Image stability and repeatability (ComfyUI + IPAdapter)

[@daniel99497]

U should win some kind of award for being so helpful to the community

[@omarei]

Yeah seriously

[@stephantual]

The irony is that it's him who's giving the awards. Matteo is an absolute legend 👑!

[@sifeyanis591]

Yes indeed ❤

[@Dave_AI]

Nobody has opened my eyes to the possibilities of ComfyUI more than you have. I'm only two weeks in to my Comfy journey, and I'm already weeks ahead of where I would have been had I never found your channel. If there was an 'Ultimate AI Bro' award, you would win it.

[@ultimategolfarchives4746]

I was aware that moving on from automatic1111 was the correct decision, yet I hadn't realized the extent of what I was foregoing 😂😂

[@ColoNihilism]

totally.

[@vladimirtsarapkin2840]

It is so uncommon to listen to a guide were author has such a clear understanding of the subject. Find you work extremely inspiring and helpful. Thank you, Matteo!

[@tonikunec]

I feel like I am in some science class at the university watching your videos, you have so much knowledge, it's crazy. I watched all your videos and at the end of every one of them my jaw dropped to the floor… Amazing stuff! Keep up the good work, and thanks a lot!

[@goodie2shoes]

So many ComfyUI video's show very little and only hint at the possiblities. Your video's are a revelation! You show SO MUCH and have a deep knowledge of the interface and its possibilities. GREAT STUFF!! thankyou!

[@smitty7326]

I'm not sure what it is, but these are the most clear and helpful guides I've found. I think it helps that you're both building it live and also explaining very clearly what each connection does. Thanks

[@AgentofHappiness365]

I have to say... probably the best AI tutorials out there. Well done and thanks for the knowledge!

[@nolanzor]

Matteo almost summoned Exodia at 11:22 Thank you as always for the great tutorials

[@leonardoamaya1450]

😂

[@ooiirraa]

Thank you again, Matteo 🎉 your freedom of creative thinking is beautiful 🎉 so happy there are such stars in the community

[@kpr2]

Terrific stuff, Matteo! I really appreciate not only that you share your amazing workflows, but that you take the time to really break things down & show us the what, when, how and why of things. I've only been using ComfyUI for a couple of weeks & these kinds of tutorials are an absolute godsend. Thank you ever, ever so much!

[@terrorcuda1832]

That was probably the best video on comfyui that I have seen. I'm new to comfyui and am facing the steep learning curve that goes with it. I find many videos overly technical to start with. You clearly explained your steps, not only how to do them, but why. I learned more from this video than probably the last 15 that I've watched combined! Thank you very much for your time. Keep up the fantastic work!

[@ttul]

Really excellent overview of how you can put many node types together to achieve a fantastic result!

[@sanbaldo]

grazie matteo, questi video sono GOLD!! grazie per il tempo che stai dedicando alla comunità di comfyui!! super apprezzati (se mai ti venisse voglia sarebbe bello avere un corso 101)

[@WuduDionysia]

this was exactly what i have been looking for the whole time!!! thank you so much

[@EpochEmerge]

You are the light in the latent-space darkness. Thank you for the content!

[@marsstaedtler]

Your tutorials are the perfect blend of technical and interesting, i sometimes watch them with no intention to try it myself but just to understand . also would love to see an example of this workflow on SDXL.

[@BoolitMagnet]

What can I say, another jewel in the IPAdapter toolbox.

[@chadhamlet]

Wow! This is exactly what I was looking for. Thank you so much for creating this walkthrough!

[@j18040-u]

Thank You so much, helped a lot. When I was teaching people, I never put music in my classes - people might want to concentrate on your words without music or listen to the music they like.

[@unforkableonion5081]

your videos are great with a lot of details explained in a simple and concise manner! keep up the good work!

[@Matt-st1tt]

Just thank you. Omg been looking for tutorials on this where I can open a work flow and look it through and follow along. Thank you.

[@McxCZ]

Jesus holy moly. Its like "So this 50 nodes is just a beggining".

[@jiucki]

Wow, thank you very much for this amazing tutorial! I'm definitely going to try comfy UI as I would like to have characters to create a small comic

[@sylwestermoniuszko-szymans1488]

few months back I thought the image generation AI is just type some text and get the results, which was boring, but fortunately people found a way to make it skillfull again

[@EqualToBen]

Dude you are a comfyui NINJA this is incredible

[@amkire65]

Fantastic video. I have no idea how long I'd have been stumbling along on my own to try and do something similar.

[@flisbonwlove]

Great work matt3o 👏👏👏

[@pn4960]

Ciao Matteo! Thank you for your work, this is a very nice video. Easy to follow

[@TheWolverine1984]

Listen, the only problem with your videos is that there are too few of them. Each video I watched contains a wealth of knowledge that is missing from any other comfyui or SD videos I watched. I learn so much from your work. Thank you very much.

[@othoapproto9603]

Food for thought, I couldn't eat another byte or bit. Thank you for sharing your skills and hard work.

