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1000's SDXL REGULARIZATION IMAGES (Patreon)

Published:
2023-08-11 17:24:31
Edited:
2024-02-25 13:44:59
Imported:
2026-06
Tags:

Content

I've meticulously curated and resized thousands of high-quality regularization images for various class prompts for SDXL training, and I'm offering them exclusively to my supporters!

What's included?

1000s of images of 'Man'

1000s of images of 'Woman'

2000 images of 'Person' (a blend of 'Man' and 'Woman')

1000s of images of 'Artstyle'

All of these are available in two resolutions: 1024x1024 and 768x768.

🤔 But first, what are Regularization Images?

Regularization images are more than just good looking images. They play a critical role in image processing and inversion.

1. Preventing Overfitting & Preserving Classes:

When we're training models, there's always a risk of them becoming too familiar with our training set, causing them to lose their versatility. This phenomenon is known as overfitting. Regularization images help prevent that.

Moreover, let's say you're trying to train a model to recognize an airplane. Without proper guidance, it might mistake it for a car, bike, or even a toy plane. By using airplane regularization images, we're essentially giving our model a "classroom lesson" on what airplanes truly look like.

2. Enhancing Editability:

One of the challenges with training is retaining the editability of images, especially with prolonged training. My curated regularization images ensure that the images retain their uniqueness and don't become carbon copies of the training set.

These regularization images are a result of countless hours of curation and refinement. They're designed to give your training a significant edge, ensuring that your models are trained effectively while retaining their uniqueness!

LINK TO DOWNLOAD (PATREON doesn't support files over 200mb....) :https://bit.ly/reg-images

or mega link (copy paste that full URL, patreon has trouble displaying the link) https://mega.nz/file/SAUyxT5J#kTfnFslj-cwSfAAtcERSY2OTVfQiHgFql6bc-H3zNR4Use Winrar to extract the file using the password: aitrepreneurLet me know if you have a problem with the download!

As always, supporting me on Patreon allows me to keep creating helpful resources like this for the AI art community. Thank you for your support - now go train some awesome LORAs!

Files

Comments

nellz

Can you please get a mirror link or upload the folders individually instead of all of them in 1 zip? Mega has transfer limit of 5gb. Its not possible to download the file without a paid account as it is 5.05gb.

ZanderZrantZ

Mega last a limited for free accounts and your file is right above the 5 gb limit (fwerid don't seem to have an issue with the models one but we do with this one ) not sure if u wanted to change that.. (it looks like is telling me i need to wait 6 hours to be able to contiune for free)

Aitrepreneur

you can use megabasterd for that but I'll try to find another hosting service also

Aitrepreneur

you can use megabasterd for that but I'll try to find another hosting service also

Flonix

hmm, i am currently downloading and is just veryy slow

Bobbie

thanks for this

Steve

Thanks worked fine! Initially I misunderstood the message mega.nz was trying to upsell I was able to click on the bottom and skip that and it downloaded in my browser wouldn't allow me to put it into a download manager...any other secrets for captioning that aren't on youtube or useful workflows to get the lora to shine on comfyui?

Aitrepreneur

I also added another link for the download, it should work fine now ;)

Aitrepreneur

I also added another link for the download, it should work fine now ;)

Aitrepreneur

I also added another link for the download, it should work fine now ;)

James Clow

Hi, Thank you that's brilliant. You say that "we're essentially giving our model a "classroom lesson" on what airplanes truly look like.". Where did you get the regularization images from? Also would there be any benefit to me swapping some of the lower detail images with higher detail ones, or does the pose play an equal part? I'd love to learn more about regularization images and the part they play.

Craig

Can you add these as a tar? I find runpod can be a bit hit or miss for uploading batches of files so it would be nice to use wget to download these images.

Boxertwin

Thanks for this great resource. Could you give a little more advice on their use? I noticed the 4 LORAs below didn't have regularization images in the dataset, so just curious when you would use these and how many in relation to the overall image set, etc....? Thanks!

