https://www.beautyplus.com/ai-action-figure-generator

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>mfw Resource news

04/23/2026

>ParetoSlider: Diffusion Models Post-Training for Continuous Reward Control
https://shelley-golan.github.io/ParetoSlider-webpage

>DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
https://github.com/Adamlong3/DynamicRad

>Normalizing Flows with Iterative Denoising
https://github.com/apple/ml-itarflow

>LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
https://github.com/inclusionAI/LLaDA2.0-Uni

>Illustrious XL & NoobAI-XL Style Explorer
https://github.com/ThetaCursed/Illustrious-NoobAI-Style-Explorer

>AI Model & ‘MAGA’ Influencer Emily Hart Unmasked as Indian Man
https://www.yahoo.com/news/articles/ai-model-maga-influencer-emily-091027504.html

04/22/2026

>Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
https://github.com/cvims/EMBEDDING-ARITHMETIC

>Denoising, Fast and Slow: Difficulty-Aware Adaptive Sampling for Image Generation
https://github.com/CompVis/patch-forcing

>TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation
https://github.com/Hong-yu-Zhang/TS-Attn

>AnyRecon: Arbitrary-View 3D Reconstruction with Video Diffusion Model
https://yutian10.github.io/AnyRecon

>SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing
https://github.com/vivoCameraResearch/SmartPhotoCrafter

>Soft Label Pruning and Quantization for Large-Scale Dataset Distillation
https://github.com/he-y/soft-label-pruning-quantization-for-dataset-distillation

>Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation
https://github.com/AMAP-ML/EMF

>Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting
https://github.com/YonseiML/dpw

>IR-Flow: Bridging Discriminative and Generative Image Restoration via Rectified Flow
https://github.com/fanzh03/IR-Flow

>mfw Research news

04/23/2026

>Image Generators are Generalist Vision Learners
http://vision-banana.github.io

>Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens
https://randdl.github.io/viewtoken_control

>Hallucination Early Detection in Diffusion Models
https://arxiv.org/abs/2604.20354

>Wan-Image: Pushing the Boundaries of Generative Visual Intelligence
https://arxiv.org/abs/2604.19858

>MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings
https://arxiv.org/abs/2604.19902

>Rethinking Where to Edit: Task-Aware Localization for Instruction-Based Image Editing
https://arxiv.org/abs/2604.20258

>Amodal SAM: A Unified Amodal Segmentation Framework with Generalization
https://arxiv.org/abs/2604.20748

>FluSplat: Sparse-View 3D Editing without Test-Time Optimization
https://arxiv.org/abs/2604.20038

>HumanScore: Benchmarking Human Motions in Generated Videos
https://arxiv.org/abs/2604.20157

>Render-in-the-Loop: Vector Graphics Generation via Visual Self-Feedback
https://arxiv.org/abs/2604.20730

>Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation
https://arxiv.org/abs/2604.20366

>Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers
https://arxiv.org/abs/2604.20027

>X-Cache: Cross-Chunk Block Caching for Few-Step Autoregressive World Models Inference
https://arxiv.org/abs/2604.20289

>Self-supervised pretraining for an iterative image size agnostic vision transformer
https://arxiv.org/abs/2604.20392

>Efficient INT8 Single-Image Super-Resolution via Deployment-Aware Quantization and Teacher-Guided Training
https://arxiv.org/abs/2604.20291

>From Diffusion to Flow: Efficient Motion Generation in MotionGPT3
https://arxiv.org/abs/2603.26747

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ty kind poster who linked the new thread. I didn't know it existed

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>>108670163
i guess LUNI made it overnight and just left it there

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>>108670181
ah, that'd do it. he must have been expecting to bump the thread last night but no one was around (I popped a benadryl and passed the fuck out)

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>>108670247
>benadryl
isnt that the anti-allergy one? i'm allergic to whichever is anti-allergy
try doxylamine succinate (the same stuff in nyquil)
that stuff knocks me out

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Morning anons

>gm

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>>108670328
>isnt that the anti-allergy one?
yeah. I dont even have allergies as far as I know but I've been suffering this week with itchy eyes and constant sneezing and stuff. I figured I'd try an anti-allergy and din't realize it was gonna lay me out
feeling pretty good today tho

>>108670572
gm

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>>108667312
Aww one of my art's was used for the OP. Very cool. didn't think it'd get saved.

