This distribution is changing rapidly. Contents. While the technique was originally demonstrated with a latent diffusion model, it has since been applied to other model variants like Stable Diffusion. 5 anime-like image generations. ago. NMKD Stable Diffusion GUI v1. r/StableDiffusion •. For example, DiT. Img2Prompt. Stable Diffusion img2img support comes to Photoshop. DiffusionBee is one of the easiest ways to run Stable Diffusion on Mac. Note: Earlier guides will say your VAE filename has to have the same as your model filename. Overview Stable Diffusion V3 APIs Text2Image API generates an image from a text prompt. Repeat the process until you achieve the desired outcome. Stable Diffusion v1. Prompt: the description of the image the AI is going to generate. 9 conda activate 522-project # install torch 2. novelai用了下，故意挑了些涩图tag，效果还可以 基于stable diffusion，操作和sd类似 他们的介绍文档 价格主要是订阅那一下有点贵，要10刀，送1000token 一张图5token(512*768)，细化什么的额外消耗token 这方面倒还好，就是买算力了… 充值token 10刀10000左右，其实还行Model Type. JSON. Get an approximate text prompt, with style, matching an image. Although efforts were made to reduce the inclusion of explicit pornographic material, we do not recommend using the provided weights for services or products without additional. /. If you don't like the results, you can generate new designs an infinite number of times until you find a logo you absolutely love! Watch It In Action. Here's a step-by-step guide: Load your images: Import your input images into the Img2Img model, ensuring they're properly preprocessed and compatible with the model architecture. This will allow for the entire image to be seen during training instead of center cropped images, which. img2txt online. Stable Diffusion은 독일 뮌헨 대학교 Machine Vision & Learning Group (CompVis) 연구실의 "잠재 확산 모델을 이용한 고해상도 이미지 합성 연구" [1] 를 기반으로 하여, Stability AI와 Runway ML 등의 지원을 받아 개발된 딥러닝 인공지능 모델이다. As we work on our next generation of open-source generative AI models and expand into new modalities, we are excited to. In this section, we'll explore the underlying principles of. This model runs on Nvidia T4 GPU hardware. On the first run, the WebUI will download and install some additional modules. The vulnerability has been addressed in Ghostscript 9. The CLIP Interrogator is a prompt engineering tool that combines OpenAI's CLIP and Salesforce's BLIP to optimize text prompts to match a given image. Copy the prompt, paste it to the Stable Diffusion and press Generate to see generated images. ) Come up with a prompt that describe your final picture as accurately as possible. • 1 yr. . 指定した画像に近づくように画像生成する機能です。通常のプロンプトによる生成指定に加えて、追加でVGG16の特徴量を取得し、生成中の画像が指定したガイド画像に近づくよう、生成される画像をコントロールします。2. Stable Diffusion img2img support comes to Photoshop. The comparison of SDXL 0. batIn AUTOMATIC1111 GUI, Go to PNG Info tab. You are welcome to try our free online Stable Diffusion based image generator at It supports img2img generation, including sketching of the initial image :) Cool site. I. The idea is to gradually reinterpret the data as the original image gets upscaled, making for better hand/finger structure and facial clarity for even full-body compositions, as well as extremely detailed skin. Shortly after the release of Stable Diffusion 2. Set image width and height to 512. There are a bunch of sites that let you run a limited version of it, almost all of those will have the generated images uploaded to a. Credit Cost. Using a model is an easy way to achieve a certain style. It generates accurate, diverse and creative captions for images. Stable diffusion is an open-source technology. The backbone. Stable Diffusion XL. Stable Diffusion XL. be 131 upvotes · 15 comments StableDiffusion. All you need to do is to download the embedding file stable-diffusion-webui > embeddings and use the extra. Rising. Then, run the model: import Replicate from "replicate"; const replicate = new Replicate( { auth: process. Caption. It is an effective and efficient approach that can be applied to image understanding in numerous scenarios, especially when examples are scarce. However, at the time he installed it only one . Are there online Stable diffusion sites that do img2img? 10 upvotes · 7 comments r/StableDiffusion Comfyui + AnimateDiff Text2Vid youtu. Stejně jako krajinky. 