[@MrPaPaYa86]

Upvote if you are against background music. Great videos my man,keep up the good job this is one of the best sources on the topic

[@latentvision]

no worries, BGM has been removed long ago :)

[@justinwhite2725]

A tip that I figured out yesterday while watching some of the videos on this channel; If your images are dark and muddy it's because you are using samples that are too high resolution. There's a node called 'ImageScaleToTotalPixels' that you should run your samples through. 0.5 (512) for samples and 0.25 (256) for faces work for me.

[@Graino69]

Your tutorials have helped more than anything else on the internet, keep it up man! P.S. Ty for IPAdapter :)

[@rockapedra1130]

You are a virtuoso comfyUI magician. I am in awe.

This video is an international treasure. Protect it at all costs!

[@PradeepKumar6]

Mind blowing and amazing, your all videos are enriched with vitamin, calcium, protein , great stuff. Absolute genius. Probably best in AI. Thank you very much.

[@Clupea101]

Excellent Guide, Top Man

[@ashokp9260]

Awesome! Ur ideas know no bounds.

[@1lllllllll1]

Watching Matteo build a workflow: 8 minutes. Repeating the task on my own without help: 2 weekends.

[@alexgilseg]

thank you so much for this! I've been waiting for this for so long! I can't begin to tell you how greatful I am for what you do. 🙏🙏🙏

[@WhySoBroke]

Supreme amazing stuff (like always) maestro latente!! No other person offers such great knowledge!!

[@shadownote-world]

this is another world. So much to practice.

[@hakandurgut]

this is such a GREAT video, great knowledge, great presentation ! what else can I say..

[@jiml5166]

Wow. Using your tutorials I can pretty much manipulate any image to be what I imagine in my head. Thanks so much.

[@blender_wiki]

Awesome 👍🏿👍🏿👍🏿. Can't wait for your tutorial of batch embeds

[@jacekfr3252]

very informative, well performed, thank you!

[@swannschilling474]

Your videos are insanely dense and totally on top of being comfy to watch and packed with quality info!! ❤

[@Milo_Estobar]

Very good, i knew from my very gut, that comfyui is for advanced user.... But never be able to see what its strength because most tutorial example keep giving easy example which makes me think "why do you even need comfyui?"... Now I have seen the full picture, thank you very much....

[@PumuckelTom]

One of the best mods availeble!

[@JuanS_DuodecimStudio]

Thanks Latent Vision, really helpfull, i' was a bit scared by this V2 changes, but it seems that is a good upgrade

[@ok_AI_]

Absolutely amazing. So much better than training a character lora.

[@jc2shile]

The harvest is full, thanks again for sharing!

[@pk.9436]

perfect work, thank you for inspire us 💪

[@Skyn3tD1dN0th1ngWr0ng]

This is gold, kudos

[@fernandomasotto]

great stuff!! U are a comfyUI wizard

[@anthonymalagutti3517]

Truly fantastic ! Like someone else said on your channel, yiu really openned my eyes on the technical approach and i m understanding a bit more the fundamental concept! Thank you!!! I would love to get more content/ courses from you but at bit slower pace - most of the time ot s hard to get all the details from your screen recordings. I would pay for your high quality content

[@GForcenuwan]

Amazing! Thank you Matteo

[@KooroshGhotb]

The way you harness the power of ComfyUI is amazing, I wish you could make a tutorial for Comfyui, not just IP adapter. I'm sure there are a lot of things that we can learn from you. Please consider this.

[@latentvision]

I've made a couple of more generic tutorials, I'll do more in the future. thanks!

[@KooroshGhotb]

@@latentvision No sir, thank you for sharing your knowledge with us. Hope I could learn more from you.

[@KooroshGhotb]

A quick question though, I followed the link you provided in the captions for ComfyUI essentials extension, seems it leads to IP-Adapter GitHub page. Yet I couldn't find "Image Crop+", even after loading the workflow, Install missing custom nodes couldn't find it.

[@latentvision]

my bad, wrong link, should be fixed now@@KooroshGhotb

[@KooroshGhotb]

@@latentvision Thanks

[@lucagenovese7207]

Come sempre, excellent.

[@jasonmonroe5067]

This is brilliant and super helpful! Thank you!

[@nidefawl2552]

I love your videos. Keep them coming

[@lenny_Videos]

Awesome stuff 😊

[@ImmacHn]

Oh God, I'm glad I came back to this video, I started using attention masks but misunderstood what they were for, I thought it was so the ipadapter would only take into account whatever was in the mask /_ \

[@TheRMartz12]

you are literally a GENIOUS

[@Inner-Reflections-AI]

Great tutorial as always!

[@PyruxNetworks]

Thank you. Great tutorial.

[@luiswebdev8292]

this is incredible!

[@AnthonyDev]

Nice tutorials, thanks!

[@billkage4279]

Great tutorial. I'm subscribed!

[@parth35ify]

Bro is a wizard

[@alexijohansen]

Incredible control!

[@RhetoricalTraveling]

amazing dude!!

[@EhsanHeli-l7y]

Very nice man!

