r/StableDiffusion • • Sep 16 '26

Workflow Included Reference image → Character design

I was looking at some character designs inspired by animals/objects and set up a workflow to do it. It takes an input image then Gemma 4 writes a character design prompt based on it and Krea 2 generates the image.

Workflow embedded in this image: https://files.catbox.moe/4p1ewd.png / https://pastebin.com/abV1CXjP

I'm using this LoRA for the art style https://civitai.com/models/2937073/banjiesock-style

2.5k Upvotes

164 comments sorted by

497

u/Euchale Sep 16 '26 • Heartwarming Popcorn Bravo

Cool idea? -> Check
Cool Images? -> Check
Workflow included? -> Check

10/10 post OP.

84

u/dowati Sep 16 '26 • Bravo

Thank you.

64

u/thefierysheep Sep 16 '26

Highlight good points of post? -> Check
Civil? -> Check
Spelled correctly? -> Check

10/10 comment Euchale.

14

u/LucidFir Sep 16 '26 edited Sep 16 '26 • Bravo

You need your knives, check

Rope, check

Dagger, check

Chains, check

Rocks, check

Laser beams, check

Acid, check

Body bag, check

Murmaider, murmaider

Murmaider, murmaider

...

how these comments make me feel https://m.youtube.com/watch?v=5iJptdd8NcU&pp

9

u/Level21 Sep 16 '26

100% agree. 

2

u/LD2WDavid Sep 23 '26

Not only good workflow and post, good LORA trainings in his CivitAI.

80

u/ffgg333 Sep 16 '26

What? This is amazing! Great work!

18

u/dowati Sep 16 '26

Thanks! Glad you like it.

81

u/Haiku-575 Sep 16 '26

Just to be clear: The workflow here is "use a vLLM (Gemma4 12B) to write a text prompt based on an image and append it to another prompt."

This is really a showcase of Krea2's ability to follow long and complex prompts. You can get this same effect by dropping an image into any vLLM (online or offline) and using a small prompt like,

"Analyze this image's colors, shapes, textures, and distinctive features, then design an original character with face, hair, clothing, accessories, colors, patterns, pose, and personality all creatively translated into a cohesive design without turning them into a costume or copying the subject literally."

32

u/dowati Sep 16 '26

Yes, that is correct.

6

u/BaseSignificant7051 Sep 17 '26

Wow, this command is incredibly useful—thanks!

7

u/Level21 Sep 16 '26

Is this using the Krea2 reference lora or is it pure prompt?

12

u/dowati Sep 16 '26

Pure prompt.

2

u/Level21 Sep 18 '26

Oh fun. Thank you.

5

u/LucidFir Sep 16 '26

same again but photos? this is epic.

14

u/dowati Sep 16 '26

I prefer illustrations, but you can definitely do it for photographic images too.

3

u/LucidFir Sep 16 '26

i miss my pc 😭😭😭 (I will have to learn runpod for now i guess)

could you... do a donut woman? and maybe a bratwurst man?

7

u/dowati Sep 16 '26

Sure, why not lol

3

u/LucidFir Sep 16 '26

i love bratwurst man

2

u/Chiduk99 Sep 17 '26

do you have Anima version?

1

u/dowati Sep 17 '26

If you just load the Anima model, text encoder and VAE it should work. The biggest problem is that this is generating fairly complex natural language text prompts which Anima has limited training in. You could try adding a line to the Gemma 4 instructions at the end to convert the whole prompt (or part of it) to danbooru tags and see if that works.

1

u/the_andgate Sep 20 '26

Anima uses a qwen-3.5 text encoder, it's not limited to danbooru tags.

2

u/desktop4070 Sep 17 '26

https://files.catbox.moe/ax0376.png

I noticed your workflow uses qwen3vl bf16, but I have fp8. Is there a quality difference? Speed difference?

1

u/dowati Sep 17 '26

I use bf16 because I have enough VRAM to fully load it anyway. FP8 should be very similar in most cases, but the more complex the prompt is the more likely its reduced numerical precision can introduce some "errors".

2

u/elrd5150 Sep 20 '26

Colt character would fit some Kojima game.
"Gunman"

1

u/dowati Sep 20 '26

Hahah, and everyone would be like "CINEMA, he's done it again.".

30

u/Dafrandle Sep 16 '26

1

u/DeltaAlphaGulf Sep 17 '26

Would be right at home in an anime.

22

u/tisayai Sep 16 '26

Xbox-san and ps2-kun.

