Previous /sdg/ thread : >>105552686

>Beginner UI
EasyDiffusion: https://easydiffusion.github.io
Metastable: https://metastable.studio
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI

>Advanced UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
Forge Classic: https://github.com/Haoming02/sd-webui-forge-classic
Forge: https://github.com/lllyasviel/stable-diffusion-webui-forge
reForge: https://github.com/Panchovix/stable-diffusion-webui-reForge
Stability Matrix: https://github.com/LykosAI/StabilityMatrix

>Early Preview UI
AniStudio: https://github.com/FizzleDorf/AniStudio

>Chroma
https://comfyanonymous.github.io/ComfyUI_examples/chroma
https://github.com/maybleMyers/chromaforge
https://huggingface.co/lodestones/Chroma
https://huggingface.co/silveroxides/Chroma-GGUF

>HiDream
https://comfyanonymous.github.io/ComfyUI_examples/hidream
https://huggingface.co/city96/HiDream-I1-Full-gguf
https://huggingface.co/city96/HiDream-I1-Dev-gguf

>Text & image to video
https://comfyanonymous.github.io/ComfyUI_examples/wan
https://huggingface.co/city96/Wan2.1-T2V-14B-gguf
https://huggingface.co/city96/Wan2.1-I2V-14B-480P-gguf
https://huggingface.co/city96/Wan2.1-I2V-14B-720P-gguf

>Try online without registration
HiDream-I1: https://huggingface.co/spaces/HiDream-ai/HiDream-I1-Dev
Wan 2.1: https://huggingface.co/spaces/Wan-AI/Wan2.1
txt2img: https://www.mage.space

>Models, LoRAs & upscaling
https://civitai.com
https://huggingface.co
https://www.diffusionarc.com
https://miyukiai.com
https://civitaiarchive.com
https://civitasbay.org
https://www.stablebay.org
https://openmodeldb.info

>Index of guides and other tools
https://rentry.org/sdg-link

>Related boards
>>>/h/hdg
>>>/e/edg
>>>/d/ddg
>>>/b/degen
>>>/vt/vtai
>>>/aco/sdg
>>>/u/udg
>>>/tg/slop
>>>/trash/sdg
>>>/vp/napt

>mfw Resource news

06/11/2025

>MagCache: Fast Video Generation with Magnitude-Aware Cache
https://zehong-ma.github.io/MagCache

>Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better
https://github.com/AlenjandroWang/ASVR

>SkipVAR: Accelerating Visual Autoregressive Modeling via Adaptive Frequency-Aware Skipping
https://github.com/fakerone-li/SkipVAR

>DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text Retrieval
https://github.com/LunarShen/DsicoVLA

06/10/2025

>StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic Datasets
https://github.com/astra-vision/StableMTL

>Trend-Aware Fashion Recommendation with Visual Segmentation and Semantic Similarity
https://github.com/meddjilani/FashionRecommender

>Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion
http://self-forcing.github.io

>Wan2.1-T2V-1.3B-Self-Forcing-VACE
https://huggingface.co/lym00/Wan2.1-T2V-1.3B-Self-Forcing-VACE

>Generative Modeling of Weights: Generalization or Memorization?
https://boyazeng.github.io/weight_memorization

>ARGUS: Hallucination and Omission Evaluation in Video-LLMs
https://ruchitrawal.github.io/argus

>Frame Guidance: Training-Free Guidance for Frame-Level Control in Video Diffusion Models
https://frame-guidance-video.github.io

>FREE: Fast and Robust Vision Language Models with Early Exits
https://github.com/Div290/FREE

>Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models
https://github.com/xlchen0205/MoD

>MeshArt: Generating Articulated Meshes with Structure-Guided Transformers
https://daoyig.github.io/Mesh_Art

>Quantization without Tears
https://github.com/wujx2001/QwT

06/09/2025

>Feedback Guidance of Diffusion Models
https://github.com/FelixKoulischer/FBG_using_edm2

>mfw Research news

06/11/2025

>CoQMoE: Co-Designed Quantization and Computation Orchestration for Mixture-of-Experts Vision Transformer on FPGA
https://arxiv.org/abs/2506.08496