[@ourdailyplanet]

bravo, Matteo!

[@logictunhien]

thanks you so much for tutorial

[@SBaldo8]

freakin amazing stuff

[@SBaldo8]

I was wondering about ways to enhance animation stability with this, might try something later

[@MassimoTodaro74]

mitico - grazie

[@Ellementul]

Thank you!

[@ColoNihilism]

Awesome (A)EYE opener

[@latentvision]

I see what you did there 😄

[@cdrbroda]

Esse magrão é ninja!

[@Nakopal_Nasobiral]

thank you Matteo!🙏

[@alexmehler6765]

this is some crazy magic ..

[@kezzit]

Thanks, it's a magic! )

[@TedWillingham]

Impressive! Do you think adding 1-2 additional images to the face ip adapter will allow for more flexible generations - e.g. a side profile view as well? Or will this simply crowd out the concepts?

[@latentvision]

I would use multiple images based on what I need to do. For example if I need to generate only happy people, I would make a smiling reference. The closer the reference is to what you need to do the better. Sending two contrasting pieces of information to the IPAdapter could be detrimental. That being said nobody knows how this stuff really works and the best way is to experiment.

[@MegaDancesport]

Great video! thank you! but I can't figure out why the Apple IPAdapter node is missing.

[@KriGeta]

I want to talk with you, is there any place where we can talk?

[@latentvision]

discord, there's a link in the description

[@ga1205]

Great video! I'm getting this error though and can't seem to find the node when searching: When loading the graph, the following node types were not found: IPAdapterApply. If I try running it regardless, I get SyntaxError: Unexpected non-whitespace character after JSON at position 4 (line 1 column 5)

[@CH_Nisar]

i am also getting same error

[@pnth2344]

Hello ! Thanks for your great tutorial, it is very precious. I managed replicating your workflow using ipadapter v2, it is more than helpful, but I have some issues and thought maybe I could ask you if you experienced it too already. Do you have any tip for the pose when wanting the character to not look at the camera ? Since the ipadapter for the face relies on a reference image of the character facing camera, asking it to turn away implies to lower its weight, but by doing so, probably the resulting likeness too ? Also, stitching the face+upper+lower body seems to somewhat distort the proportions of the character even if I try to keep cropped squares and a final latent format that is adapted to them, even with a balanced controlnet strength. Finally, some seeds generate shorts instead of pants, which corresponds to the area where upper and lower are being stitched together. Any hints ? :)

[@checkmate559]

Ur legend man ❤

[@BrawnyAi]

I think for SD1.5 that works fine but SDXL has some issues with the IPAdapter, it gives a hazy effect. Changing the weight helps but when it's too low, the result doesn't transfer well, but when it's high, it gives that hazy feel. :(

[@julienduseyau703]

Thanks for the tut! 5:45 the Ipadapter you're applying: i don't have the properties start_at, end_at, seems to be crucial..., also for the clip vision, I don't see that option, I only haveSD/1.5/pytorch_model.bin - obviously I am missing something. The IPAdapter extension and ComfyUI essentials, is really all we need? Maybe I installed it wrong

[@latentvision]

you have an old version of the extension and also probably comfyui. You need to update everything

[@julienduseyau703]

@latentvision Thanks for the quick reply and the hint! I fixed it. It's only by pure accident that I came to comfyui - I installed krita's ai_diffusion plugin a week ago, which installed comfyui - saw the local address and port in the logs, so I went checking... surprise! 😂

[@DeGandalf]

I'm still pretty new to SD, what's the difference between lowering the CFG in the K Sampler vs using the rescale CFG node?

[@latentvision]

roughly said with a cfg rescale you get the benefit of a higher CFG without burning the image

[@logictunhien]

i dont have this note., please help me to install this note . Thanks you so much " When loading the graph, the following node types were not found: IPAdapterApply Nodes that have failed to load will show as red on the graph."

[@latentvision]

check my latest video, IPAdapter went through a code rewrite. The node to use now is IPAdapter Advanced

[@joebreaker11]

Hey, Matteo! Thanks so much for the lesson. Could you plz explain how to variate noise with the help of the Advanced IP Adapter? Its parameters are different from those of the old node that by times I'm feeling at a loss. Is there any way to use the old legacy IP Adapter Nodes?

[@thetruth9806]

Hi Matteo, thank you for this! I was wondering for the masked images of the face, torso, legs, could they remain static for new images, or do I need to change them to match the new images?

[@eucharistenjoyer]

Great video as always. If you don't mind me asking, what does CFG Rescaling do? I've never seen this node before.

[@latentvision]

simply said lets you use higher CFG values without burning the image

[@kakochka1]

Great tut as usual! Will help me greatly in concepting my own characters) btw, could you tell me your opinion on UltimateSDUpscale and why don't u use it?)

[@neofuturist]

Ciao Matteo, 6 un Mito!!

[@l-jn1nt]

can you please show us how this can be done with realistic characters? i have been trying to do it but i cannot get the settings right

[@user-FuTaiwanCK]

wow，it can make animate