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>mfw Resource news

04/20/2026

>Elucidating the SNR-t Bias of Diffusion Probabilistic Models
https://github.com/AMAP-ML/DCW

>(1D) Ordered Tokens Enable Efficient Test-Time Search
https://soto.epfl.ch

>Frequency-Aware Flow Matching for High-Quality Image Generation
https://github.com/OliverRensu/FreqFlow

>From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark
https://github.com/NJU-PCALab/ERR

>China’s Alibaba launches 10,000-card computing cluster
https://www.scmp.com/tech/article/3349335/ai-race-us-intensifies-chinas-alibaba-launches-10000-card-computing-cluster

>Modly: Local, open source, AI-powered image-to-3D mesh generation
https://github.com/lightningpixel/modly

>DCW: Elucidating the SNR-t Bias of Diffusion Probabilistic Models
https://github.com/AMAP-ML/DCW

04/19/2026

>ZPix: Local AI image generator and editor powered by open image models.
https://github.com/SamuelTallet/ZPix

>Comfy Canvas: Local inline layer based image editor
https://github.com/Zlata-Salyukova/Comfy-Canvas

04/18/2026

>Rose: Range-Of-Slice Equilibration PyTorch optimizer
https://github.com/MatthewK78/Rose

04/17/2026

>ControlFoley: Unified and Controllable Video-to-Audio Generation with Cross-Modal Conflict Handling
https://yjx-research.github.io/ControlFoley

>TokenGS: Decoupling 3D Gaussian Prediction from Pixels with Learnable Tokens
https://research.nvidia.com/labs/toronto-ai/tokengs

>MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
https://aka.ms/mm-webagent

>Qwen2D-VAE
https://huggingface.co/Anzhc/Qwen2D-VAE

>ComfyUI HY-World 2.0 — WorldMirror 3D
https://github.com/AHEKOT/ComfyUI_HYWorld2

>Anima Style Explorer: A free web tool for ComfyUI styles
https://anima.mooshieblob.com

>Stanford AI Index Report 2026
https://hai.stanford.edu/assets/files/ai_index_report_2026.pdf

>mfw Research news

04/20/2026

>Towards In-Context Tone Style Transfer with A Large-Scale Triplet Dataset
https://arxiv.org/abs/2604.16114

>Beyond Text Prompts: Precise Concept Erasure through Text-Image Collaboration
https://arxiv.org/abs/2604.15829

>Motion-Adapter: A Diffusion Model Adapter for Text-to-Motion Generation of Compound Actions
https://arxiv.org/abs/2604.16135

>TwoHamsters: Benchmarking Multi-Concept Compositional Unsafety in Text-to-Image Models
https://arxiv.org/abs/2604.15967

>Repurposing 3D Generative Model for Autoregressive Layout Generation
https://fenghora.github.io/LaviGen-Page

>The Amazing Stability of Flow Matching
https://arxiv.org/abs/2604.16079

>DINOv3 Beats Specialized Detectors: A Simple Foundation Model Baseline for Image Forensics
https://arxiv.org/abs/2604.16083

>Sketch and Text Synergy: Fusing Structural Contours and Descriptive Attributes for Fine-Grained Image Retrieval
https://arxiv.org/abs/2604.15735

>AHS: Adaptive Head Synthesis via Synthetic Data Augmentations
https://keh0t0.github.io/AHS

>VEFX-Bench: A Holistic Benchmark for Generic Video Editing and Visual Effects
https://arxiv.org/abs/2604.16272

>Adapting in the Dark: Efficient and Stable Test-Time Adaptation for Black-Box Models
https://arxiv.org/abs/2604.15609

>From Competition to Coopetition: Coopetitive Training-Free Image Editing Based on Text Guidance
https://arxiv.org/abs/2604.15948

>UniEditBench: A Unified and Cost-Effective Benchmark for Image and Video Editing via Distilled MLLMs
https://arxiv.org/abs/2604.15871

>Efficient Video Diffusion Models: Advancements and Challenges
https://arxiv.org/abs/2604.15911

>Making Image Editing Easier via Adaptive Task Reformulation with Agentic Executions
https://arxiv.org/abs/2604.15917

>Noise Aggregation Analysis Driven by Small-Noise Injection: Efficient Membership Inference for Diffusion Models
https://arxiv.org/abs/2510.21783

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once again i only find the right flow when i'm about ready to go crash

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>>108649890
pls acknowledge my 420 masterpiece, best quality. it includes coreal

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>>108649879
>>108649908
bruh i'm high and half sleep, i just posted on new thread lel
but now that i see it, great job!
definitely me rn
should've said lolweed lmao blaze it 420

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gn all

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>>108650022
gn

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>>108650022
gn

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that's it for me

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>>108650557
gn

i miss schizo anon

Is it compute intensive to create LoRAs? Are the links in the rentry still mostly what I should be looking for guides etc. or have things changed?