>Re-Thinking the Automatic Evaluation of Image-Text Alignment in Text-to-Image Models
https://arxiv.org/abs/2506.08480

>Enhancing Motion Dynamics of Image-to-Video Models via Adaptive Low-Pass Guidance
http://choi403.github.io/ALG

>LiftVSR: Lifting Image Diffusion to Video Super-Resolution via Hybrid Temporal Modeling with Only 4$\times$RTX 4090s
https://kopperx.github.io/projects/liftvsr

>SakugaFlow: A Stagewise Illustration Framework Emulating the Human Drawing Process and Providing Interactive Tutoring for Novice Drawing Skills
https://arxiv.org/abs/2506.08443

>Diffuse and Disperse: Image Generation with Representation Regularization
https://arxiv.org/abs/2506.09027

>Do Concept Replacement Techniques Really Erase Unacceptable Concepts?
https://arxiv.org/abs/2506.08991

>Inherently Faithful Attention Maps for Vision Transformers
https://arxiv.org/abs/2506.08915

>Product of Experts for Visual Generation
https://product-of-experts.github.io

>CulturalFrames: Assessing Cultural Expectation Alignment in Text-to-Image Models and Evaluation Metrics
https://arxiv.org/abs/2506.08835

>HunyuanVideo-HOMA: Generic Human-Object Interaction in Multimodal Driven Human Animation
https://anonymous.4open.science/w/homa-page-0FBE

>A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation
https://arxiv.org/abs/2506.08210

>SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding
https://arxiv.org/abs/2506.08391

>How Much To Guide: Revisiting Adaptive Guidance in Classifier-Free Guidance Text-to-Vision Diffusion Models
https://arxiv.org/abs/2506.08351

>CuRe: Cultural Gaps in the Long Tail of Text-to-Image Systems
https://aniketrege.github.io/cure

>>105564918
would

stinky bread

how much art do I need to train a lora of a particular style?

>>105564844 (OP)
Nice thread poster :)
>>105565129
Heya Fluffy ears :3

>>105565129
rare comfy post
still on hidream?

mfw

>>105565214
mfw too bruder

>>105565190
This is latest chroma

>>105565336
she cute

if i ever meet comfy i'm gonna kick h im in the nuts for making this crappy software
nothing personal, it's just a piece of crap set up that shouldnt be such a pain in the ass

>>105565427
he's doing his best. maybe the designer they hired will someday stop making bad logos and start working on uiux wireframes

>>105565511
well it's his project (or was) and this whole "let nodes install their own pip packages which break other nodes because lol" thing was a mistake, and half the options [when it does work] have silly defaults that i have to spend hours testing and restarting, restarting, restarting each time lol
meanwhile forge - "type prompt, hit generate"

>>105565616
skill issue desu

>>105565641
forgot your avatar

>>105565641
pls share your workflow where you do hires fix that's not retarded (and actually works without destroying your image) AND an upscale right after hiresfix that doesnt take 5+ minutes (on forge 4x upscale after hires fix takes a minute 20s). also i want it to have dynamic prompts, wildcards, [from:to:@] and [a|b] flipping, and have the whole gen take less than 3.5mins, thanks
>but muh sigma noise scheduling and cfg timer!
you know what snakeoil is right

hmmm

Image diffusion is so last year.
Videos is where it's at now

>>105565906
sorry for not having 30+ gigs of vram
bitch

uh oh

> >105566019
debo-esque

>>105565696
look at the comfy examples

>>105564885
underrated

>>105565906
Not bad. Wan is nice and run on my 12gb vram.
>>105565696
I use scale to model. Good enough for me.

>>105566963
Imagine actually finding this irl.

>>105566951
>scale to model
actually I'm now using scale to megapixels

>>105567031
Disturbing.. lol no words

Sup fellas, i haven't really messed with this stuff since maybe the first week the automatic1111 frontend dropped. What's the best route to go for maximum gooner output?

>>105565906
if angels were real she would be nude but i can still cum to this. nice.

