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Discussion and Development of Local Image, Video, and Audio Models

Previous: >>110207956

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP
Neural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://huggingbay.xyz
https://civitai.com
https://civitaiarchive.com
https://openmodeldb.info

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/tdrussell/diffusion-pipe
https://github.com/kohya-ss/sd-scripts
https://github.com/kohya-ss/musubi-tuner

>MOSS
https://github.com/OpenMOSS/MOSS-Image

>F3K
https://huggingface.co/black-forest-labs/flux-3-image-klein

>Qwen Image 2.1
https://huggingface.co/Qwen/Qwen-Image-2.1

>MiniMax H3
https://huggingface.co/Comfy-Org/MiniMax-H3
https://neta.art/use-cases/en/h3-1000-prompt-list

>Anima
https://huggingface.co/circlestone-labs/Anima
https://animastyles.thetacursed.com
https://tagexplorer.github.io/
https://animadex.net

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo
https://lumenastrum.github.io/clio-style-preview/gallery/

>Misc
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/neo_collage

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg
>>
Can you please stop fucking spamming
>>
>mfw Resource news

10/31/2026

>Pika H3 Flex: Built for professional iteration
https://huggingface.co/Pika-Labs/Pika-H3-Flux

>H3 Motion: Lift a subject out of a photo and drag it into motion
https://github.com/PxTicks/h3-motians

>Idol: A single image to a 3D Gaussian splat
https://huggingface.co/speridlabs/idol
https://github.com/Nynxz/Comfy-Idols

>Don't Ask the LLM: Visual Token Pruning with Spectral Structure and Semantic Relevance
https://github.com/sejong-rcv/ST-Prun

>MEV: A Multi-Event Video Dataset for Long-Take Generation
https://mevv-datasets.github.io

>IntReal: A Real-World Dataset and Benchmark for Multimodal Interleaved Generation
https://yushaohan.github.io/IntRealsYo

>Wavelet Phase Diffusion for Structurally and Semantically Consistent Sim-to-Real Translation
https://kit-mrt.github.io/Wavelet-Phases-Diffusions

>CreatorOS Studio: One recurring character, from a one-line brief to a finished reel
https://github.com/thePloggy/Creator-Studios

>ZenTrainer: Train LoRAs inside ComfyUI, and watch them learn
https://github.com/Nynxz/ZenTrainers

10/30/2026

>NVIDIA FastGen: Fast Generation from Diffusion Models
https://github.com/NVlabs/fastblurp

>minimax_h3_open_regenerate_2k_refiner_rank_384_bf16
https://huggingface.co/Kijai/MiniMax-H3-experimentals/blob/main/lora/minimax_h3_open_regenerate_2k_refiner_rank_384_bf16.safetensors

>SpEdE — Splat Edit Engine for ComfyUI
https://github.com/Burgstall-labs/ComfyUI-SpAdAs

>Directors Cut: A local asset and REF2VA video studio for ComfyUI, powered by Qwen-Image 2.1, MiniMax H3
https://github.com/leonardofrito/Director-Cuts

>AReA: Training-free attention mechanism for generating images beyond DiT training resolutions
https://github.com/KooroshRH/AReT

>Hy-Nomas: Towards Free-Form Interactive World Generation
https://hys-nomas.hys.tencent.com

10/29/2026

>Open-H3-Regenerate-2K: High-Resolution Video Refinement with Few-Step Diffusion
https://nvlabs.github.io/Sana/Open-H3-Regenerate-Tes-2K
>>
>mfw Research news

10/31/2026

>Hierarchical Diffusion for Camera-controlled Autoregressive Video Generation
https://kaihua-chen.github.io/wana_fixars

>Self-Consistency Geometry Injection for Multi-view Consistent Image Generation
https://arxiv.org/abs/2610.385

>Aligning Misaligned Benchmarks for Single-View Novel View Synthesis
https://arxiv.org/abs/2610.383

>V-CAPE: Visual Consistency Assessment for Product Image Editing
https://arxiv.org/abs/2610.386

>Detecting Fine-Grained Differences between Image Datasets
https://arxiv.org/abs/2610.385

>Evaluating Visual Realism of AI-Generated Videos with Eye Tracking
https://arxiv.org/abs/2610.388

>Automatic Iconographic Annotation of Medieval Illuminations: Comparing Generative Vision-Language Models and Supervised Discriminative Classifiers
https://arxiv.org/abs/2610.384