0. So the Unstable Diffusion. The weights were ported from the original implementation. Fix it to look like the original. . {"payload":{"allShortcutsEnabled":false,"fileTree":{"scripts":{"items":[{"name":"tests","path":"scripts/tests","contentType":"directory"},{"name":"download_first. TurbTastic •. 3 Epoch 7. To try it out, tune the H and W arguments (which will be integer-divided by 8 in order to calculate the corresponding latent size), e. 9 and SD 2. Just go to this address and you will see and learn: Fine-tune Your AI Images With These Simple Prompting Techniques - Stable Diffusion Art (stable-diffusion-art. 5、2. Hot New Top Rising. Dear friends, come and join me on an incredible journey through Stable Diffusion. Download Link. The GPUs required to run these AI models can easily. The goal of this article is to get you up to speed on stable diffusion. r/StableDiffusion •. Initialize the DSD environment with run all, as described just above. . Full model fine-tuning of Stable Diffusion used to be slow and difficult, and that's part of the reason why lighter-weight methods such as Dreambooth or Textual Inversion have become so popular. Here's a list of the most popular Stable Diffusion checkpoint models. 1:7860" or "localhost:7860" into the address bar, and hit Enter. 1. You will learn the main use cases, how stable diffusion works, debugging options, how to use it to your advantage and how to extend it. Contents. 它是一種 潛在 （ 英语 ： Latent variable model ） 擴散模型，由慕尼黑大學的CompVis研究團體開發的各. The Stable Diffusion model was created by researchers and engineers from CompVis, Stability AI, Runway, and LAION. Software to use SDXL model. 5 it/s (The default software) tensorRT: 8 it/s. BLIP: image used in this demo is from Stephen Young: #3: Using Stable Diffusion’s PNG Info. ckpt files) must be separately downloaded and are required to run Stable Diffusion. Authors: Christoph Schuhmann, Richard Vencu, Romain Beaumont, Theo Coombes, Cade Gordon, Aarush Katta, Robert Kaczmarczyk, Jenia JitsevFirst, choose a diffusion model on promptoMANIA and put down your prompt or the subject of your image. In this video we'll walk through how to run Stable Diffusion img2img and txt2img using AMD GPU on Windows operating system. Ale všechno je to povedené. Unlike Midjourney, which is a paid and proprietary model, Stable Diffusion is a. ps1」を実行して設定を行う. Put this in the prompt text box. Iterate if necessary: If the results are not satisfactory, adjust the filter parameters or try a different filter. I am still new to Stable Diffusion, but I still managed to get an art piece with text, nonetheless. I built the easiest-to-use desktop application for running Stable Diffusion on your PC - and it's free for all of you. 7>"), and on the script's X value write something like "-01, -02, -03", etc. In this quick episode we do a simple workflow where we upload an image into our SDXL graph inside of ComfyUI and add additional noise to produce an altered i. Contents. You can also upload and replicate non-AI generated images. For DDIM, I see that the. sh in terminal to start. Forget the aspect ratio and just stretch the image. 0, a proliferation of mobile apps powered by the model were among the most downloaded. Midjourney has a consistently darker feel than the other two. While DALL-E 2 and Stable Diffusion generate a far more realistic image. Below is an example. (Optimized for stable-diffusion (clip ViT-L/14)) Public. I was using one but it does not work anymore since yesterday. Most people don't manually caption images when they're creating training sets. Just go to this address and you will see and learn: Fine-tune Your AI Images With These Simple Prompting Techniques - Stable Diffusion Art (stable-diffusion-art. 1. 1 1 comment Evnl2020 • 1 yr. Troubleshooting. 使用管理员权限打开下图应用程序. Download and install the latest Git here. En este tutorial de Stable Diffusion te enseño como mejorar tus imágenes con la tecnología IMG2IMG y la tecnología Stable diffusion INPAINTING. Its installation process is no different from any other app. 4); stable_diffusion (v1. 