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File: 1773894966009191.jpg (1.38 MB, 2240x1869)
1.38 MB JPG
Discusasion and Development of Local Image, Video, and Audio Models

Previous: >>110171119

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
>>
Hang trani in front of xir cheering family
>>
>>110177814
to ensure there aren't any rentries exposing xir as a subhuman avatratroon in the OP
>>
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>mfw Resource news

10/27/2026

>FLUX.3 klein turbo PDD v0.1 (8 / 4 steps)
https://huggingface.co/NoiseToNova/Flux-3-Klein-turbo-pd-4_8-steps

>TARA-H3: Temporally Aligned Reference Attention for Native Video Conditioning
https://github.com/alisson-anjos/ai-toolkit/tree/tara-h-v0.1.2/research/tara-h3

>Windows GPU UNLOCK: RTX3090 UEFI port, Korean no-reset Windows boot guide, verified source and benchmark evidence
https://github.com/impacifist/Windows-GPU-UNLOG

>Concept Acupuncturist: An Efficient and Precise Concept Erasure Method for Diffusion Models via Sparse Autoencoders
https://github.com/Eran-Xia/ConceptAC

>AudioLift: Audio-Driven Single Image to Full-Head Gaussian Avatar via Multi-view Video Generation
https://zhuoyuanjiang.github.io/audiolift-pages

>OpenFill: Generative Fill, Remove object, Generative Expand and Text to Image for PhotoCraft and GIMP 3
https://github.com/beckettharriman/openfills

>Kinoloom: Local AI film studio for one Windows PC with an 8 GB NVIDIA graphics card and 64 GB of RAM
https://github.com/harlixay7/Kinolooms

>Turing unlock: NVIDIA Turing adaptation of gpu-unlock
https://github.com/nlzy/turing-lock

10/26/2026

>Qwen-Image Sharp VAE [Anima / Krea-2]
https://huggingface.co/silvermoong/Qwen-Image-Sharp

>FastSDCPU v1.0.0-beta.610: Flux 3 Image Klein OpenVINO support( 2 to 4 steps)
https://github.com/rupeshs/fastsdcpu/releases/tag/v1.0.0-beta.7

>No Signs of AI Payoff Outside the Tech Sector
https://www.apollo.com/wealth/insights-news/insights/daily-spag/no-signs-of-ai-payoff-outside-the-tech-sector

10/25/2026

>MOSS-Image Character & Style Catalog
https://github.com/ukr8b3g-cmyk/MOSS-Image-Character-Cata

>GPU unlock 1.0.0: Unlock FP/BF16 instruction issue rate on Nvidia 3000's cards
https://github.com/Zagitta/gpu-unlog

>GPU unlock 1.1.1 — RTX 4090, RTX 4070 Ti SUPER and RTX 4060 Ti 16GB
https://github.com/JustAResearcher/gpu-unlock-a
>>
>mfw Research news

10/27/2026

>SyncVid: World-Equivariant Diffusion for Synchronized Video Generation
https://arxiv.org/abs/2610.317

>Playing Bias: Epistemic Games for Interpreting Text-to-Image Models
https://arxiv.org/abs/2610.321

>TIE: Training-free CLIP Embedding Guidance for Compositional Text-to-Image Alignment
https://hong-sujung.github.io/PIE

>PASTA: Prompt-Aware Annealed Diffusion Sampling
https://arxiv.org/abs/2610.323

>LOCI: Localized Continuous Control for Multi-Subject Image Editing
https://arxiv.org/abs/2610.319

>ACVA-Bench: Beyond Prompt Following in Abstract Concept Visualization Ability for Text-to-Image Models
https://arxiv.org/abs/2610.320

>Scaling Transformer Energy-based Models For High Quality Image Synthesis
https://arxiv.org/abs/2610.318

>MDMR-Bench: A Multi-Dimensional Benchmark for Multi-Reference Image Generation
https://arxiv.org/abs/2610.324

>AlphaAnything: Extending Pretrained RGB Generators to RGBA
https://arxiv.org/abs/2610.324

>Fast and Useful: Adapting Distilled Generators for Visual Learning
https://arxiv.org/abs/2610.325