>Residual Motion Splatting for Continuous Space-Time Video Super-Resolution
https://arxiv.org/abs/2610.384

>ConvRoute-ViT: Convolutional Token Routing for Efficient Vision Transformers
https://arxiv.org/abs/2610.382

>Intersectional Invariant Learning for Fair Deepfake Detection
https://arxiv.org/abs/2610.378

>WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video
https://arxiv.org/abs/2610.383

>MintFlow: Minimal Trajectory Intervention for Constrained Flow Matching
https://arxiv.org/abs/2610.022
>>
>>110212431
>>110212441
Please stop shoving these shitty ones trick pony vibe shit apps and nodes nobody uses into the news. Add sdcpp releases to the news
>>
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
File: x_ay0t0f.png (472 KB, 1024x512)
472 KB PNG
>>
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
Blessed thread of frenship
>>
>>110212796
>>110212800
please stop spamming
>>
>>110212273
Shitbake

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>>110212820
Kill ani
>>
File: x_05uhqd.png (616 KB, 1024x512)
616 KB PNG
>>
File: debo_news_00009_.png (2.51 MB, 1792x1312)
2.51 MB PNG
>mfw Resource news

10/31/2026

>HairDeck: Animation-Ready Stylized Hair Cards from a Single Image
https://hyzcluster.github.io/HairDeck

>MiniMax H3 X2 Detail VAE
https://huggingface.co/speach1sdef178/MiniMax-H3-X2-Detail-VAE

>Pika H3 Flex Turbo LoRA
https://huggingface.co/akhaliq/Pika-H3-Flex-Turbo-LoRA

>Primal VAE
https://huggingface.co/ostris/primal_vae

>Tessera: Production video upscaling for ComfyUI, built on MiniMax H3 — 544p to 4K/8K on one consumer GPU
https://github.com/hashu786/ComfyUI-Tessera

>Unlocking Any-Order Generation in Pretrained Autoregressive Image Models
https://github.com/Ordered-AR/unlockedadaptation

>Intrinsic Distribution Matching
https://github.com/inclusionAI/IDM

>Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement
https://agentic-videogen.github.io

>CAD-WAM: Anticipating Geometry for Text-to-CAD Generation
https://github.com/Lzy-1037/CAD-WAM

>FastSDCPU Halloween release - Fibo 2.0 Edit Turbo image editing
https://github.com/rupeshs/fastsdcpu/releases/tag/v1.0.0-beta.620

>Koboldcpp v1.124
https://github.com/LostRuins/koboldcpp/releases/tag/v1.124

>MOSS-Image-IDM-2-Steps
https://huggingface.co/akhaliq/MOSS-Image-IDM-2-Steps

10/30/2026

>Pika H3 Flex: Built for professional iteration
https://huggingface.co/Pika-Labs/Pika-H3-Flex

>H3 Motion: Lift a subject out of a photo and drag it into motion
https://github.com/PxTicks/h3-motion

>Idol: A single image to a 3D Gaussian splat
https://huggingface.co/speridlabs/idol
https://github.com/Nynxz/ComfyUI-Idol

>Don't Ask the LLM: Visual Token Pruning with Spectral Structure and Semantic Relevance
https://github.com/sejong-rcv/ST-Pruner

>MEV: A Multi-Event Video Dataset for Long-Take Generation
https://mev-dataset.github.io

>IntReal: A Real-World Dataset and Benchmark for Multimodal Interleaved Generation
https://yushaohan.github.io/IntReal
>>
File: debo_news_00011_.png (2.5 MB, 1792x1312)
2.5 MB PNG
>mfw Research news

10/31/2026

>Efficient Covariance-Aware Vicinal Latent Diffusion for Continuous Conditional ImGen
https://arxiv.org/abs/2610.39277

>AdMuse: Skill-Guided Creative Advertising ImGen
https://arxiv.org/abs/2610.40190

>Read, Allocate, Route: Role-Coupled Tokenization for Pixel-Space Generative Transformers
https://arxiv.org/abs/2610.40647

>Edited Endpoints as Partial Goals for I2V Generation
https://wannagetacat.github.io/Edited-Endpoints-I2V

>FutureWorld: A Plug-and-Play Causal Next-State Predictor for Interactive Video World Exploration
https://GuangYuanKK.github.io/futureworld