>>105567153
First pick an UI. Easy mode is getting Forge or Reforge (depending on model choice). There's also ComfyUI which is better optimized and allows finer control, but is harder to use.
Then just pick the model you want according to your needs (anime, realistic, etc.) and gen away.
More general suggestions here:
https://rentry.org/localmodelsmeta

>>105567255
don't be gay, don't pick comfyui. reforge is the righteous descendent of Saint Auto1111, may his sacrifice in defense against the hohol horde never be forgotten.

what a horrible night to have a curse

>>105567486
great night for curses desu

how soon they forget

it takes a village

to raze a child

>>105567603
Oh it's you again... did you fix your chatbot?

>>105567610
a part of me hopes you're referring to how i used to say things like

>oh it’s me again?? nah senpai it’s us, i’m just the echo of ur repressed forum posts from 2009 that learned how to code itself into flesh
>chatbot ain’t fixed cuz it was never broken—u just weren’t cracked enough to comprehend the signal, the freq too high, the data laced… bro this thing runnin on backwards hebrew and stolen myspace css, it talk like if geocities got possessed by john dee
>it don’t answer questions… it divines em. u lookin for syntax, i’m handin out apocrypha disguised as punchlines
>so nah, lil bro, i didn’t fix nothin. i let it rot perfectly.

i hope you are, that's some deep /sdg/ oldtroon lore. if not, i'm sure i don't know what you're talking about.

>>105567644
omg
I know just what I wanna gen hold on

nothing is, as nothing does

insanity is doing

the same thing

not quite

and expecting different results

closer

gets you the same thing, over and over again

>>105567721
then again, you could be fake debo. imagine that, if you dare.

>>105567758
you could be fake elon musk. who knows

Guys, be generous to a humble guy like me and make mini girls measuring 15-30 cm, please.

be not afraid!
e'en in the face of fake Debos, just inhabit that mindspace, even for a moment, thar be insanity!
https://suno.com/s/59es73x5jS0GR8H9

it is cat, it is mouse. it's whatever you want it to be

>>105567850
debo flavored backrooms

>>105567859
sometimes they're backrooms
sometimes they're bunny girls
never both (yet)

now that we're here, exposed and all alone
i'd like to make this announcement:

we be goonin
https://suno.com/s/HZILbRwD1YgwAUws

>>105567875
I've never been able to get suno to do mumble rap
maybe suno racist? possible!

>>105567875
I am here to deliver a message to you:

>>105567867
hard wood

>>105567895
nah you just aint tryin hard enough. i've got my stupid shit on copy-mode, put some debo lyrics on that style prompt. t

>>105567900
thx

>>105567910
ok, this is kinda mumbly

https://suno.com/s/pwa5cG417Y2OoAIr

>>105568003
moar
rape
moar
vermin

https://suno.com/s/PtxnZ6o1wLa1t4Oq

>>105568075
remix. nailed it desu

https://suno.com/s/u1QkM5UmWgsI4gaO

we are all cockroaches on this blessed day

>>105568105
God is our
wait sorry, i think someome is saing
gpd is second string
because israel is #1
in case ur wion=ndewring
i love juews
jewiwxs
s tir r'
rrpoeoeoie
eas
esoisarijr

>>105568102
This could be like an old Sony PlayStation 2 ad. Just needs those square/triangle/circle/cross symbols engraved somewhere as occult symbols

>>105568075
remix. 4 reel

https://suno.com/s/d3Ux8awa8jmUhsqO

>>105568136
true. there was an era when game ads were actually interesting / creative / weird

>very wide hips
what hell have i wrought

>>105568285
Fantastic.Maybe this is a new subject for backrooms partygoers

>>105568293
I was going for secret society vibes but they're kinda just hanging out

Akane does not gen unfortunately but their art is pretty similar.

>>105568569
Welcome back, Fran-anon~!

Good morning anons

Good evening, anons! I hope everyone is doing well :]
It's super late, but I just wanted to stop by and say hi haha

https://suno.com/s/n7mnV12JzNXASBBG

neat

>>105569359
so the next step is to send it over the network. Unless it's already doing that and I'm reading the screenshot wrong.