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every thread on 4chins for imagegen is garbage except this one
and this one's mostly dead ;_;

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>>108670921
ye, it true
but all the good posters are coming back any day now

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>>108670921
it is depressing

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yapping leads to troling, trolling leads to drama, drama leads to shitposting
there is no winning

>>108671016
What is your opinion on Slash?

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it's weird, image gens has advanced so much, yet I feel nostalgia for when everything was new and exiting and we were cobbling shit up with just text prompts and euler magic

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>>108671175
I was expecting
>and shitposting leads to the dark side

>>108671197
slash the musician?

>>108671497
being given a hodgepodge box of legos will always be more fun than a factory sealed mega lego set

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>>108671497
any old monkey can just ask grok/gpt/etc to do whatever slop they can "think" of now
before, it was like playing with a brand new invention not a lot of people knew about
kinda like how the internet was in the early/mid 90s before ao-hell and myspace/fagbook opened it to the masses
welcome to eternal summer pt 2, newfags revenge
it can still be fun if you like to experiment and have the hardware to do so tho
>>108671548
i was going to end wiht "shitposting leads to....sufffferrring" but it sounded cheesy lel

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>>108670921
>>108671016
First gen from my replacement 5070ti.

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It's pretty snappy.

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>>108671563
>>108671582
nice! hope it lasts
make sure you airspray that case lel
now get rtx upscale nodes (you just need the rtx video super res node)

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civit has some funny prompts at times

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G'evenin Anons,

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>>108672798
howdy
nice gen

>>108672871
Ty, you as well, lots going on.

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>>108672899
thx
too much going on lol

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>>108673238
All good, lace is ace!

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>>108673238
1girl ftw

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>>108671497
Old SD was cool, new models are soulless. Dalle 3 was the last soulful model but it was closed source and thus got boring after a week.

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>>108673696
Nice gen.

>>108673719
thx

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>>108673719
Nice spiky spaceship
Anyone tried ChatGPT Images 2.0?

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>>108673760
i think quokka did
i dont do cloud stuff

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>no-gens could be here. there could be no-gens everywhere. i hate no-gens. with a good gpu, you could gen all the 1girls you want

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>miss, please.. this is our sacred grounds... you cant be here.. miss.. please miss

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>>108673883
you jak = sovlless
my jak =sovlfilled

>>108674085
lol

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what did she mean by this

@108671977
@108671559
@108671497
@108671175
@108670817
@108670521
>>>/adt/

@108674275
"no"

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gn all

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>>108674489
gn

@108674387
"yes"

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>>108674941
oh hey! not super impressed with gpt-image-2 as a dropin, idk if i'm doin something wrong or if there are some bugs in the model. i was doin something for work yesterday and it came out super busted

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>>108674996
what are you sending it?

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>>108675031
same thing i'd send for zit or nano banana, i just swapped provider/config nodes w/ the new openai ones i made

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>>108675109
I'm sure its sam altmans fault

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>>108675125
i probably need to come up with new prompt enhancer. too tired tonight. i've seen ppl talking about how the base model (if you're doing images in chat) makes a difference, but who knows what kind of prompt enhancement stuff they're doing there

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gn

>>108675230
wrong thread >>/adt/

>>108670921
It sucks. But it is what it is.

i miss schizo anon

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The red one’s are the best

>>108676572
purple glue bar is where it's at, gourmet af
t. knower

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Morning anons
>>108678223
Nice pengus

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comfy's announcement was what, a big pile of nothing?

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>>108678866
gm
happy friday

>>108678998
I missed it, what was it?

>>108679107
the countdown reset
https://comfy.org/countdown

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>>108679175
they should just have it reset infinitely. people will be permanently excited for the next thing

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BWAHAHA what a shit joke comfy is
>help us announce more funding!

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>please saar like and comment
>saaarr plzzz
how about no

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>>108679396
hmmmm, why doesn't comfy ask all his API partners instead? hmmmmm

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>>108680558
heh nice

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>sagarealm is the trigger word
>it also gets treated as a text insertion
I wish zit had higher quality lora authors

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>>108680666
be the change you wish to see

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>>108680737
if I had infinite time, mastering lora training would be on the list somewhere. but there's too many other things ahead of it and not enough time (or energy) in a week

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>>108680938
I like this composition; very unique between the lensing effect and shadowing

>>108680868
poor excuses

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>>108681253
poor or not, it do be like that

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>>108681119
'from above, fisheye, perspective' weighed heavily. with 'border' in negative to try to avoid the lens border but it still ends up with the circular surrounding.