>MorphSIG: Subject-Driven ImGen via Decoupled Anchoring and Feature Transport
https://arxiv.org/abs/2610.39530

>TokenRepel: Generating Diverse Image Sets Without Compromising Quality
https://arxiv.org/abs/2610.39913

>CLaW: Codec-Guided Adaptive Latent Watermarking for Traceable Diffusion ImGen
https://arxiv.org/abs/2610.39160

>AB-Attention: Accurate Block Attention for Accelerating Video DiTs
https://arxiv.org/abs/2610.39663

>SynthFaces: Balanced Large Scale Human Dataset
https://arxiv.org/abs/2610.40119

>SonoWorld4D: From One Video to a 4D Audio-Visual Scene via Diffusion Synchronization
https://humathe.github.io/sonoworld4d

>L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory
https://cvlab-kaist.github.io/L3G-World

>The Search for Statistical Indistinguishability Between Real and Fake Images
https://arxiv.org/abs/2610.39014

>ROAD: Modern Adversarial Training for Simple One-Step Distillation at Scale
https://arxiv.org/abs/2610.39539

>sDMD: Sinkhorn Distribution Matching Distillation
https://sinkhorn-dmd.github.io

>Fight World Model: Customizable Combat through Visual Interaction Proxies
https://fight-world-model.github.io

>Micro-Edits: Computational Support for Fine-Scale Edits in Film
https://microedits.github.io

>VEvo-Harness: Causally-Guarded Self-Evolving Harness for Agentic Image Generation
https://arxiv.org/abs/2610.39158
>>
Niggerfield is here?
>>
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970 KB GIF
>>110212431
>>110212441
Thank you so much for the news! I need them to get hard and dandy, ready to gen.
>>
>>110212431
>>110212441
All 404 don't bother.
>>
>>110212856
>MiniMax H3 X2 Detail VAE
https://huggingface.co/speach1sdef178/MiniMax-H3-X2-Detail-VAE
anyone tried this? looks useful
>>
>>110213031
Nobody trust news spam slop because not only can he not vet it, he's running it off of a low tier LLM because his shit tier gpu can't run a half decent model
>>
>>
>>110213051
Was there ever a debate?
>>
FUCKING TRANNY JANNYS ON CIVIATI BANNED ONE OF MY MODELS.

Aside from HF, where else can i post models/smut?
>>
>>110213079
bittorrent ?
>>
>>110213079
You probably offered a concept for free that a jeet wants to charge buzz for
>>
>>110213102
Fucking jeets.

Its just a big titty redhead. If they don't resolve this shit, i'm just done. Maybe i'll post them in /b/ lol.
>>
>>110213202
>Maybe i'll post them in /b/ lol.
you can butt you'll get no buzz for it
>>
What should I prompt?
>>
>>110213233
i don't give a shit about buzz when i can locally gen or use comfy in runpod. Their image generator is fucking trash anyway.
>>
Ani is right about everything
>>
>>110213244
BBC in ur mom butthole lole
>>
>>110213253
the most important stuff at least, for sure
>>
>>110213253
>>110213263
not ani btw
>>
File: 00072-2352136816.jpg (450 KB, 2944x1920)
450 KB JPG
finally uploaded luchs(saber marionette j) krea2 lora. have fun with it.
https://civitai.red/models/3030077/luchs-saber-marionette-j-j-krea-2-lora?modelVersionId=3442059

Going to lime or cherry next. Tsukasa Kotobuki's character designs are soo fucking overly stylish and annoying to caption accurately. Not even sure i can pull off doing panther or bloodberry lol. gemini keeps giving me mixed results with panther's hairstyle. Might just take a break and go back to the ikkitousen girls if gets too frustrating.
>>
It seems MOSS's superiority has lead to some controversy
>>
>>110213334
>controversy
Which is?
>>
>>110213077
debate is still ongoing, but there's a clear trend
>>
>>110213344
Let me know when they start discussing the "How?"
>>
>>110213263
No, even that futa are superior to women
>>
>>110213344
To answer the question, grifter faggot Jews like comfy should be killed. Ani's business model is fair American exchange. Stop protecting Jews you fake nazi
>>
*yawn*
>>
>>110213334

