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working on news, will be a bit late

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Morning anons

>>107407957
Why

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>>107407981
Also Z-image doesn't seem to know Hieronymus Bosch style like FLUX

>mfw Resource news

12/02/2025

>Z-Image-Turbo-Fun-Controlnet-Union
https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union

>STARFlow: Scalable Transformer Auto-Regressive Flow
https://huggingface.co/apple/starflow

>SAM3-UNet: Simplified Adaptation of Segment Anything Model 3
https://github.com/WZH0120/SAM3-UNet

>Z-Image-Turbo Training Adapter
https://huggingface.co/ostris/zimage_turbo_training_adapter

>OmniFD: A Unified Model for Versatile Face Forgery Detection
https://github.com/haotianll/OmniFD

>PanFlow: Decoupled Motion Control for Panoramic Video Generation
https://github.com/chengzhag/PanFlow

>PSR: Scaling Multi-Subject Personalized Image Generation with Pairwise Subject-Consistency Rewards
https://github.com/wang-shulei/PSR

>Lotus-2: Advancing Geometric Dense Prediction with Powerful Image Generative Model
https://lotus-2.github.io

>FR-TTS: Test-Time Scaling for NTP-based Image Generation with Effective Filling-based Reward Signal
https://github.com/xuhang07/FR-TTS

>Step1X-Edit-v1p2 (ReasonEdit-S)
https://huggingface.co/stepfun-ai/Step1X-Edit-v1p2

>UmiAI Wildcard Processor: Logic Engine for ComfyUI Prompts
https://github.com/Tinuva88/Comfy-UmiAI

>TagPilot: browser-based tool for tagging, captioning, cropping and managing training datasets
https://github.com/vavo/TagPilot

>Pope Leo Tells Students 'Don't Ask AI to Do Your Homework'
https://people.com/pope-leo-tells-students-not-to-ask-ai-to-do-homework-11857450

>Runway Research | Introducing Runway Gen-4.5
https://runwayml.com/research/introducing-runway-gen-4.5

12/01/2025

>Ovis-Image: 7B T2I model optimized for high-quality text rendering
https://huggingface.co/AIDC-AI/Ovis-Image-7B

>BlockVid: Block Diffusion for High-Quality and Consistent Minute-Long Video Generation
https://ziplab.co/BlockVid

>One-to-All Animation: Alignment-Free Character Animation and Image Pose Transfe
https://ssj9596.github.io/one-to-all-animation-project

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>>107408094
The full version will likely include many styles. Z-image is a distilled version.

>mfw Research news

12/02/2025

>Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights
https://arxiv.org/abs/2512.01816

>PhyDetEx: Detecting and Explaining the Physical Plausibility of T2V Models
https://arxiv.org/abs/2512.01843

>Improved Mean Flows: On the Challenges of Fastforward Generative Models
https://arxiv.org/abs/2512.02012

>TUNA: Taming Unified Visual Representations for Native Unified Multimodal Models
https://tuna-ai.org

>SGDiff: Scene Graph Guided Diffusion Model for Image Collaborative SegCaptioning
https://arxiv.org/abs/2512.01975

>FreqEdit: Preserving High-Frequency Features for Robust Multi-Turn Image Editing
https://arxiv.org/abs/2512.01755

>DreamingComics: A Story Visualization Pipeline via Subject and Layout Customized Generation using Video Models
https://yj7082126.github.io/dreamingcomics

>Generative Editing in the Joint Vision-Language Space for Zero-Shot Composed Image Retrieval
https://arxiv.org/abs/2512.01636

>Diffusion Fuzzy System: Fuzzy Rule Guided Latent Multi-Path Diffusion Modeling
https://arxiv.org/abs/2512.01533

>ResDiT: Evoking the Intrinsic Resolution Scalability in Diffusion Transformers
https://arxiv.org/abs/2512.01426

>FRAMER: Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for Real-World Image Super-Resolution
https://cmlab-korea.github.io/FRAMER

>Reversible Inversion for Training-Free Exemplar-guided Image Editing
https://arxiv.org/abs/2512.01382

>AlignVid: Training-Free Attention Scaling for Semantic Fidelity in Text-Guided Image-to-Video Generation
https://arxiv.org/abs/2512.01334

>TokenPure: Watermark Removal through Tokenized Appearance and Structural Guidance
https://arxiv.org/abs/2512.01314

>GRASP: Guided Residual Adapters with Sample-wise Partitioning
https://arxiv.org/abs/2512.01675

>DCText: Scheduled Attention Masking for Visual Text Generation via Divide-and-Conquer Strategy
https://arxiv.org/abs/2512.01302

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>>107408386
*z-image turbo

>mfw MORE Research news

>Efficient Training of Diffusion Mixture-of-Experts Models: A Practical Recipe
https://arxiv.org/abs/2512.01252

>Real-Time On-the-Go Annotation Framework Using YOLO for Automated Dataset Generation
https://arxiv.org/abs/2512.01165