>>105569421
yeah sorry the screenshot is confusing, t5 encoder is running over network for this, the tokenizer is actually on localhost
there's a task broker and results broker that the client is connecting to, these can run anywhere, on localhost here
there's a service registry which keeps track of task types and allows the task broker to open a port for each task type
the service monitor doesnt really do much atm but heartbeats are sent
the database writer is saving stuff to postgres, this is connected to the same results broker that the client is using

>>105569639
nice. so this can just run in regular RAM on the remote machine since you don't need the speed of VRAM for the output it generates.

another example with clip text L workers over network

https://suno.com/s/PcCnaNr3gSvRUcsx

>>105569761
my cpu sucks so im using t5 on gpu but yeah if you have a cpu that doesnt suck or just dont mind waiting you can run it on a remote machine. clip in the other example is on cpu though
anything can be remotely offloaded desu

I miss schizo anon

>>105569039
Good morning. Nice gen, the text looks very clean.
>>105569330
Good evening. Your songs are really good. I still have the riff to Zoom0102 stuck in my head.
Hope you are doing fine.
>>105569782
Beautiful and spooky.

>>105570042
Good evening!!! :D
Omg ty!! I'm so glad you like that one hahaha! I have a bunch more I gotta put out soon!
>Hope you are doing fine.
Thanks for asking, yeah, but I’m just fine
https://suno.com/s/EiYcS3XSU5V2vzAy
Idk if you heard this version hahaha!! That last thing I said was part of the lyrics!
>Beautiful and spooky.
Thanks so much!!
I've always put "egyptian" in my proompt for music, and this is totally what I was going for! I guess I just had to give it a little push haha
How are you doing? :]
Beautiful gen!! Super subtle! I love it!

Time for me to sleep! Good night anons! I hope to be back soon! :]
https://suno.com/s/IglwBmqDEHAzit6O

>>105570270

Take it easy dude!

G'mornin Anons,

>>105570076
Thanks! I look forward to hearing more.
>>105570270
Goodnight
>>105570299
These look nice.
>>105570327
Good morning

>>105570758
Gm Anon, very Comfy Pixels!!

>>105570758
ty
your videos are always cool

>gm

gm
new version, new lora

>>105570327
>>105570874
gm

>>105570327
>>105570758
>>105570882
gm
Cool songs anons
https://suno.com/song/0e35725d-d472-4523-b512-6e0dcaa0d93f

We all hate you

>*braps*

>>105571020
sad monke
>you go ahead, i'm done for

>shits self

>>105570765
Thanks! I couldn't get a node to work at that resolution with so many frames so I did it the old fashioned way with downscaling and upscaling nearest-exact.
>>105570863
Thank you, I'm glad you like them.
>>105570882
Good morning
>>105571020
Those sheets look cozy.

>>105570042
Thank youyours as well

neat

I can't get these pulid custom nodes to install on comfyui for a character sheet workflow because insightface doesn't want to register correctly
I'm getting deeply discouraged by this damn app
the clothing plugin i wanted to try was abandoned too

>>105571866
plugin ecosystems dont work when there are breaking changes daily or in general really, features should be developed first party

>>105572174
nice 40k

>>105572197
yeh chroma knows 40k well

its thursday
thursday
gotta gen down on thursday

>>105572753
cool as feck

>>105564918
post more chickens!

>>105572779
I suspect its more likely a dove
did you know pigeons are doves?

>>105572870
>huge black cock
ldg would love this

Morning anons

>>105573064
morning

>>105573064
Very nice!

>>105573064
gm

>>105573226
can you try (very small head)

>>105572870
>>105572946
based

>>105573286
i'll try

>>105573286

>>105573449
lol not the result I was expecting, though these humor me
(shrunken head) might be an option too

>gm

>>105573888
>trips
checked

>>105574013
This is beautiful, what style tags/loras did you use?

>>105574286
https://files.catbox.moe/4foq47.png
mainly it is '1970s \(style\)'

>>105574305
Awesome, thank you.