本記事に記載したChatGPTへの指示文や返答、シェア機能のリンク. The model files used in the inference should be uploaded to the cloud before generate, which can be referred to the introduction of chapter Cloud Assets Management. We recommend to explore different hyperparameters to get the best results on your dataset. Public. A checker for NSFW images. To use this, first make sure you are on latest commit with git pull, then use the following command line argument: In the img2img tab, a new button will be available saying "Interrogate DeepBooru", drop an image in and click the button. Introduction; Architecture; RequirementThe Stable Diffusion model can also be applied to image-to-image generation by passing a text prompt and an initial image to condition the generation of new images. img2txt huggingface. Are there online Stable diffusion sites that do img2img? 10 upvotes · 7 comments r/StableDiffusion Comfyui + AnimateDiff Text2Vid youtu. 因為是透過 Stable Diffusion Model 算圖，除了放大解析度外，還能增加細部細節！. This checkpoint corresponds to the ControlNet conditioned on Scribble images. stable-diffusion-img2img. 08:41. 【Termux+QEMU】，手机云端安装运行stable-diffusion-webui教程，【Stable Diffusion】搭建远程AI绘画服务-随时随地用自己的显卡画图，让ChatGPT玩生成艺术？来看看得到了什么~，最大方的AI绘图软件，每天免费画1000张图！【Playground AI绘画教学】. 10. pharmapsychotic / clip-interrogator. 5. 1M runs. Bootstrapping Language-Image Pre-training. 使用anaconda进行webui的创建. World of Warcraft? Návrat ke kostce, a vyšel neuvěřitelně. 恭喜你发现了宝藏新博主🎉萌新的第一次投稿,望大家多多支持和关注保姆级stable diffusion + mov2mov 一键出ai视频做视频好累啊,视频做了一天,写扩展用了一天使用规约:请自行解决视频来源的授权问题，任何由于使用非授权视频进行转换造成的问题，需自行承担全部责任和一切后果，于mov2mov无关！任何. Use. Show logs. 152. 0 前回 1. By default this will display the “Stable Diffusion Checkpoint” drop down box which can be used to select the different models which you have saved in the “stable-diffusion-webuimodelsStable-diffusion” directory. The StableDiffusionPipeline is capable of generating photorealistic images given any text input. Img2Txt. You've already forked stable-diffusion-webui 0 Code Issues Packages Projects Releases Wiki ActivityWe present a dataset of 5,85 billion CLIP-filtered image-text pairs, 14x bigger than LAION-400M, previously the biggest openly accessible image-text dataset in the world - see also our NeurIPS2022 paper. r/StableDiffusion. • 7 mo. 1. 「Google Colab」で「Stable Diffusion」のimg2imgを行う方法をまとめました。 ・Stable Diffusion v1. This model uses a frozen CLIP ViT-L/14 text encoder to condition the model on text prompts. 2022年8月に公開された、高性能画像生成モデルである「Stable Diffusion」を実装する方法を紹介するシリーズです。. 4 min read. 103. License: apache-2. If you don't like the results, you can generate new designs an infinite number of times until you find a logo you absolutely love! Watch It In Action. Thanks to the passionate community, most new features come to this free Stable Diffusion GUI first. 部署 Stable Diffusion WebUI . Enjoy . It came out gibberish though. txt2img Guide. 1. Share Tweak it. This is a repo providing same stable diffusion experiments, regarding textual inversion task and captioning task pytorch clip captioning-images img2txt caption-generation caption-generator huggingface latent-diffusion stable-diffusion huggingface-diffusers latent-diffusion-models textual-inversionVGG16 Guided Stable Diffusion. 生成按钮下有一个 Interrogate CLIP，点击后会下载 CLIP，用于推理当前图片框内图片的 Prompt 并填充到提示词。 CLIP 询问器有两个部分：一个是 BLIP 模型，它承担解码的功能，从图片中推理文本描述。 The Stable Diffusion model can also be applied to image-to-image generation by passing a text prompt and an initial image to condition the generation of new images. 画像から画像を作成する. 画像→テキスト（img2txt）は、Stable Diffusionにも採用されている CLIP という技術を使います。 CLIPは簡単にいうと、単語をベクトル化（数値化）することで計算できるように、さらには他の単語と比較できるようにするものです。Run time and cost. The generated image will be named img2img-out. fix” to generate images at images larger would be possible using Stable Diffusion alone. You are welcome to try our free online Stable Diffusion based image generator at It supports img2img generation, including sketching of the initial image :) Cool site. Stable DiffusionはNovelAIやMidjourneyとはどう違うの？ Stable Diffusionを簡単に使えるツールは結局どれを使えばいいの？ 画像生成用のグラフィックボードを買うならどれがオススメ？ モデルのckptとsafetensorsって何が違うの？ モデルのfp16・fp32・prunedって何？本教程需要一些AI绘画基础，并不是面对0基础人员，如果你没有学习过stable diffusion的基本操作或者对Controlnet插件毫无了解，可以先看看秋葉aaaki等up的教程，做到会存放大模型，会安装插件并且有基本的视频剪辑能力。-----一、准备工作This issue is a workaround for a security vulnerability. The result can be viewed on 3D or holographic devices like VR headsets or lookingglass display, used in Render- or Game- Engines on a plane with a displacement modifier, and maybe even 3D printed. English bert caption image caption captioning img2txt coco flickr gan gpt image vision text Inference Endpoints. 5 released by RunwayML. I wanted to report some observations and wondered if the community might be able to shed some light on the findings. Img2Txt. 5. In the hypernetworks folder, create another folder for you subject and name it accordingly. It. Caption: Attempts to generate a caption that best describes an image. The following resources can be helpful if you're looking for more. 5);. com) r/StableDiffusion. generating img2txt with the new v2. Settings: sd_vae applied. No VAE compared to NAI Blessed. Change the sampling steps to 50. ，「AI绘画教程」如何利用controlnet修手，AI绘画 StableDiffusion 使用OpenPose Editor快速实现人体姿态摆拍，stable diffusion 生成手有问题怎么办？ ControlNet Depth Libra，Stable_Diffusion角色设计【直出】--不加载controlnet骨骼，节省出图时间，【AI绘画】AI画手、摆姿势openpose hand. テキストから画像を生成する際には、ブラウザから実施する場合は DreamStudio や Hugging faceが提供するサービス などが. Please reopen this issue! Deleting config. By decomposing the image formation process into a sequential application of denoising autoencoders, diffusion models (DMs) achieve state-of-the-art synthesis results on image data and beyond. 2022年8月に一般公開された画像生成AI「Stable Diffusion」をユーザーインターフェース(UI)で操作できる「AUTOMATIC1111版Stable Diffusion web UI」は非常に多. . En este tutorial de Stable Diffusion te enseño como mejorar tus imágenes con la tecnología IMG2IMG y la tecnología Stable diffusion INPAINTING. 9 on ubuntu 22. The idea is to gradually reinterpret the data as the original image gets upscaled, making for better hand/finger structure and facial clarity for even full-body compositions, as well as extremely detailed skin. In this step-by-step tutorial, learn how to download and run Stable Diffusion to generate images from text descriptions. So once you find a relevant image, you can click on it to see the prompt. ago. fixは高解像度の画像が生成できるオプションです。. Discover amazing ML apps made by the communitystability-ai / stable-diffusion. ago. 0) のインストール，画像生成（img2txt），画像変換（img2img），APIを利用して複数画像を一括生成（AUTOMATIC1111，Python，PyTorch を使用）（Windows 上）Step#1: Setup your environment. . Text to image generation. ckpt (1. I. Stable Diffusion XL (SDXL) is a powerful text-to-image generation model that iterates on the previous Stable Diffusion models in three key ways: the UNet is 3x larger and SDXL combines a second text encoder (OpenCLIP ViT-bigG/14) with the original text encoder to significantly increase the number of parameters. The idea behind the model was derived from my ReV Mix model. Files to download:👉Python: dont have the stable-diffusion-v1 folder, i have a bunch of others tho. 0-base. About that huge long negative prompt list. A diffusion model, which repeatedly "denoises" a 64x64 latent image patch. Reimagine XL. LoRAを使った学習のやり方. Features. Our conditional diffusion model, InstructPix2Pix, is trained on our generated data, and generalizes to real images and. Para ello vam. By my understanding, a lower value will be more "creative" whereas a higher value will adhere more to the prompt. Check it out: Stable Diffusion Photoshop Plugin (0. 0 release includes robust text-to-image models trained using a brand new text encoder (OpenCLIP), developed by LAION with support. The release of the Stable Diffusion v2-1-unCLIP model is certainly exciting news for the AI and machine learning community! This new model promises to improve the stability and robustness of the diffusion process, enabling more efficient and accurate predictions in a variety of applications. Head to Clipdrop, and select Stable Diffusion XL (or just click here ). stable diffusion webui 脚本使用方法（下），人脸编辑还不错. This guide will show you how to finetune DreamBooth. Get prompts from stable diffusion generated images. In general, the best stable diffusion prompts will have this form: “A [type of picture] of a [main subject], [style cues]* ”. env. Stable Doodle. 