Aitrepreneur

I found them on websites like Unsplash and other copyright free images sites, compiled them, took out the ones that didn't look like the class prompt I was searching for (man-woman-style) and resized them to the right resolution. The variation in the images and poses again play an important role in making sure that the model truly understand what you are training, that the model does not drift into something that is not what you are trying to train and that the final model is not overfitting, meaning that It will start to look like the training images, so we need variation, number and quality all at once in order to get the best results, of course a few ok images are not going to influence that much the whole model, also because model reg images are not even used during the whole training, it all depends on the number of training images but the ones I provided are moooore than enough as long as you have less than 50 training images, in that case you might want more regularization images, but this is really an exceptional case, you really don't need this much images to begin with.

Aitrepreneur

really? It usually takes a few seconds to upload, it's like 100mb of images total

Aitrepreneur

they did have reg images during training, I didn't put them in the folder since you have them right here.

JoeyDotDigitize

The mega link says you have to sign up to download the complete file. :( But I have an idea, you can just build a webserver from your home, let me see if I can build one. I had one up but had to take it down. On FIOS speeds too.

JoeyDotDigitize

I just saw the mega website makes you wait like 5 hours after 90% complete, but you can resume it.

robot sound

rar file will not uncompress, gives error "unknown archive type, only plain RAR 2.0 supported(normal and solid archives), SFX and Volumes are NOT supported!"

Ramon van Schie

Thanks I was just looking for this! was going crazy manually scraping images.

Michael

which set should i use if i wanna train a object like a shirt?

Aitrepreneur

for this you should use images of shirts, I might make a separate video on objects

Mike Menders

Fantastic collection! Many thanks!

Vlad S

Any suggestion on how to train lora for two different people at once? So SDXL can create pictures of both together and faces will not be a blend of features that belong to both?

DTar5478

What folder should these images reside in? Thanks!

Aitrepreneur

they need to be used inside kohya for lora training when it ask you for reg images

DTar5478

Thank you! Noob, but learning fast

Alex Kuu

Thanks for the material. I understand that you have already discussed these topics, but I would like more precise answers from you. I have two questions. 1. I want to create LoRA for the style of grimoire pages with yellowed paper and pencil or charcoal drawings on rough paper texture. I have a question: do I need to create REGULARIZATION IMAGES of the same type as the images based on which I am training, or do I need utterly different image styles from your set? 2. Are there any rules about the number of REGULARIZATION IMAGES? Are 10 REGULARIZATION pictures enough per 100 training pictures? Or do I need 100 REGULARIZATION pictures with 10 educational ones? Or other proportions.

Aitrepreneur

if you are training a style I would actually recommend not using reg images, compared to training a person, their use is very optional, I will explain it in the next video

Liam John

Can you make it so people can download each folder separately because it is too big to just be a normal folder when I download it. Thank you!

Edmund Tan

hi sorry- am new here- where should i place the unzipped contents?

Aitrepreneur

You need to use them for kohya training, when it asks you for the reg folder

StableStab

it says the password is invalid

leo kim

any plans for dog images..?

Aitrepreneur

maybe yes, I'll probably do another video on animals

Sam Lavy

Hi, i'm on Mac, I don't have winrar. Can't seem to open it. The password is not correct. What should I do?

Xaddre

any chance you could split up the files into different MEGA files because its 5.05 GB and the MEGA free plan only supports 5 GB downloads for free plans unless I want to wait 6 hours to finish the last 50 MBs. Edit: NVM I didn't see the second download link I'm good :)

Robert Merrill

is the tagging structure different? Wondering if these will work on 1.5SD as well.

Aitrepreneur

you can use them for 1.5 as long as you resize them to 512x512 resolution

David Mekibel

hello photos seam to be corrupted. atleast woman 1024 for sure

David Mekibel

nvm i just forgot to put the password in to the unarchiver when I was unzipping

Aitrepreneur

yes I also recommend use winrar in case it didn't work before

jamal

it doesnt let me extract the files

jamal

i cant extract the folder. so i tried going through mega but copy and pasting the password says it is incorrect

EvanGuo

how to use it,when I train a man,I choose which one from your pakage

Allucinari

EDIT: I was able to open this on a mac, then transfer back to PC, but on the PC, just to point out, I could not open it: Original post: I've downloaded this twice from bit.ly and tried to open it both with system and win-rar but it seems to be corrupted as it only gives the "man" folder and no images. The mega download stops just under 5GB and requires a membership or waiting six hours.