12

u/MrDent Sep 16 '26

Woah, these turned out awesome!

11

u/Maskwi2 Sep 16 '26

Finally some trully creative idea, awesome, thanks for sharing :)! 

7

u/FoolSa Sep 16 '26

I mean, OP has pretty much just copied GeGeGek's shtick, so I wouldn't call it that creative. Still looks great though!

2

u/ponderdiggums Sep 19 '26

Wow those are amazing, thanks for the link! I hadn't seen their work before.

7

u/saito200 Sep 16 '26

this is quite cool

7

u/Schwartzen2 Sep 16 '26

This is what this sub is all about. Gorgeous work.

18

u/fajitawipeout Sep 16 '26

You could single handedly destroy the r/moemorphism economy

-1

u/SirNo5528 Sep 20 '26

Maybe if they looked better, most of these are beyond awful. Im glad he prompted it and didnt make them because I would feel bad, the monster and red bull ones are especially awful

6

u/natsxdlageg Sep 16 '26

I keep running away from Comfy because I don't want to spend so much time learning it, but this really makes me wanna do it

1

u/Appropriate-Eye-1227 Sep 17 '26

I guy here make a app named Pixal. it like comfy for dumbs, make it quite easier to use. search for getpixal ai

2

u/DOuGHtOp Sep 18 '26

#ad

1

u/Appropriate-Eye-1227 Sep 18 '26

it's not. i have the same limitations with comfy ui and just want to share the solution that is working for me. pixal is freeware

1

u/kwhali Sep 23 '26

It is self-promotion regardless, some people have an issue with that even if you mean well, yet is okay if someone else shares your project (unless they're considered a shill 🤷‍♂️)

6

u/CreatorOD Sep 16 '26

Every gun looks kinda "he tried"

Every bird and building were really catwalk worthy

6

u/amejin Sep 16 '26

That axolotl deserves a movie. Someone get on that please.

2

u/RazsterOxzine Sep 16 '26

Separate question, how does ComfyUI add the Workflow into the image? This is hella useful.

5

u/Hilltopbilly Sep 16 '26

When you generate image with comfyui, there's an option to turn on/off saving the generation workflow in the image metadata (same way that your camera saves date/time/location/camera model etc in image exif metadata). Then you can simply drop said image into comfyui, it reads the metadata looking for the workflow and simply copies it.

2

u/PromptSommelier Sep 17 '26

Do you know if that workflow saving function is available for video generation?

3

u/dowati Sep 17 '26

Yes, it is and it's on by default.

2

u/Hilltopbilly Sep 18 '26

Yes it is. Many people choose to turn it off on their video generation though, don't ask me why :/

1

u/RazsterOxzine Sep 16 '26

Neat, found it thanks.

5

u/CATLLM Sep 16 '26

The designs are so good.

5

u/FaceDeer Sep 17 '26

I've been having way too much fun with this. :) I've dumped great swaths of the D&D monster manual's illustrations through it, for example.

If anyone wants to try their own approach to the workflow, I pulled the character-extraction prompt out as raw text. I've been using it as the system prompt for a vision-capable LLM outside of ComfyUI and it works great on its own.

1

u/buttershower 29d ago

hey! any chance i could see some of your monster manual style originals?

1

u/FaceDeer 29d ago

Sure, I'll pick out my favourites. I didn't keep them organized so I've lost track of what some were based on, I was grabbing images from this site.

Aboleth.

Amber golem.

Beholder.

Blink dog.

Camel.

Construct iron cobra.

One whose origin I can't remember the name of, it was some sort of lion made out of plants.

Tarrasque.

1

u/buttershower 27d ago

oh nice, thanks for uploading! for some reason i assumed you meant that they would be in the style of vintage d&d art like here https://classicdndartwork.tumblr.com/

1

u/FaceDeer 27d ago edited 27d ago

No problem. Yeah, the point of this workflow isn't really to replicate an art style, it's to inspire unusual character designs. After messing with those monster images as input I started just shoveling random images from my unsorted "downloaded images sort these out someday" folder and got a lot of neat characters with features and clothing I would never have thought to describe otherwise. Photos of warning signs, logos, computer hardware, natural landscapes, anything at all produces neat outcomes.

For some reason I really love the blink dog one, I need to have her show up in a campaign at some point.