>>108652391
No, making a lora takes like 3 to 5 minutes with a 30 image dataset on a rtx 3060 12gb vram card

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Morning Anons

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>>108653975
gm

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>>108653975
gm
try gpt-image-2 yet? eagerly awaiting the quokka metric

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>>108654030
It's not in their API yet. Maybe in an hour or so

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gpt-image-2, some random bbs prompt that was sitting in the workflow already. guess i need to update my nodes to support openai to try it for real

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this pricing table is weird, why 1024x1024 cost more than 1024x1536? bc reasons. idk what quality that test image was, the playground thing is pretty ass

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>>108655520
seems gpt-img-2 is mogging everyone (but still not great at nsfw)

this is nuts
>>108654985
>>108655069
local when?

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>>108655734
apikeks will do anything to prove their models are better except create art

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>>108655662
i want to really kick the tires on it but i'm swamped at work and my nodes don't support it yet so it'll have to wait. full quality comparison of same image in gpt-image-2 vs zit (litterbox bc catbox closed due to jeetery)
https://litter.catbox.moe/aft91j864n8zd33u.png

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nano banana 2 is more faithfully ansi, and at 4k is fuckin yuge
https://litter.catbox.moe/h8xj8pr8g765ic2z.jpg

>>108656283
based ANSI enjoyer

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>>108656219
>i'm swamped at work
quit your job so you can gen more
elon and sam are giving us all AI bux soon anyway

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nb2 looks like ass, but mostly bc it decided to do really ugly southpark style lmao
https://litter.catbox.moe/b1lcws35gq1v9pge.png

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>>108656557
papercraft brought in a bit of a south park correlation, lol

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>>108656590
that prompt was just kind of cursed, it had "stacked paper layered cardstock" in there, nb2 is capable of making good ones lol. interestingly gpt-image-2 decided to ignore that part

>>108657245
YOU MAD BITCH! MODACHODE

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my hand on the right

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>>108657944
are you waterfalls anon?

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>>108657875
you would

>>108657944
omg he back
nice to see you

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>>108658017
>would
always

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mfw it's time to crash

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>>108658140
me holding the sword (paradox)

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>>108658197
the bug just has a large forearm

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>boner in the prompt
and with that, gn all

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>>108658228
gn

i miss schizo anon

poop'in right now

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GM

My GPU just died.
Xid 79: GPU has fallen off the bus

Oh well, time to upgrade and pay the premium tax for vram.

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>>108660710
RIP
could be just the driver tho. is it nvidia? i've seen a similar error pop up in the forums
https://forums.developer.nvidia.com/c/gpu-graphics/145
but that's on linux, idk about windows
also just get an rtx 6000 pro lel

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>>108660752
Trying in another system, same problem.
Sometimes it runs, but it's unstable. Was able to gen some images -pic related - but the performance is definitely degraded. I have an RMA from GIGABYTE, and also had a 3 year warranty which expired last Feb.

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>>108660799
ah that sucks
might as well try the warranty route/rma, sometimes they'll still honor it within a few months of expiry

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>>108660816
Thanks. I'll ask GIGABUTE while I do also have up to a year of extra warranty coverage with my credit card. Trying to get this as well. I might get a free replacement but it will take time.

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>>108660927
>gigabyte
found your problem
then again all manufacturers nowadays seem to be lacking in quality. the enshitification of the world proceeds on plan

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>>108661052
Actually, GIGABYTE has been quite reliable but yeah, it's not ASUS TUF, closer to PNY but the warranty is nice.

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>>108661084
i miss evga selling nvidia gpus, they were the best

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>>108661123
Yeah, my EVGA PSU has been rock solid over many years.

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>>108660653
new mix?

>>108660710
>GPU just died
pouring one out
>time to upgrade
nice. whatcha gonna get?

>>108660799
>which expired last Feb.
its always be like that

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>>108661901
just a different style prompt

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>>108661901
>nice. whatcha gonna get?
can't afford more than 5070 16gb

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Morning anons,
GPT image 2 Quokkas are so adorable
>>108654030
I have, this is probably the most complex and complete text I have seen from any model, so many words in shifting typefaces, sizes, weights, it adhered to the prompt really well.
I really liked that it even addressed the main element of the cover with one of the articles.

>>108662435
>the most complex and complete text I have seen from any model
did you try ernie?

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>>108662485
I haven't tried to generate Text on ERNIE now that I think about it, Might use the same prompt.

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>>108662435
very nice
so all the text here was done by gpt rather than prompted? pretty crazy

>>108663105
in the intro video they said gpt img2 searches for content and edits it in so it's not so much that it's 'coming up with it' but rather seeing how to do it properly and using external sources.
which is impressive, no doubt, but it's not just generating it itself. it's more or less a super fast photoshop

>>108663105
>>108663151
and yes a prompt like "make it look like a professional magazine cover" it will "fill in the content" itself

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bleh

i'm a nigbophile

I kissed Debo and I liked it~

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>>108664241
Denonau..!!

shithole
unironically

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>>108664512
you've been seething for multiple years at this point. just let it go already

is that so

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>>108662485
It gets close, still the text doesn't dare as much as GPT and ERNIE doesn't seem to know quokkas

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gn - I'm going to send my gpu for repairs. Hopefully it's repairable.