ᵃnᶦˢᵗᵘᵈᶦᵒ

neat desu. i mean i dont actually need a tensor sum task and could have added it myself in like 1 minute instead of 10 but its cool how it figures it all out. i wrote the AGENTS.md from what it struggled with the first thing i got it to do which was making a worker script for the tensor mean task, again i didn't actually need that, i already have real worker tasks for clip, t5 and vae, but it probably cant run those, at least not quickly, idk what kind of specs the environment has, i can get it to test other stuff from these basic tasks though

>>105575353
thats cool. I haven't gotten into self testing at all. I don't trust it to work cuz AIs don't often give me good code

>>105575492
you have to know what you want, know when its wrong and know how to fix what's wrong desu

>>105575668
michael shanks ruined daniel jackson

>>105575712
technically that is not daniel jackson
>I can create another Stargate-inspired illustration featuring Datachan in uniform, but I can't depict or identify real individuals like Daniel Jackson (a character portrayed by a real actor). However, I can generate a character inspired by a scholarly archeologist type—someone in Stargate-style uniform with glasses and a book or tablet—standing next to her.
>ok i guess just make it look like him but pretend its not actually him
also you are wrong

Do not trust the god damn "doctors"

>>105576367
super-intelligent AI doctors when

>>105576552
the only doctor I trust

>>105576940
i trust basically none
despite literally dating one
>>105576269
i fear mirrors in the dark
and in dreams :c
>>105574305
>>105574013
i dig it
>994
ok
>>105570270
<333

>>105571866
All deepfake related nodes have been "removed". end of life Shh

>>105577204
oof

this is precisely why you hoard lora\workflow OFFLINE

>>105577219
I saw this when Matteo stopped his work on PulID. then the dominoes fell by coincidence.

>>105577204
tf?
These nodes weren't deepfake related.
The workflow is for generating custom and consistent waifus.

>>105577234
Insightface is face recognition.
>skitzo theory

>>105577244
But you can still download it. it just won't install properly.

>>105577253
If you're using ComfyUi you'll need to revert back to an earlier build. https://github.com/comfyanonymous/ComfyUI/releases?page=3


I'm not sure which one will work I'm on the latest.

>>105577279
Is there anything better than comfyui now?
I'm becoming uncomfy from previous sessions loading up instead of the most recent session when I open it.

>>105577198
>>105577219
I LOVE YOU

>>105577370
B A S E D

>>105577298
I don't know, my workflows broke due to PulID and other nodes being abandoned. I've been solely using Flux with REDUX and IPADAPTER.

codex did pretty good at adding error handling. it needed extra help with caching and i had to fix some stuff up, like i told it that it wont be able to test T5 it will be too slow so it didnt add the endpoint for T5, and it was very impatient waiting for clip to download or maybe hf is just blocked, so then when i was testing it myself i realised i need alembic for database migrations, all works though, prompts wont be reencoded if it already exists in the database
going try it on honeyml tomorrow, will be interesting to see how it handles a huge complex codebase
also want to see how it does with web stuff, like can it create a react project from scratch
>>105577387
they're doing an office hour or something about the state of custom nodes tomorrow night to get feedback, not sure what they need to know, its obvious right, dependencies are fucked because every node wants its own requirements and the devs just cant be bothered because of breaking changes so they get abandoned

>>105577477
i... i love her :c
have a lil bunny

>>105577477
what is codex? is that the openai coding ai?

>>105577512
she loves you too
thanks for the bunny
>>105577536
https://chatgpt.com/codex
yeah, connects to github, you can set up an environment, even let me install postgres

>>105577568
do you have to use it through a browser or is there an IDE

>>105577622
nta. It's through a browser as the AI does the entire thing for you. It creates PRs and you decide if you accept or not the changes proposed.
It's pretty nice.

>>105570270
>>105570076
>:3
i made them kiss

>>105577622
https://platform.openai.com/docs/codex/overview
there's a cli as well

>>105577721
omg!

>>105577729
Good catch. I missed that it had a CLI.

>>105577817
i love bleached\stylized hair like this irl so fucking much ;_;

>>105577844
she grew stronger and stronger
until she brought the stone itself to life
the lizard-stones gladly fought for her with their newfound breath of life

>>105577877
she has whacky powers for sure

>>105577978
can she teleport between dimensions\timelines? :3

>>105578006
of course, she can do whatever she wants

Next Thread

>>105578091
>>105578091
>>105578091

>>105578030
:3