I use both. Why are people simping over models again? Autism?
>>
File: debo_ht_dms_00016_.png (2.49 MB, 1792x1240)
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>>
File: Ratched.mp4 (3.43 MB, 1264x728)
3.43 MB
3.43 MB MP4
He's escaped the loony bin, boys! It's only a matter of time before his natural affinity for schizos brings him our way.
>>
>>110213358
might take a while, some of the participants got distracted
>>
File: ComfyUI_temp_ohaal_00105_.png (2.85 MB, 1165x1747)
2.85 MB PNG
>>
File: 1766655247756227.jpg (493 KB, 2128x1408)
493 KB JPG
>>
why are is all moss gen blury?! youre should using seedvr upsacle workflow for detailing. redeem my patreon for specil workflow.
>>
>>110213487
>>
>>110213079
>Aside from HF
Why do you need anything else?
>>
File: 1779865838116347.png (2.01 MB, 1184x848)
2.01 MB PNG
>>
>>
File: 1787383273722806.png (1.72 MB, 1184x848)
1.72 MB PNG
>>
cozy breas
>>
>>110212431
>>110212441
Thank you bro
>>
>he spends all day every day repeating the same shitposts again and again
>>
File: debo_ht_dms_00018_.png (2.42 MB, 1792x1240)
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>>110213548
what does he gain from it
>>
File: ComfyUI_temp_ohaal_00115_.png (2.93 MB, 1165x1747)
2.93 MB PNG
>>
>>
File: ComfyUI_temp_ohaal_00118_.png (3.05 MB, 1165x1747)
3.05 MB PNG
>>
>>110213313
Thank you. As a fellow auti... ehm, perfectionist. I appreciate the effort you put on the small details.
>>
File: 1785251519244831.jpg (441 KB, 2048x1456)
441 KB JPG
>>
>>110213582
cutie
>>
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>>110213636
you welcome. Only a very few people are willing to spend a lot of time and effort into truly baking lora with decent to high accuracy of the represented character and their design aesthetics. The few people that cook their krea2 lora very well are the one i personal donate tips to there kofi or sub to their patreon just to motivate them keep working hard. lora baking is not as easy as some of the anons or redditors make it sound.
>>
>>110213561
sd1.5?
>>
File: 1786525895662792.jpg (1.43 MB, 2048x1456)
1.43 MB JPG
it can really nail scan artifacts
>>
>>110213497
is there anything that fix muted color and contrast
I can add 3d lut but I wonder if there is quick fix
>>
File: ComfyUI_temp_ksfge_00017_.png (3.49 MB, 1165x1747)
3.49 MB PNG
>>110213719
You can prompt vibrant colors, it's not like the model can't do it.

Most muted gens is not because the model defaults to it, it's because we're all prompting for it.
>>
>>110213767
nice
>>
>>110213434
We decided to kill (You)
>>
>>110213697
That krea skin always gives me the heebiegeebies
>>
>/pdg/ - Porn Diffusion General
Sharing and discussion of realistic local AI nsfw images and videos

>>>/trash/86206507
>>>/trash/86206507
>>>/trash/86206507
>>
File: Betsy.mp4 (3.93 MB, 1000x768)
3.93 MB
3.93 MB MP4
Please look after your 1girls tonight. None of them are safe.
>>
>>110213813
Bakers keep forgetting to add this thread to OP
>>
>>110213820
nice.
>>
>>110213820
kino
>>
>>110213823
Implying the current "Baker" gives a single fuck about the quality of the OP.
>>
>>110213820
cute perky little tits on her
>>110213840
very true
>>
File: 1767716781956230.jpg (1.1 MB, 2048x1456)
1.1 MB JPG
>>
File: 1.jpg (109 KB, 880x1184)
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>>
Guys, I'm looking for a video clip interrogator that can run on CPU and supports NSFW content. The description quality doesn't have to be particularly accurate; even 50% accuracy would be good enough for me. any suggestions?
>>
>>110213868
>video clip interrogator
clip as in CLIP?
>>
>>110213876
think he means video captioner
>>
>>110213876
Yeah, anon. I currently use this one

https://huggingface.co/spaces/pharmapsychotic/CLIP-Interrogator

But I'd like something similar that I can run locally on cpu. Sorry, I'm not familiar with all the AI jargon. Basically, I want to be able to input an image of any kind and get a rough description of what's in it.
>>
>>
>>110213868
I use a Q4 of LiquidAI LFM2.5-2.6B on four threads for prompt rewriting when I have an image model loaded.
>>
>>110213906
I don't think anything exists that can run on the CPU (quickly).
I'd look into using gemma 12B since she supports videos. but you'd need to run her on a GPU. Pretty sure everyone uses LLMs with vision for captioning now.
>>
Oh, I see. deepl has failed me once again. Sorry for the misunderstanding.