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>>108681500
is it pretty reliable? or are these kinda cherry picked?

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>>108681888
the effect is reliable enough, though preventing the empty circular space isn't

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very rare dog gen by me

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>>VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution
>https://github.com/EternalEvan/VARestorer
just spent an hour or two getting this shit to work
>needs t5-xl (not even xxl) text encoder
>downloads mistery meat even with all the models downloaded
>have to edit script to change image input
>system prompt hidden in some other random script
>system prompt? yes it has one and it says "make the face smooth and nice" literally
it's not terrible but i think it's more or less on par with SUPiR or whatever it's called and a few others. even seedvr2 did about the same
also 137x184 -> 548x736
all those others go way higher lel
but it doesnt take a lot of vram which i guess is good if you have the models or someone implements a better way of running it (like all the others have comfy nodes at the very least)

on the result - face aged like 30 years lel, but from a distance looks similar enough i guess. I'm not impressed

anyway moving on

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>>108681979
>needs t5-xl (not even xxl) text encoder
oh and not a safetensors checkpoint, it needs the pytorch models direct from google's hf
>9+ GB

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>>108681969
give 'em a hat

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>>108682508
I knew it'd work out

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sad to say, though i have mentioned it before, i think, local seems more and more of little interest to me. cloud is more of interest. and with cloud i am far less likely to indulge my bad tendencies, which have near ruined my life. blah blah.

>>108683265
you'll be back

>>108683265
didn't read but feel free to fuck off

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>>108683265
you dont' need to hold onto local if it doesn't fit your mental state. create how you desire to create and live how you can make today better than yesterday
the whole world changes every day and you're a part of the world. just b urself :)

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>>108684143
oh no, shes building an army

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>>108684164
every gen needs a chromagirl

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>>108683265
what's wrong with cloud? ain't like we got any rules against it here lmao. the stable in our name is for "very Stable geniuses", in case you didn't know.

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>>108684234
super-elite diffusion gens

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>>108684249
yeah exactly.

not lovin gpt-image-2 via api tho. need to try makin 5.4 or 5.5 come try in the app cuz these are kinda ... idk how to describe it. just off

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speaking of super elites, Trump-Samas outta nowhere
>>108684272
for me it's gemma-chan, she truly gets my prompts like no other llm i tried. feed them to zit and it just works

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>>108684293
i left all the z stuff the same, and swapped in gpt-image-2, maybe the model is just busted idk or u gotta use it a lot differently. nano banana 2 rolls with it better

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>>108684323
yah i think gpt-img-2 is more or less for slop prompts, yknow, "super duper resolution, best quality, photo of drunk asian chicks in a tokyo alley convenience store, make it look like the 90s"
linear works for it is what i mean based on the samples i've seen. you can make it lengthy linear for text stuff and placement, but i doubt it handles chaotic wildcards too well

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>>108684335
i've tried a few new enhancer prompts, maybe i need just go full retard. "You are an expert prompt enhancer.
rewrite the prompt like an indian engagement farmer on x dot com"

new
>>108684345
>>108684345

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>>108684354
just tell it to narrate it all linearly, and give it the typical structure (style then subject then setting then mood/action)
that's what all "prompt enhancers" do
my system prompt is like 2500 words lel

>>108684359
>>108684364
>jumpin the gun a little there
shit
i blame weed and funny numbers (149 replies when i made it, not images)
ooops

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i will post some daiseys to fill up

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i ran out of daisies

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>>108684377
it's ok lol

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when in Rome...

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me on the right

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this is getting kinda nuts

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>>108684479
moar

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>>108684484
this one goes to 11

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>>108684496
are they gonna get married?

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i'm reading that as "Dungeons and Stoners" and you cant tell me otherwise

>>108684510
didnt you ever watch phantom of the opera? everyone dies

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>>108684529
doesn't mean they can't get married first! and no, i haven't lol. all i know is an ugly guy in a mask plays the organ ominously

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>>108684535
that's... not.. ah whatever, carry on
at least watch the movie from the 00s or thereabouts, emmie rossum looks lovely in it

reminder
new
>>108684345
>>108684345