1 I use this = oversaturated, ugly, 3d, render, cartoon, grain, low-res, kitsch, black and white. You can use them to remove specific elements, styles, or. Stable Diffusion 1. Option 2: Install the extension stable-diffusion-webui-state. In Stable Diffusion checkpoint dropbox, select v1-5-pruned-emaonly. com. It is common to use negative embeddings for anime. Stable Diffusion Hub. 除了告訴 Stable Diffusion 有哪些物品，亦可多加該物的形容詞，如人的穿著、動作、年齡等等描述; 地：物體所在地，亦可想像成畫面的背景，讓 Stable Diffusion 知道背景要畫什麼（不然他會自由發揮） 風格：告訴 Stable Diffusion 要以什麼風格呈現圖片，某個畫家？ Stable Diffusion WebUI (AUTOMATIC1111 or A1111 for short) is the de facto GUI for advanced users. 2. First-time users can use the v1. Generate high-resolution realistic images with AI. Hraní s #stablediffusion: Den a noc a k tomu podzim. 手順2：「gui. AIイラストに衣装を着せたときの衣装の状態に関する呪文（プロンプト）についてまとめました。 七海が実際にStable Diffusionで生成したキャラクターを使って検証した衣装の状態に関する呪文をご紹介します。 ※このページから初めて、SThis tutorial shows how to fine-tune a Stable Diffusion model on a custom dataset of {image, caption} pairs. Flirty_Dane • 7 mo. 98GB)You can verify its uselessness by putting it in the negative prompt. . . Stable Diffusion XL (SDXL) Inpainting. Improving image generation at different aspect ratios using conditional masking during training. ，【Stable diffusion案例教程】运用语义分割绘制场景插画（附PS色板专用色值文件），stable diffusion 大场景构图教程｜语义分割 controlnet seg 快速场景构建｜segment anything 局部修改｜快速提取蒙版，30. It’s a fun and creative way to give a unique twist to my images. We tested 45 different GPUs in total — everything that has. Step 1: Go to DiffusionBee’s download page and download the installer for MacOS – Apple Silicon. 5 it/s. NMKD Stable Diffusion GUI, perfect for lazy peoples and beginners : Not a WEBui but a software pretty stable self install python / model easy to use face correction + upscale. The CLIP Interrogator is a prompt engineering tool that combines OpenAI's CLIP and Salesforce's BLIP to optimize text prompts to match a given image. img2txt stable diffusion. All you need to do is to use img2img method, supply a prompt, dial up the CFG scale, and tweak the denoising strength. 5. 主にテキスト入力に基づく画像生成（text-to-image）に使用されるが、他にも インペインティング （ 英語版. 4-pruned-fp16. Go to extensions tab; Click "Install from URL" sub tab try going to an image editor like photoshop or gimp, find a picture of crumpled up paper, something that has some textures in it and use it as a background, add your logo on the top layer and apply some small amount of noise to the whole thing, make sure to have a good amount of contrast between the background and foreground (if your background. How to use ChatGPT. It really depends on what you're using to run the Stable Diffusion. Interrogation: Attempts to generate a list of words and confidence levels that describe an image. Stable Diffusion XL. k. morphologyEx (image, cv2. AI画像生成士. See the SDXL guide for an alternative setup with SD. A Keras / Tensorflow implementation of Stable Diffusion. 本文帶領大家學習如何調整 Stable Diffusion WebUI 上各種參數。我們以 txt2img 為例，帶大家認識基本設定、Sampling method 或 CFG scale 等各種參數調教，以及參數間彼此的影響，讓大家能夠初步上手，熟悉 AI 算圖！. About. 2. For the rest of this guide, we'll either use the generic Stable Diffusion v1. Text-To-Image. OCR or Optical Character Recognition has never been so easy. 0 was released in November 2022 and has been entirely funded and developed by Stability AI. img2txt OR "prompting" is the reverse operation, convergent, from significantly many more bits to significantly less or small count of bits, like a capture card does, but. The CLIP interrogator has two parts: one is the BLIP model, which takes on the function of decoding and reasoning about the text description. You can create your own model with a unique style if you want. We first pre-train the multimodal encoder following BLIP-2 to produce visual representation aligned with the text. 04 and probably any later versions with ImageMagick 6, here's how you fix the issue by removing that workaround:. The CLIP Interrogator is a prompt engineering tool that combines OpenAI's CLIP and Salesforce's BLIP to optimize text prompts to match a given image. 