Dead shithole

>mfw Resource news

05/31/2026

>FLUX Identity Adjuster (V2)
https://github.com/Magirad/Flux_ID_Adjuster_V2

>ComfyUI AnimaFastTrain
https://github.com/quinteroac/ComfyUI-AnimaFastTrain

>MONET: Open-source dataset
https://huggingface.co/datasets/jasperai/monet

05/30/2026

>Pixal3D — Apple Silicon (MPS / Metal) Port
https://github.com/pawel-mazurkiewicz/Pixal3D-mac

>Comfy-Org/PixelDiT (diffusion models & upscalers)
https://huggingface.co/Comfy-Org/PixelDiT/tree/main/diffusion_models

>Orion4D Generative Paint: ComfyUI advanced painting interface
https://github.com/orion4d/Orion4D_generative_paint

>ComfyUI Anima IP-Adapter
https://github.com/Wenaka2004/comfyui-anima-ipadapter

05/29/2026

>Colored Noise Diffusion Sampling
https://hadardavidson.github.io/CNS

>VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
https://videomla.github.io

>minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models
https://github.com/shengshu-ai/minWM](https://github.com/shengshu-ai/minWM

>GPIC: A Giant Permissive Image Corpus for Visual Generation
https://gpic.stanford.edu

>SGMD: Score Gradient Matching Distillation for Few-Step Video Diffusion Distillation
https://github.com/ModelTC/LightX2V

>Native Audio-Visual Alignment for Generation
https://ernie-research.github.io/NAVA

>GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation
https://github.com/L-YeZhu/GASS_T2I

>SAVAA: Mitigating Hallucinations in LVLMs via Step-wise Adaptive Visual Attention Amplification
https://github.com/JiachengZ01/SAVVA

>Nexus BTA: Local AI image and video studio built around an embedded ComfyUI runtime.
https://github.com/JpAndreBTA/Nexus-BTA

05/28/2026

>MAVEN A Multi-Agent Framework for Multicultural Text-to-Video Generation
https://github.com/AIM-SCU/CRAFT

>Bias Leaves a Gradient Trail
https://github.com/vitryt/label-free-bias-identification

>mfw Research news

05/31/2026

>Channel-wise Vector Quantization
https://arxiv.org/abs/2605.26089

>How Accurate are Video Quality Models for Diffusion-Based Video Super-Resolution?
https://arxiv.org/abs/2605.25940

>AdvantageFlow: Advantage-Weighted Least Squares for RL in Flow Models
https://arxiv.org/abs/2605.26013

>Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration
https://arxiv.org/abs/2605.24957

>SpongeBob: Sync-Aware Harmonious Audio-Visual Generative Editing
https://hy-spongebob.github.io

>Self-supervised Dynamic Heterogeneous Degradation Modeling for Unified Zero-Shot Image Restoration
https://arxiv.org/abs/2605.24593

>On-Policy Adversarial Flow Distillation for Autoregressive Video Generation
https://arxiv.org/abs/2605.26105

>SLAD : Shared LoRA Adapters for Task Specific Distillation
https://arxiv.org/abs/2605.29726

>SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation
https://arxiv.org/abs/2605.29655

>When Eyes Betray AI: Social Gaze Consistency as a Semantic Cue for AI-Generated Image Detection
https://arxiv.org/abs/2605.27348

>Which Pretraining Paradigm Better Serves Spatial Intelligence? An Empirical Comparison of Vision-Language and Video Generation Models
https://arxiv.org/abs/2605.28132

>CIVIC: End-to-End Sequence Compactness for Efficient Vision-Language Models
https://arxiv.org/abs/2605.28115

>Janus-LoRA: A Balanced Low-Rank Adaptation for Continual Learning
https://arxiv.org/abs/2605.28495

>Resolving Ambiguity in Composed Image Retrieval via Calibrated Interaction
https://arxiv.org/abs/2605.24634

>ProSR: Process-Shaped Spatial Reasoning for Reliable Chain-of-Thought in VLMs
https://arxiv.org/abs/2605.25524

>Structure-Guided Visual Perturbation Neutralization for LVLMs
https://arxiv.org/abs/2605.27927

>Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models
https://arxiv.org/abs/2605.27020

File: debo_lr_anima1_00016_.png (3.2 MB)

>>108949377
hooray i made it into the OP

>>108949420
>>108949440
gm

>gm

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>>108949499
>>108949511
>>108949728
gm

File: 20250412_1205_Bunny in Teacup_remix_01jrnp6f0efdmrggkqhk4w1yx8.png (2.8 MB)

>>108949728
classic

Good morning.

File: debo_lr_anima1_00017_.png (2.3 MB)

>>108949822
gm
what are you genning today?

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gm
>>108949732
>>108949511
>>108949844

doing well I hope

File: debo_lr_anima1_00021_.png (3.1 MB)

>>108949976
>doing well I hope
thanks, doing goog! actually having a productive weekend, very rare for me lol

File: Z-00233-Ukiyoe block, adorable quokka wearing floating cape while holding dual pistols.png (2.1 MB)

Afternoon anons

File: debo_lr_anima1_00024_.png (2.6 MB)

>>108950584
ga

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>>108950584
howdy

>ga

>>108950824

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>>108950937
yes
better with a lora but plain zit/zib can

>>108950965
can't*
it can but it's all fucked up

>>108950978
https://files.catbox.moe/8urc7e.jpg
it's not perfect, but it works
using only breast slider lora

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>>108951817
nice

File: debo_lr_anima1_00031_.png (2.9 MB)

>>108951853
:)

File: debo_lr_anima1_00035_.png (1.5 MB)

>>108952212
I was recently reading about giant ground sloths. too bad they went extinct. I wonder if your prompt would know how to draw them, or if it would just make normal sloths

File: o_00009_.png (1.8 MB)

>>108952258
i'll try. these have been with anima.