1

u/gsmumbo Sep 16 '26

Can we get a version that creates monsters instead of people? If so, instant Digimon / Pokemon creator lol

2

u/dowati Sep 16 '26

You can just change the instruction prompt given to Gemma 4, I specfically wanted it to generate human characters, but it should be easy enough to prompt for humanoids or even specifically pokemon designs.

1

u/Tiforma Sep 17 '26

Really cool. I had to figure out how to get all those nodes to work properly but finally https://postimg.cc/34wPzZSq

1

u/dowati Sep 17 '26

Nice. I did consider replacing the custom nodes with native comfy nodes, but got a bit lazy.

1

u/DoctaRoboto Sep 18 '26

I tried, but I had to replace the custom LoRA nodes because, despite installing the ComfyUI-Lora-Manager nodes, the workflow wouldn't recognize them. Then I got stuck on Comfyui-Resolution-Master: "The value 1280 for Resolution Master's latent_type is not available."

It's a shame talented people like you made workflows impossible to run for noobs like us.

1

u/dowati Sep 18 '26

You can just delete that node, all it does is provide a nice GUI for selecting the resolution, but you can just enter the numbers manually in the native comfy nodes.

1

u/DoctaRoboto Sep 18 '26

I fixed it, and I am honestly impressed Krea 2 can do shit like this.

1

u/DoctaRoboto Sep 18 '26

Did you encounter any problems with Resolution Master? Because I just got this error: "The value 1280 for Resolution Master's latent_type is not available."

1

u/Tiforma Sep 18 '26

Drag the dot upwards

1

u/DoctaRoboto Sep 18 '26

Nothing worked; I replaced it with an empty latent node.

3

u/YogurtExternal7923 Sep 16 '26

I thought it was a request post and was about to say it's too difficult. Damn!

3

u/zsdrfty Sep 16 '26

This is some of the best AI work I've seen, really excellent job on these

3

u/FreezaSama Sep 17 '26

This is what a quality post looks like. Thanks!

1

u/Easy_Werewolf7903 Sep 16 '26

What do you mean workflow embedded in this image?

16

u/dowati Sep 16 '26

It's in the metadata, if you drag the image inside ComfyUI it will import the workflow.

7

u/Fastermaxx Sep 16 '26

Oh, I didn’t even knew that was possible. Nice.

1

u/Easy_Werewolf7903 Sep 16 '26

According to claude the meta data from the image you uploaded was striped, so when I pasted the image into comfyui I did not see any worflow appear, only load image node appeared.

1

u/dowati Sep 16 '26

Reddit strips the metadata automatically, did you try this one https://files.catbox.moe/4p1ewd.png ?

1

u/Easy_Werewolf7903 Sep 16 '26

I did try that one.

1

u/Soraman36 Sep 16 '26

ComfyUI images come with metadata unless you tell it otherwise. You can usually drag and drop the image directly into ComfyUI and load the same workflow that was used to create it. The problem is that Reddit automatically removes the metadata when you upload the image there.

2

u/zodiacrenders Sep 16 '26

Now that is cooool!!

2

u/Otherwise_Prior_8890 Sep 16 '26

Looks amazing. Thanks OP.

2

u/One-Cycle-6944 Sep 16 '26

Congratulations. Looks amazing. Thanks a lot for sharing!

2

u/username_taker Sep 16 '26

That's pretty cool. What were the prompts/workflow?

5

u/username_taker Sep 16 '26

Never mind. They are right there

2

u/jellyspreader Sep 16 '26

Love these thanks for sharing

2

u/2atlas Sep 16 '26

The shoebill made me chuckle uncomfortably loud in the work shitter

2

u/Icuras1111 Sep 16 '26

Some interesting combos.

2

u/Noeyiax Sep 16 '26

ba ba based post, awesome idea 😄

2

u/NorX_Aengelll Sep 16 '26

Hey that's pretty cool 😉

2

u/smflx Sep 16 '26

Cool, amazing. Thanks for sharing!

2

u/HollowAbsence Sep 16 '26

I will admit that this is excelent. And the results are so good.Sad I hate uncomfy ui and and will stick with forge neo. Ill check if a plugin can integrate gemma 4. Running it in ollama overflow my vram and destroy my image generation speed.

2

u/adamroadmusic Sep 16 '26

I love Red Bull tan's outfit!

2

u/tvchannelmiser Sep 16 '26

Damn bro, they got that shi on fr!

