional diffusion model和一个conditional diffusion model构成。 结构:两个diffusion model的结构是一样的,只不过unconditional diffusion model训练时,把类别c设为0。
SUR-Adapter一文出自《SUR-adapter: Enhancing Text-to-Image Pre-trained Diffusion Models with Large ...
fromsagemakerimportimage_uris,model_uris,script_uris# Currently, not all the stable diffusion models in jumpstart support finetuning. Thus, we manually select a model# which supports finetuning.train_model_id,train_model_version,train_scope=("model-txt2img-stability...
Stable Diffusion在很多事情上都很出色,但并不是在所有事情上都很棒,并且以特定的样式或外观获得结果通常涉及大量工作“即时工程”。那么,如果您想要生成特定类型的图像,除了花很长时间制作复杂的文本提示(prompt)之外,还有另一种方法是微调(Fine Tuning)图像生成模型本身。
Stable Diffusion 是什么? Stable Diffusion 是利用扩散模型进行图像生成的产品,可以支持 text2image、image2image。并且由于“论文公开+代码开源”,其用户群体远大于其他 AI 图像生成产品。另外,而且众人拾柴火焰高,代码和项目开源使得各项优化技术在其上快速应用,使其不断迭代优化。
作者:corey 随着 stable-diffusion 的开源,让更多人有机会直接参与到 AI 绘画的创作中,相关的教程也如雨后春笋般的出现。可是目前我看到的教程同质性较高,通常只能称作为"使用流程讲解",但是通常没有对其原理和逻辑进行深入说明。所以本文的目的,是用尽可能少的废话
LoRA 微调脚本地址: https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_lora.pyLambda Labs Pokémon 数据集: https://huggingface.co/datasets/lambdalabs/pokemon-blip-captions export MODEL_NAME="runwayml/stable-diffusion-v1-5"export OUTPUT_DIR="/sddata/...