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Expecto Patronum! Stable Diffusion!
本文介绍了Stable Diffusion的基本原理及应用，包括如何通过咒语生成和修改图片。它还对比了其与其他图像生成工具如Midjourney的优势。文中提供了多种学习资源和实例，帮助用户理解和使用该模型。
Expecto Patronum! Stable Diffusion!
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- 2. 甚麼是 Stable diffusion？ 唸咒=> 產出圖片 其他對手： MidJourney 爲什麼爆紅？ - 簡單易用沒 whitelist - 可以自己架（去年你買到顯卡的話） - NovelAI leak WAIFU
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- 12. 來看看咒語 爲什麼 +1girl +best quality - lowres -poorly drawn - bad proportions 就能產出好圖？ (Novel AI)
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- 15. How to trainyour model Input: Image => image embedding Text => text embedding Output: Embeddings that matches https://openai.com/blog/cl ip/
- 16. Model - StableDiffusion overview
- 17. Model - Prerequisite- Neural Networks ML Lecture 6: Brief Introduction of Deep Learning https://www.youtube.com/watch?v=Dr-WRlEFefw
- 18. Model - Prerequisite- Convolutional Neural Networks 【機器學習2021】卷積神經網路 (Convolutional Neural Networks, CNN) https://www.youtube.com/watch?v=OP5HcXJg2Aw
- 19. Model - Prerequisite- Autoencoders 【機器學習2021】自編碼器 (Auto-encoder) (上) – 基本概念 https://www.youtube.com/watch?v=3oHlf8-J3Nc
- 20. Model - Prerequisite- Natural Language Processing ML Lecture 14: Unsupervised Learning - Word Embedding https://www.youtube.com/watch?v=X7PH3NuYW0Q 【機器學習2021】自注意力機制 (Self-attention) (上) https://www.youtube.com/watch?v=hYdO9CscNes 【機器學習2021】Transformer (上) https://www.youtube.com/watch?v= n9TlOhRjYoc 【機器學習2021】自督導式學習 (Self-supervised Learning) (二) – BERT簡介 https://www.youtube.com/watch?v=gh0hewYkjgo
- 21. Model - Diffusions AddingGaussian noise Denoising to obtain image
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- 23. Model - Diffusion- Read more https://zhuanlan.zhihu.com/p/563543020 https://lilianweng.github.io/posts/2021-07-11-diffusion-mod els/ https://angusturner.github.io/generative_models/2021/06/2 9/diffusion-probabilistic-models-I.html https://ayandas.me/blog-tut/2021/12/04/diffusion-prob-mod els.html 看完了記住要教我
- 24. 自己跑咒語 https://github.com/invoke-ai/InvokeAI 換 model E.g. https://huggingface.co/hakurei/waifu-diffusion https://invoke-ai.github.io/InvokeAI/ 升級了macos 跑不了，囧 https://github.com/pytorch/pytorch/issues/777 54