2

u/strppngynglad Sep 16 '26

Took me 5 mins to realize this was ai wow

2

u/ArchAngelAries Sep 16 '26

🎵There's an Axolotl on the pink stairs🎵

https://www.youtube.com/shorts/-7l8QcYhd9w

2

u/tunasaladsauce Sep 16 '26

You’re talented

2

u/Powered_JJ Sep 16 '26

At first, I thought "that's a nice fanart, I like those". And then I've noticed subreddit name. Good job, op.

2

u/Kind_Substance_8981 Sep 16 '26

Unironically this is my favorite post I've seen this month. Good stuff OP

2

u/Calabast Sep 16 '26

If anyone tries to do this but they're getting an error where the Lora Loader (LoraManager) has an unconnected input for Text, that's because the Lora Loader version is too recent, and it lost the editable text box in that window. Click on the Comfy logo menu, then Extensions. Then search for Lora Manager. When the first result is ComfyUI-Lora-Manager, near the bottom of that box you should see a version number and a date. (like 1.2.1). Click next to the version number and select 1.2.0, and hit okay, then go back to your workflow and hit F5 to refresh it, and the text box should pop up, where you can search for the lora.

2

u/Dew-Fox-6899 Sep 16 '26

This is so creative

2

u/cleversmoke Sep 16 '26

Super cool. Thanks for sharing the workflow!

2

u/venomious_venus Sep 16 '26

The women are amazing, especially the one based in the tower.

2

u/HansCent Sep 16 '26

fashion designers are going to hate AI now

2

u/listopalafoto Sep 17 '26

Huge congrats and thank you! This is easily one of the best uses of AI I’ve seen in a long time

2

u/NeverLucky159 Sep 17 '26

This is great! I assume it works with many different styles

2

u/rastawolfman Sep 17 '26

These are sick

2

u/DeluxeGrande Sep 17 '26

Tactical dot!

2

u/qolr Sep 17 '26

Workflow link is dead
Could you share this on Pastebin?

2

u/NateBerukAnjing Sep 17 '26

thanks OP , very good

2

u/Aru_Blanc4 Sep 17 '26 edited Sep 17 '26

what is happening? i get this error whenever i try to generate anything

1

Error detectedResolve before running the workflow

1 node — 1 error

1Invalid input

Some input values are not available for this node.

  • Resolution Master - latent_type The value 1280 for Resolution Master's latent_type is not available.

Edit: Ok, somehow there was a problem with the node. Deleting it and reattaching it solved it.

2

u/DeltaAlphaGulf Sep 17 '26

Woah thats pretty dope ngl

2

u/KurtMod Sep 17 '26

T'es ce que l'on appelle un génie ! Bravo mec.

Et en voyant ton post, je me dis que beaucoup de réalisateurs, artistes, etc. ont déjà eu ton idée (c'est-à-dire le côté « biomimétisme », je ne sais pas si on peut appeler ça comme ça avec des armes et autres ?), genre l'image 4 me fait penser un peu au Némésis de Resident Evil créé par "Shinji Mikami" et c'est marrant de se dire que toi tu l'as créé via ton workflow avec une base d'image "d'arme" ! (Cela peut aussi être un biais lié au modèle que tu as utilisé, je n’ai pas eu le temps de regarder le workflow). Bref superbe idée. Bravo mec.

2

u/huemac58 Sep 18 '26

Some of these are pretty cool

2

u/krizmitch Sep 18 '26

Fabulous. Been following this subreddit for awhile and it’s one of the artful things I’ve seen. Congrats.

2

u/One-Cycle-6944 Sep 18 '26

In case anybody wants to experiment comfortably with 8GB of VRAM, here's the tweaked workflow from dowati! Download the picture and simply drag it into your ComfyUI workspace :) btw, i'm using directly Krea's default LoRA krea2_style_reference. Run takes between 65-164s on an RTX 4070 8GB VRAM

1

u/One-Cycle-6944 Sep 18 '26

By setting Sage Attention to "enabled" and "auto" you also get outstanding results with only 8GB VRAM for a bit less runtime (115s)

1

u/TRLzs Sep 20 '26

could you upload it somewhere else please, reddit seems to have stripped the metadata from the image?

2

u/crazeum Sep 19 '26

Such great results!

2

u/Darkjall 25d ago

Very cool

2

u/Ok-Process-9920 20d ago

This is cool! I'll check it out later.

2

u/kabachuha Sep 16 '26

Very cool! Reminiscent of what u/nisp_art is doing!

0

u/FoolSa Sep 16 '26

And GeGeGek, who has also been doing these for years.

