>I have discovered a workflow that has never been explored before, which allows for studio-quality realism beyond expectations using Stable Diffusion DreamBooth / LoRA training. To achieve this workflow, it required an exceptionally high-quality dataset of classification / regularization images. Additionally, I developed a script capable of automatically processing thousands of real-class images at a resolution of 4K or higher. In this video, I will be sharing both the image dataset and the script with you.

You can download images dataset and the script from below link ‡️
https://www.patreon.com/posts/4k-2700-real-84053021

Our Discord server ‡️
https://bit.ly/SECoursesDiscord

If I have been of assistance to you and you would like to show your support for my work, please consider becoming a patron on πŸ₯° ‡️
https://www.patreon.com/SECourses

Technology & Science: News, Tips, Tutorials, Tricks, Best Applications, Guides, Reviews ‡️
https://www.youtube.com/playlist?list=PL_pbwdIyffsnkay6X91BWb9rrfLATUMr3 />
Playlist of StableDiffusion Tutorials, Automatic1111 and Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Pix2Pix, Img2Img ‡️
https://www.youtube.com/playlist?list=PL_pbwdIyffsmclLl0O144nQRnezKlNdx3 />
Realistic Vision v2 FP32 (full precision) version – better quality – bigger size ‡️
https://huggingface.co/SG161222/Realistic_Vision_V2.0/resolve/main/Realistic_Vision_V2.0.safetensors

0:00 Introduction to best DreamBooth / LoRA training class images dataset
0:19 Introduction to auto cropper script
0:32 The quality and resolution of the training images dataset
1:24 Post processed images cropped target aspect ratios
1:31 Why I did prepare this dataset
1:41 How did I preprocess them with auto focal point crop and Automatic1111 Web UI
2:00 Process of auto cropping and down scaling
4:03 The entire auto cropping script
4:47 Installation of the auto cropping script
5:25 How to use the auto cropping script
7:10 Where to download images and why I needed those images
8:17 Use which model for realistic images training

Unlock the Secret to High-Resolution Image Classification with this Comprehensive Guide! πŸš€πŸ”₯

Eager to perfect your image classification skills? Want to achieve beyond studio quality results using DreamBooth or LoRA training? Dive into the intricate world of High-Resolution Image Classification with this comprehensive tutorial.

Discover my meticulously curated image dataset, with over 2700+ stunning, high-quality images, all sourced manually from Unsplash. These are 100% royalty-free and ideal for commercial use. With resolutions reaching up to 4k and sizes up to 20 megabytes, these images will transform your AI training experience. πŸ“ΈπŸ’»

BUT WAIT! There’s more!

I will not only be revealing the dataset but also introducing my game-changing auto cropping script. It’s designed to streamline your work process by automatically cropping subjects into your desired aspect ratios. The possibilities are endless with this script – from 512×512 to any other ratio you desire! πŸ–₯οΈπŸ‘¨β€πŸ’»

What’s the secret to achieving stellar results? The magic lies in the details. Watch as I delve into the nuances of this script, showcase its effectiveness and efficiency on various images, and take you through the entire process, step-by-step.

Don’t want to miss the secret sauce? Get your hands on the script files and take a peek into the inner workings! For all my Patreon supporters, this will be shared on my Patreon page. To get in on this exclusive access, click the link in the description to become a supporter. πŸ†πŸ’°

And that’s not all!

Be the first to preview my upcoming workflow to push DreamBooth training beyond studio quality! πŸŒŸπŸš€

To top it all off, I recommend using the Realistic Vision Version 2 SafeTensors file for training. It boasts an impressive 3.85 gigabytes of weights, making it a formidable tool for your training. Direct download link available in the video description and Patreon post.

Join my Patreon today for exclusive access to the dataset, script files, and other exciting perks. Your support helps me create more quality content and tools like these.

Join our community on Discord. Link available in the description.

Give your AI training a major boost with these resources. Don’t forget to like, subscribe, and share to stay updated on future content.

Thanks for your support! See you in the next video, where we’ll explore my groundbreaking workflow for super high-quality DreamBooth training. πŸ‘‹πŸŽ¬

#AI #MachineLearning #ImageClassification #DeepLearning #DataScience #BigData #ArtificialIntelligence #ComputerVision #DreamBooth #LoRATraining #Unsplash #AutoCropping #HighResolution #Patreon #Python #Scripting #RealisticVision #SafeTensors #DataPreprocessing #OpenAI #Dataset #TrainingModels #DataAnalytics #ImageProcessing #Automatic1111

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