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>>108665493
good luck. maybe some fresh paste and new fans will give it another shot at life
gn

How do I interpret the 28 blocks in Anima Loras? There appears to be no DOWN/MID/UP structure like in SDXL. I've been slicing for the last couple hours and I still don't know which block does what.

Hello, would someone please be kind enough to help me edit an image for me?

>>108665961
maybe

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>>108665962
Well
Please make the following edits to this image
>Give to him a more boyish face
> Fix his head and fix the bear ears
>Transform the t-shirt into a light purple jacket.
> Transform the broom into a baseball bat

Image source: https://thebarchive.com/b/thread/946517708/#946519111

Ref 1: https://thebarchive.com/data/b/image/1772/46/1772465474273711.jpg

Ref 2: https://desu-usergeneratedcontent.xyz/trash/image/1772/41/1772419321269.jpg

Extra ref: https://desu-usergeneratedcontent.xyz/co/image/1772/49/1772492401277.jpg

https://www.deviantart.com/chimaerarabbit/art/Get-Along-Gang-Lineup-Updated-1262454692

https://www.deviantart.com/justinanddennis/art/Gender-Bent-GAG-and-Mirthworms-748115998

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>>108665983
dare i ask what this is for?
https://litter.catbox.moe/xmee3tntjgobummq.png
https://litter.catbox.moe/y7iqezwoqnc8yka5.png
https://litter.catbox.moe/ldm8979leqwb16s5.png

>>108666116
Excellent editing work! Thank you so much!

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>>108666127
yw, but i can't shake the feeling that, for this, i will never see heaven.

>>108666157
Don't worry about it.

And just so you know, the character in my edit request is a Rule 63/genderbend (girl-to-boy) version of Bernice Bear from The Get Along Gang.

I really like genderswaps.

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>>108666181
good luck with whatever ur up to :)

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>>108666219
What I'm doing is making versions of the rest of the Get Along gang.

I already have the boy version of Lolly Squirrel (the one in this picture).

The boy version of Flora Fox.

And the girl version of Rocco Rabbit.

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>>108666238
i see. i'll be honest idk what the get along gang is, but i guess it sounds wholesome on it's face.

my friend and i were pondering which of the set was the biggest whore. i said it was flora. not sure why, exactly. just vibes i guess

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>>108666394
The Get Along Gang is an animated series from the 1980s.

Here's an image of Flora Fox as Boy.

I also left a link to the image I used as inspiration for my idea to make Rule 63 versions of the rest of the group.
https://www.youtube.com/watch?v=mrgPddNSCkc&pp=ygUYdGhlIGdldCBhbG9uZyBnYW5nIHBpbG90

https://www.youtube.com/playlist?list=PLV4Ztn9euy7RVRS9yx1JCjAqC75N3Cfob

https://www.deviantart.com/justinanddennis/art/Gender-Bent-GAG-and-Mirthworms-748115998

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>>108666430
god bless your heart, anon.
we can be friends.

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>>108666478
Rather, blessings to you for helping me.

Here's the girl version of Rocco Rabbit.
https://desu-usergeneratedcontent.xyz/trash/image/1772/55/1772554521223.jpg

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>>108666430
Big furry gay energy

>>108666497
The kind of case where you pause the video at the right moment.

By the way, I only need two more genderbends/rule 63 (both from Boy to Girl).
Braker Turtle and Rudyard Lion

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>>108666515

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>>108666549
>>108666559
Excellent edits and Rule 63

And Here's Rudyard Lion

>>108666565
yeah i'm workin on him, not sure which way to go

>>108666577
Since it would be a female lioness, you should remove the mane and give it a much smaller tuft.
https://www.deviantart.com/justinanddennis/art/Bingo-and-Brittney-Beaver-837934100

https://www.deviantart.com/justinanddennis/art/Portia-and-Porter-Porcupine-837785753

https://www.deviantart.com/justinanddennis/art/Zipper-and-Zippette-Cat-837479700

https://www.deviantart.com/justinanddennis/art/Woolma-and-Wilbur-Lamb-837126830

https://www.deviantart.com/justinanddennis/art/Montgomery-and-Monica-Moose-836558245

https://www.deviantart.com/justinanddennis/art/Dotty-and-Donny-Dog-836981352

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>>108666584
nah i ain't gonna click on any of that.
idk what i'm doing anymore.

>>108666668
Very fancy and funny, haha.

Thank you so much for the genderbends.

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no one asked

i miss schizo anon

Why do ai images look like ai? I can't see the exact reason. How can you then make your gens look less than ai?

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>>108668827
more of hros pls

no one posted new link so here it is
>>108667312