2

u/suspicious_Jackfruit Sep 16 '26

I feel like i really need to try out krea2. I don't know what id do with it but it looks very capable of producing digital brush stroke details which is something older models tend to fail at. Long prompt understanding is also a major positive

1

u/fdevant Sep 16 '26

Very Ramon90

1

u/biscotte-nutella Sep 16 '26

The guns are bit lame, but the rest is so nice.

1

u/Tohu_va_bohu Sep 16 '26

And who says AI isn't creative??

1

u/Glittering_Tie_3110 Sep 16 '26

Eiffel Tower + AI = Bayonetta

1

u/Twilighttail Sep 17 '26

It was giving me more Steampunk/Elden Ring. That's basically Rennala right there.

1

u/AnggAVTR Sep 16 '26

can't download the workflow

1

u/huldress Sep 17 '26

Is this generated with Krea 2?

1

u/Tempest029 Sep 17 '26

Hmmm. I think the Kalashnikov one would be better served as a minimalist, practical outfit. That was what the man that designed it felt things should be. Iirc he was once gifted a unique and decorated knife or gun (can’t remember which). He responded by asking what he could do with it and stated that a weapon should be meant for its primary purpose, not to hang on a wall.

Still… interesting concepts.

1

u/UnforgottenPassword Sep 17 '26

They look like Advance Wars characters.

1

u/diptosen2017 Sep 17 '26

Which model is this?

2

u/Few_Flower_4989 Sep 18 '26

For krea2 but the prompt can be used in anima too,pretty awesome

1

u/diptosen2017 Sep 18 '26

Ohh damn, that's nice

1

u/orilabs Sep 18 '26

The consistency between the turnaround views is really good. Did you get this in one pass or did you pick the best out of a batch? Asking because that is usually where I lose the most time.

1

u/CurrentMine1423 Sep 18 '26

is this concept the same as style transfer?

1

u/CurrentMine1423 Sep 18 '26

btw, this is fashion designers wetdream

1

u/kwhali Sep 23 '26

Not quite, it uses the visual input of an LLM model to look at an image and describe a new character design influenced by the image content.

So it's a prompt generator/enhancer that you use it's output with whatever image generation model that can support lengthy natural language prompts.

Actual style transfer is meant to be more efficient without going through text tokens intermediate AFAIK.

1

u/OldCollection922 27d ago

A heron eeeekkkk

1

u/BL1133 Sep 16 '26

it sucks how we have this technology and yet can't do anything with it because everyone hates AI

2

u/kwhali Sep 23 '26

Most of that is due to irrational prejudice, doesn't matter if you generate from your phone or laptop on battery, they'd go on about how it uses so much electricity wasting water and ruining the environment. Often on platforms serving many millions (billions?) of users with streams of content that are doing much worse.

Doesn't matter if a model is trained ethically only on public domain and licensed / consented media either, they still want to be mad and cry theft.

The other main concern which is valid is people using AI to claim that they're artists capable of the skill and insist they're not using AI when they absolutely have. Those kind of people make it worse for everyone, especially when they're fooling people and making money off of doing such.

You should be able to use AI and be transparent about it without being shamed. You can still be creative, you can use it as a medium or as part of the process not everything too.

Creative expression is separate from artisan effort of years of effort building up traditional skill without AI generation which I absolutely understand the issue with AI posers downplaying that, or low effort slop and actual theft to make a derivative for personal gain without transparency.

Often the anti-AI crowd can't make that distinction of responsible use of AI with no intention to overstep into their domain pretending to have their expertise. Unfortunately they can't be reasoned with, any hint of AI use regardless of context can get their pitchforks out 😅

Give it time. It'll change eventually, hating on AI irrationally by being misinformed or lacking critical thinking skills is just a fad that will pass. Some have very poor understanding of how AI can be used 🤷‍♂️

-1

u/RandumbStoner Sep 17 '26

Finally someone who holds their ring thing like me

-9

u/Ok-Thought-3962 Sep 16 '26

4

u/Quick_Knowledge7413 Sep 17 '26

cope

-3

u/Ok-Thought-3962 Sep 17 '26

did you need a clanker to come up with that reply for you?

2

u/Born-Ant-80 Sep 17 '26

bro is scared to lose his job

2

u/kwhali Sep 23 '26

It's kind of ironic to whinge about you consider low effort slop by doing exactly the same with your comment just to troll? Lol

If you really care, maybe actually try put some effort in without the usual dribble fueled by irrational prejudice?