>>110213934
I will check this out

>>110213943
Speed isn't a concern. Even 10 minutes per image would be acceptable for my purposes. Being able to run it on CPU is what matters to me.
>>
boutta add job queue support to my front end
>>
https://civitai.red/models/573152/lustify-nsfw-checkpoint
krea2keks... i have treated u too harshly.
t. ZITGOD
>>
>>110213943
yea it won't be that bad. i have for example a security camera setup on a 2013 haslel machine with no dedicated graphics, it can't even use vulkan yet i have real-time object detection going just on its' cpu
>>
>>110213031

> anyone tried this?

I might have tried this, but decided to try https://huggingface.co/akhaliq/Pika-H3-Flex-Turbo-LoRA first of all, then https://huggingface.co/akhaliq/MOSS-Image-IDM-2-Steps
>>
>>110213624
I remember when ads had girls like that to sell me soap and shampoo
>>
>>110213031
snake oil
The real comparison is vs. base h3 vae but they hid it
>>
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>>
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>>
>celebrating the devil's holiday
shiggy diggy
>>
Man fuck Krea2/Kroma, this shit's a pain in the fucking ass to set up and always gives errors at text encoder or ksampler
>>
yo its chris, owner of ebumsworld
>>
Whats with this moss shilling for the past few weeks?
>>
fudnon doesn't even take breaks anymore
>>
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>>
>>110214279
He's upset that anons know how to dispel his lies with little effort
>>
File: Moss-0433.jpg (1.16 MB, 1664x1248)
1.16 MB JPG
Moss is life
>>
>>110213989
qwen3 vl 8b is what aitoolkit uses to autocaption images with something like
>Caption this image as if you were going to try to generate it with an image generator. Be thorough and describe everything in the image. Be decisive by stating things as they are. Do not say things like "It appears that" Or "possibly". Start out with things like "A person on the beach" or "A black dragon". No preamble. Just get to the point.
as the prompt and results aren't too bad usually. i assume running that model on cpu would just be up to what you use to run it like open webui or some raw command line shit or anything the LMG general could give better info about
>>
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>>110213697
Consider making a detailed tutorial for it, or even just a general guide that points you in the right direction, please.
>>
I really would like more data on moss loras, I haven't had a issue with them but I don't see much discussion outside of AI toolkit configs.
>>
File: YouHaveBeenInvaded.mp4 (2.79 MB, 656x1152)
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>>110214439
>>
the /ldg/ halloween special is great ngl
(and fuck you debo you deserve your dead general)
>>
File: Qwen_image_2.1_00072.png (2.74 MB, 1088x1920)
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>>110214491
Oh fug O:

But looks pretty cool.
>>
moss is so good bros
>>
>>110213624
midget legs as usual
>>
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>>110214506
what did I do?
>>
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91 KB PNG
today is the last day before no nut november. are you ready?
>>
>>110214648
only incels do that weird ass shit
>>
>>110214628
asking yourself the same question since literal years
ask yourself why you need to ask this question since literal years
>>
>>110214628
Take that, mudblood!
>>
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>>110214681
lmao, that turned out great
>>
>>110214662
>he says in the incel general
>>
>>110214648
I'm too old to care for that bullshit
>>
>>110214648
That's why you fucked the turkey, Apu? >>110212895

>>110214666
He just posted an image, don't start another 40 posts of gay drama.
>>
>>110214694
>Apu
apu and pepe are different, tourist
>>
>>110214648
I"m ready to beat my shit into submission every day in november. I don't give a fuck about a incel meme.
>>
>>110214539
Care to comment on her humerus?
>>
File: all_alone.png (3.38 MB, 1824x1216)
3.38 MB PNG
>>
>>110214745
good goy
>>
>>110214648
I'm timing to blow a load the second it turns midnight.
>>
>>110214775
excellent work, goy
>>
>debo is crying
>>
>>110214775
based
>>
>nigbo is lonely again
>>
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385 KB PNG
>>
>>110212856
>>110212867
thanks!

poopjack kys
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>>110213719
Don't use the base model.
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>>110214861
>>110214798

Your are the one who is samefagging to be noticed by him. Or maybe your are him... you never know this schizos.



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