>DPAC: Distribution-Preserving Adversarial Control for Diffusion Sampling
https://arxiv.org/abs/2512.01153

>SocialFusion: Addressing Social Degradation in Pre-trained Vision-Language Models
https://arxiv.org/abs/2512.01148

>Accelerating Inference of Masked Image Generators via Reinforcement Learning
https://arxiv.org/abs/2512.01094

>Parameter Reduction Improves Vision Transformers: A Comparative Study of Sharing and Width Reduction
https://arxiv.org/abs/2512.01059

>TRoVe: Discovering Error-Inducing Static Feature Biases in Temporal Vision-Language Models
https://arxiv.org/abs/2512.01048

>Estimating the Effective Rank of Vision Transformers via Low-Rank Factorization
https://arxiv.org/abs/2512.00792

>Multi-GRPO: Multi-Group Advantage Estimation for Text-to-Image Generation with Tree-Based Trajectories and Multiple Rewards
https://arxiv.org/abs/2512.00743

>SAIDO: Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided Dynamic Optimization in Continual Learning
https://arxiv.org/abs/2512.00539

>POLARIS: Projection-Orthogonal Least Squares for Robust and Adaptive Inversion in Diffusion Models
https://arxiv.org/abs/2512.00369

>Optimizing LVLMs with On-Policy Data for Effective Hallucination Mitigation
https://arxiv.org/abs/2512.00706

>RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards
https://arxiv.org/abs/2512.00473

>WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing
https://qnancy.github.io/wiseedit_project_page

>Multivariate Variational Autoencoder
https://arxiv.org/abs/2511.07472

>Face-MakeUpV2: Facial Consistency Learning for Controllable Text-to-Image Generation
https://arxiv.org/abs/2510.21775

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Z-Image got a lot closer to the animal crossing style than I thought

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trying old sd15 prompts on z

>>107408591
so what does a quokka look like in animal crossing?

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extreme angles

So, can I use Z Image on ReForge?

>>107408888
>8888
nice

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>>107408923
been a minute since I got some nice digits

>>107409116
What is the origin of your resolution, why 1840x1096?

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>>107408622
Like this I guess

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>>107409157
Math.Round( ( 1536 x 912 ) x 1.2 )

>>107409301
I failed to see this. I was only capable of thinking about 1.5x.

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>>107409343
I was just experimenting with a variety of base+scale numbers to look for a good balance. I ultimately wasn't getting much bang for the buck out of the upscaling process as it was

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One settled in his convictions enjoys peace in himself and his relations. One who is uncertain creates noise so as to distract himself and stir confusion in others. The peace of the unsettled is found in likemindedness, while the settled's comes from accepting truth is lonesome.

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>>107410809
truth doesn't have to be lonesome. I'd even argue that truth is unifying. thats why the voyager spacecraft has thinks like prime numbers and a hydrogen atom diagram with it, because objective truths is how we create a connection

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>>107410860
she looks lonely
she needs some ani-pals

>>107410906
You don't have to try and one-up proverbs.

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>>107410907
no worries. They're up the string she's holding.

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microplastics? meh.

mh

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evening gents

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>>107411494
like that scene in the miniseries Rome
>you fucked your own sister you little pervert!

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>>107407830

>>107411562
>>107411566
wrong thread?

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>>107411494
ge

>>107411562
lmg?

>>107411566
This is art.

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it's another one of those "/lmg/ doesnt know how to make threads" kind of days

>>107411588
>>107411575
The mods would get mad if I put it there :^)

>>107411566
proof that ai can make important art, meaningful, and beautiful.

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>>107411599
*ldg
>>107411603
just make a miku that looks like that

>>107411599
I had a guy that looks like that flirt with me once.

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>>107411562
this is exactly how i imagined that general

>>107411625
how many times did you rail him in your volkswagon?

>>107411508
great show that got hamstrung then rushed to conclude.

wtf this isnt ldg

>>107411649
i just watch that and follow it with spartacus, feels like a bad sequel of sorts lol
>>107411659
you're a bright one

>>107411639
Ted Bundy had a beige Volkswagen and the passenger's side door handle was conveniently missing...

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ayy

>>107411686
he was anti-racist and gay.

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ZIT REALLY really doesn't like making two headed cows. Does it maybe one in ten seeds.

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>>107411977
wtf?
fucking dropped
it's fucking over

Do you need to pick all the training resolutions in ai toolkit or just pick the one highest?

>>107411566
best gen itt

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until the world awakes
https://suno.com/s/xr9Lm0hBZ9YFYB3e
https://youtu.be/6jpBJeq-eb8

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unintentional

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>>107411977
I did manage to get one-eyed purple squirrels.