4 (v1. You can pull text from files, set up your own variables, process text through conditional functions, and so much more - it's like wildcards on steroids. Create beautiful Logos from simple text prompts. Step 3: Clone web-ui. The extensive list of features it offers can be intimidating. Once finished, scroll back up to the top of the page and click Run Prompt Now to generate your AI. If you’ve saved new models in there while A1111 is running you can hit the blue refresh button to the right of the drop. Moving up to 768x768 Stable Diffusion 2. If there is a text-to-image model that can come very close to Midjourney, then it’s Stable Diffusion. Get the result. RT @GeekNewsBot: Riffusion - 음악을 생성하도록 파인튜닝된 Stable Diffusion - SD 1. #. Para hacerlo, tienes que registrarte en la web beta. txt2img2img is an. Usually, higher is better but to a certain degree. ckpt checkpoint was downloaded), run the following: Technical details regarding Stable Diffusion samplers, confirmed by Katherine: - DDIM and PLMS are originally the Latent Diffusion repo DDIM was implemented by CompVis group and was default (slightly different update rule than the samplers below, eqn 15 in DDIM paper is the update rule vs solving eqn 14's ODE directly) While Stable Diffusion doesn't have a native Image-Variation task, the authors recreated the effects of their Image-Variation script using the Stable Diffusion v1-4 checkpoint. Others are delightfully strange. ai, y. (with < 300 lines of codes!) (Open in Colab) Build. A k tomu “man struck down” kde už vlastně ani nevím proč jsem to potřeboval. exe"kaggle competitions download -c stable-diffusion-image-to-prompts unzip stable-diffusion-image-to-prompts. All stylized images in this section is generated from the original image below with zero examples. Updating to newer versions of the script. img2img 「Stable Diffusion」は、テキストから画像を生成する、高性能な画像生成AIです。テキストからだけでなく、テキストと入力画像を渡して画像を生成することもできます。 2. Search. Intro to ComfyUI. Get an approximate text prompt, with style, matching an image. Negative embeddings bad artist and bad prompt. A fun little AI art widget named Text-to-Pokémon lets you plug in any name or. (You can also experiment with other models. nsfw. This model runs on Nvidia T4 GPU hardware. Run time and cost. img2txt. PromptMateIO • 7 mo. For those of you who don’t know, negative prompts are things you want the image generator to exclude from your image creations. 1. Hosted on Banana 🍌. Sep 15, 2022, 5:30 AM PDT. And now Stable Diffusion runs on the Xbox Series X and S! r/StableDiffusion •. There have been a few recent threads about approaches for this sort of thing and I'm always interested to see what new ideas people have. 手順1：教師データ等を準備する. StableDiffusion. I found a genius who uses ControlNet and OpenPose to change the poses of pixel art character! self. I’ll go into greater depth on this later in the article. In the dropdown menu, select the VAE file you want to use. Using VAEs. Go to img2txt tab. You'll have a much easier time if you generate the base image in SD, add in text with a conventional image editing program. Resize and fill: This will add in new noise to pad your image to 512x512, then scale to 1024x1024, with the expectation that img2img will. Stable Diffusionのプロンプトは英文に近いものですので、作成をChatGPTに任せることは難しくないはずです。. Running the Diffusion Process. この記事では と呼ばれる手法で、画像からテキスト（プロンプト）を取得する方法を紹介します。. The Stable Diffusion 1. 13:23. stable-diffusion. img2txt. As of June 2023, Midjourney also gained inpainting and outpainting via the Zoom Out button. Diffusers now provides a LoRA fine-tuning script that can run. 😉. The following outputs have been generated using this implementation: /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. 第3回目はrinna社より公開された「日本語版. Stable Diffusion without UI or tricks (only take off filter xD). Stable Doodle. While this works like other image captioning methods, it also auto completes existing captions. File "C:\Users\Gros2\stable-diffusion-webui\ldm\models\blip. 2. 1. DreamBooth. Whilst the then popular Waifu Diffusion was trained on SD + 300k anime images, NAI was trained on millions.