File: 45456564.jpg (195.2 KB)

flux1 giant ground sloth with lora

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>>108952290
its perfect
theres an alternate timeline where we all have giant sloth pets

File: o_00010_.png (1.4 MB)

anima g.g.s., with an extra person, for scale, i guess

File: debo_lr_anima1_00037_.png (2.6 MB)

>>108952318
lol, its lost the plot a bit but thats definitely giant

i miss schizo anon

File: 000000_73096_.png (2.5 MB)

G'mornin Anons, have a great day!

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>>108955185
gm

you the same anon

File: output_00010__muted.mp4 (3.1 MB)

Version with sound: https://files.catbox.moe/axq3li.mp4

File: o_00032_.png (1.1 MB)

'ultra surreal penguin nightmare'

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desuarchive.org/g/thread/105458332
year ago

File: debo_lr_anima1_00001_.png (2.0 MB)

gm

>gm

File: o_00042_.png (2.3 MB)

>>108956900
gm

>>108956895
when i was in the psych ward i unironically dreamed of koff girls dancing in the style of what miniani did
sometimes i wonder what he's doing now, he put a lot of time into his animations just to vanish without a trace

File: debo_lr_anima1_00003_.png (2.7 MB)

>>108957352
miniani always talked about how he didn't have time and was busy (work, I think?)
I think about a lot of anons like that. that archive link had RA-anon, who was similar. popped in randomly, dumped a bunch of cool stuff, then disappeared for ages. I hope they're all off in other corners of the internet continuing to make cool things

File: debo_lr_anima1_00005_.png (3.0 MB)

new github copilot usage metering is actually insane

File: 7-dezrashields.png (1.8 MB)

I just released a character-driven fantasy story using only local stable diffusion models (z-img, ltx 2.3, klein, vibevoice, etc.)

~190 unique shots, ~170 lines of dialogue

https://www.youtube.com/watch?v=t8MKHbR0WF

File: 8-astlisteningin.png (2.6 MB)

>>108958103
some random stills from the episode... not that the keyframe stills for the shots are really anything to write home about.

File: 3-dezranotsopout.png (2.2 MB)

>>108958103

File: debo_lr_anima1_00007_.png (2.5 MB)

>>108958103
>This video isn't available anymore
doesnt load for me

>>108958158
Oh, oops. deleted the last character from the link, awesome lol.

https://www.youtube.com/watch?v=t8MKHbR0WFc

File: debo_lr_anima1_00008_.png (3.3 MB)

>>108958179
cool, looks like a lot of time went into this. will def check it out, but can't until later
how do you feel about how the whole project turned out?

File: 0-ldcloseup.png (2.2 MB)

>>108958224
It taught me that for long-form content, 80% good is good enough. If you hyper-fixate on making every single shot perfect, you will never finish. I think the project turned out well. It's no HBO show, but it cost me $0 and I learned a ton of new techniques, strategies, and skills in both gen and in video editing.

File: Z-00234-Gouache painting, Liminal space, the backrooms, adorable quokka wearing hazmat suit, hazmat helmet, carrying tiny shotgun, great angle, perspective makes subject looks smaller compared to background, heavy brushing.png (2.0 MB)

Afternoon anons
Literally changed the entire description of the setting for "the backrooms" so it wouldn't be too long.

>ga

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>>108958179
>>108958290
very nice
i kind of want to puch that witch girl tho

File: 5-dezbigsad.png (1.9 MB)

>>108958493
Yea... in my head she came off a lot more lovable; the ditzy airhead who can't pay attention even during serious moments. But in practice she's just this tonally inconsistent autist with a bit of a shrill voice (VA is Fern from Frieren).

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>>108958506
eh, i've seen worse acting on lifetime channel lel

File: klein_20260421_155626_00001_.png (1.5 MB)

Speaking of Frieren, I also did a felt stop-motion adaptation of it. If anything it's just fun to see in this style.

https://www.youtube.com/watch?v=1qdDEngPbpw

>>108958547
kek i'll take it

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>>108958670
animated by hand or with ai? that's pretty crazy
the fox one is neat

File: klein_20260422_071841_00001_.png (1.2 MB)

>>108958737
This is a stable diffusion thread lel, all of these are local open source AI models. in the case of the Frieren one, I converted snapshots from the anime into felt style using Klein 9b, and then animated the keyframes using LTX 2.3.

i'm glad you checked out the fox one! it's actually a finalist in a short film competition right now, curious if it'll win! would be cool since it was my first shortfilm ever.

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>>108958765
>converted snapshots from the anime into felt style using Klein 9b, and then animated the keyframes
how long did the project take? considering it's a solo project, it's pretty good. good luck on the competition

>>108958809
The Frieren one took about 6 hours. The Felt Fox took about 80 hours. Dezra the Witch took about 200 hours. Thank you! Appreciate you checking it out.

Curious, are you using z-image base for your gens? The creativity with detail is higher than I'm used to seeing with SDXL.

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>>108958839
yah these are all zimage with z-detail-slider lora and some node and prompt magic to push details

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>>108958670
nice job

>>108949479
>mfw i gotta scroll through 3 days of github links just to find the one actually useful tool

>>108949485
>mfw 20 papers in one dump and half are just "attention recalibration" reskins

kek, someone's gotta stop naming things like they're pokemon moves

>>108951060
> breast slider lora and still can't get the proportions right

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>>108959923
I'm glad you found something useful :)

how's RocM?

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>>108961737
New model? Haven't heard of it