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oh a prompt enhancer? very nice, yes. but what about a prompt unenhancer, hmm?
https://gist.github.com/illuminatianon/79bbc4a7a50240f95563ef1524ea7d5a

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works surprisingly well

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>>107415319
>anti-rules

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>>107415341
took the prompt enhancer and told it to "make it do the opposite"

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>>107415374
the dehanced gens are pretty interesting

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>>107415430
it turns prompts into shit like

fantasy best quality surreal, masterpiece (illuminati:1.1) (eye:1.1), atmosphere ethereal, symmetrical detailed symmetrical composition, extreme vertical rear view using close-up shot, curvy, girl, 1girl with cat ears, very large breasts, but minimally covered to ensure sfw, diagonal bangs, twin drills, >3<,, pupils dilated, posture fluid, playful smile, lying on back, bodysuit playful wearing, ribbons flowing headband, hull freighter drifting, skyline jagged rocks pierce, debris floating, dramatic lighting soft Orange frontal lighting, ancient murals bark textures skin cover, adorn walls integrated with. safe for work, no nudity.

>>>/trash/79653472
omg

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>>107415464
you've found the secret to defeating the headband

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>>107415491
makes me wonder what xl will do with this shit

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>>107415501
for some reason I thought xl meant president xi
president xi would strive to uplift your bunny girls

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>>107415566
if only... and the unenhanced xl is not all that different than usual. except that mask thing, that's freaky

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then again

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>>107415566
Very gameboy-esque. Cool.

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>>107415791
I'm not sure what in the prompt makes it go for gameboy sometimes and pc98 other times. neat either way

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>>107415821
What are you up to

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>>107415847
are you using z-image now?

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>>107415868
No

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>>107415847
readin' the news. last two days were loaded with articles cuz everything that woulda been published last week got dumped on mon/tues this week. today is a normal count though
I'm pretty exhausted this week otherwise
what about you? good week so far?

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>>107415879
News news or AI/Imgen news? And my weeks alright, been rainy and gloomy with a touch of snow. Not good or bad just kinda slow really.

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>>107415874
ah. i wondered cuz i get those random black dots on it sometimes.

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>>107415895
>News news or AI/Imgen news?
ai news
>been rainy and gloomy with a touch of snow
cozy
>just kinda slow really.
some people feel like the whole end of the year is like that

>>107415903
>debo propaganda posters
obey

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>>107415903
Nobody is perfect
>>107415924
Cool stuff. How are your projects coming?

>>107415962
>cake coke
do you figure there's soggy cake chunks in there?
>How are your projects coming?
was making a lot of progress off-and-on but on pause atm cuz i'm moving over the weekend, and other real life things

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>>107415995
I figure its cake flavored, hope your move goes well. Hope the place you picked had the least downsides as per our earlier conversation.

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>>107415995
forgor my gen

>>107416057
thanks. its ok but certainly not my forever home. so begins another 12-month countdown til the next move XD. every year I get closer to buying a cabin in the middle of no where

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>>107416072
Wait, are you saying you move every year? That's nuts.

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>>107416079
not every year but I've moved a lot. its not like I like moving or anything, I just usually have to for one reason or another. but someday I'll move into the the perfect situation and never have to leave [his words, drenched in flippant sarcasm]

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>>107416124
Dang, I'm sorry you have to go through that man. Sounds really inconvenient. Hope you do finally find the perfect spot sooner rather than later.

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>>107416131
its not bad. I've gotten to enjoy (sic) a bunch of different places and live in a variety of neighborhoods. the act of moving sucks but the glass-half-full side is it comes with fresh experiences. I'd love to find the perfect spot but I'd probably have to win the lottery first, lol

im gonna head off to sleep though. glad we could catch up a bit. gn

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>>107416160
gn

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>>107416172
gn

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>>107414234
These videogame pixelart gens are really cool.
>>107412835
Very nice song.

i miss schizo anon

Is 1500s with batch size 2 the same as 3000s with batch 1?

>>107407830
DAS DEUTSCH

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>>107415341

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I guess the training failed

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>>107416072

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2000 steps
batch 1
LR 2
768px
V2 adapter
Too much or too little?

>>107408915
Use sd-webui-forge-neo, which supports both wan and z-image because fuck comfyUI.

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IT WAS FUCKIMG COMFY THAT BROKE LORAS NOT ME. COMFY DRAGGED AND SHOT

>>107417635
Depends. We you going for latent space?

How do I glue together the HF repos where the models are split into multiple shards and it comes with the jsons and shit?

schizophrenic situation

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>>107415464
dont steal my prompts bro

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>>107418339
still sleepy too?

gm

>gm

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>>107418576
Good morning

I made a stinky :]

interesting
https://huggingface.co/Lockout/qwen3-4b-heretic-zimage/tree/main

>>107417654
>>107417174
>>107416478
nice

Next Thread

>>107419549
>>107419549
>>107419549

>>107419260
what is it?

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>>107419451
Thanks

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>>107418298
i do what i want! ur not my dad! ... are you?

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>>107417174
super cozy
thanks for these

Poopy time :]

Gm!

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Filling
>>107420233
IM GOING TO SHIT!!

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Red Z-onja

shitters clogged

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>>107420298
Get well soon

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Even as an oldie she still got it