Aitrepreneur

I can assure you it works, the bit ly link sould work better than mega, use winrar to open the archive with the password

ABA (edited)

Comment edits

2026-09-08 20:00 Im having the same issue with the first site... it says:An unexpected error is preventing the archive from being extracted ...Error 0x8096002A:No error descrption available. I should note that I am using winrar.
2023-10-28 02:38

Uru
>>120827122

It was rude of me to make my first post a complaint about something. I apologize for that. I think your videos a/should be elevated to global treasure :)

Aitrepreneur

I can assure you it works, make sure that the download was done correctly

robbiek

Kohya states that it finds a valid directory structure but finds no suitable images inside it. Anyone else had this issue?

Aitrepreneur

you can send me more info in dm, screenshots also if possible

robbiek

I was targeting 1024_subject directly instead of the parent directory. Derp. All good, thanks brother!

djpashka

Aitrepreneur! thank for the images. Worked for me without any issues. I'm on PC, used winrar for extraction, just need to put in the password.

Jordan Wiggins

make sure your folder structure looks like 1_subject otherwise it will repeat each image 1024 times

Zahir Kahn (edited)

Comment edits

2026-09-08 20:00 The password is no longer valid
2023-11-20 19:59

Aitrepreneur

it is valid, you need to use winrar for the extraction

Justus Hulmu

For your next runbod training tutorial you can put: "tail -f /workspace/logs/kohya_ss.log" in terminal and you get logging in terminal (:

Aitrepreneur

Yes I've known about it just after I did my first Lora training video :)

Roy

Is the WW password issue fixed? Came here mainly to save myself that work :)

Aitrepreneur

there is not issue, use winrar to extract the archive and the aitrepreneur password

Pauline Fannes

hello, it took me a while to understand how to open the training files, I finally understood by reading the comments here. But I searched a lot on my own, I downloaded a lot of software to try to restore the images because I thought they were damaged. At the beginning I could use SDXL in 512X512 with my 8GB Ram GPU but after my attempts, it's impossible to use SDXL even when I reduce the size of the images very much, what I get makes no sense, I would really like go back ! Only 2 days ago everything was working fine, do you have any idea how I could do it?

Pauline Fannes

it's good, no need to reply to my message, as I really couldn't find it, I restored my PC to a lower date (I went back 2 days) and hallelujah, it works again but only refiner, base s It's decided to strike... But that's it, I'm happy, I'll finally be able to train my lora!

Aitrepreneur

Hi, so if you need help on how to use these files just watch my lora training video series. Also the reason why you can't train sdxl at 512,512 is because sdxl was trained at 1024,1024 so you need to use that resolution for training to get the best results. Which means that with 8gb of vram you can't really do that (at least with an acceptable speed). I think the reason why you could before and not anymore is because you do the latest nvidia drivers and disabled system memory fallback. System memory fallback just means that once you have exhausted your vram, it will start usingyour ram instead, which is great but it's gonna make the training time extremely long (dozens of hours compared to 1-2) so it's up to you I guess. Either train sdxl at a slow speed, or disable memory fallback and train sd 1.5 instead at a good speed

Peter Nyman

i downloaded an program called winrar and open ot through there

Prairie Fawkes

I think the issue that people must be having with the Extract not working and the files being corrupted is that they're not giving the extractor the right password. I was having the same issue with 7zip because when it pops up "PASSWORD" I just assumed it meant MY password. So I gave it my PC password and it then just decrypts corrupted files. It might save you time having to answer people's comments if you really make clear in this post that when the RAR Extractor asks for password you need to enter "aitrepreneur". The way the posts makes it sound it seems like that password is just for Mega. I didn't even know RAR files could be encrypted! Thanks for the resources!

Some Guy

The password for the megalink no longer works

Some Guy

other link works fine

Aitrepreneur

it works, the link is just cutoff on mobile

Some Guy

ahh gotcha. ty

koumac kouini

hello, to do SD training, do you have to resize the Regularization images to 512? and in the settings, uncheck SDXL and use a basic SD model? that's all ? many thanks