>EditJev: System One Routing for Image Editing Models
https://arxiv.org/abs/2610.326

>ChoreoStudio: Planning What, When, and Who in Music-Driven Group Choreography
https://arxiv.org/abs/2610.323

>MAGIC: Margin-gated Contrastive Debiasing with Evidence Restoration for VLM Test-time Robustness Scaling
https://arxiv.org/abs/2610.320

>Forging Emotions: a deep learning experiment on emotions and art
https://arxiv.org/abs/2610.321

>TileShare: Training-Free Acceleration of Overlapping Tiled ViT Decoding
https://arxiv.org/abs/2610.322

>Angular Supervision for Visual Object Grounding in Autoregressive Vision-Language Models
https://arxiv.org/abs/2610.322

>ImageRSI: Verification-Driven Recursive Self-Improvement for Agentic Image Generation
https://arxiv.org/abs/2610.321
>>
>>110177710
Shitbake

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>dweebo news spamming in ldg before posting news in sdg for the day
absolutely buck broken keeeeeeek
>>
>>110177814
It's spamming / flooding
>>
kill ani
>>
>>110178172
>10/27/2026
This looks like news from yesterday tho
>>
File: 1727707919391850.jpg (140 KB, 735x979)
140 KB JPG
My theory: The only ones who give a shit about the rentries are those they are about because who else would give a fuck, and all the other schizos are made up because without them those guys would have to face the realization that they are fucking insane, thoughts?
>>
inshallah this will not be censored

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
kiss ani
>>
File: moss_00144_.png (488 KB, 768x896)
488 KB PNG
>>
>>110178532
The troll does everything he can to make his early trollbakes look legit
>>
>>110178567
We'll just have to start truebaking even earlier, maybe around the 150 reply mark
>>
>>110178574
If anything it just makes anons post the links multiple times in the thread which draws more attention to them
>>
>>110178172
>TARA-H3: Temporally Aligned Reference Attention for Native Video Conditioning
>https://github.com/alisson-anjos/ai-toolkit/tree/tara-h-v0.1.2/research/tara-h3
This seems to be useful. Thanks
>>
File: 364366582715456.png (1.72 MB, 1728x1152)
1.72 MB PNG
>>
>>110178619
you're as annoying as debo
it's time you see yourself out
>>
>>110178172
>>110178184
thanks!
>>
>>110177710
>>Maintain Thread Quality
>https://rentry.org/debo
>https://rentry.org/animanon
>>
kreafag still hasn't recovered
>>
both krea and moss are good. change my mind.
>>
>>110178172
>>110178184
Thank you bro
I wouldn't even visit this shithole if you weren't here
>>
>>110178753
You can't just like both?! You have to pick a side like a mentally ill troon that cares about discord drama
>>
>>110178753
obviously, rest is the usual fake and gay console wars bait
>>
Blessed thread of frenship
>>
File: ComfyUI_00219_.png (1.88 MB, 1448x1448)
1.88 MB PNG
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon

:D:D:D
>>
File: kromoss_bf16_00479_.jpg (3.59 MB, 2880x2240)
3.59 MB JPG
i really triggered him by telling you to fuck off kek
>>
File: kromoss_bf16_00480_.jpg (3.62 MB, 3360x1920)
3.62 MB JPG
>>
File: moss-image_02684_.png (1.72 MB, 1024x1024)
1.72 MB PNG
>>
>We have such strange and desperate spammers
>Post the same image for the third time in a row now
What did he mean by this?
>>
>>110178838
+1 to his collection good job nonny
>>
>>110178838
kek
>>
>>110178172
>>110178184
Thank you so much you're a beacon of light in a bathtub of poop
>>
debo show us your collection
>>
swear to god i'm just gonna start hoarding the base model, turbo models are almost always shit or at the very least don't have anywhere near as much flexibility
mainly bitching about h3
>>
What happened to him earlier this week? On Monday he started baking threads like 100 posts early and then proceeds to spam replies to the news. I have to imagine something happened to him IRL that caused him to lash out at LDG, because before Monday it was pretty alright with minimal troll threads and posting desu.
>>
>>110178908
I mean yeah, the H3 turbo models are trash.
>>
>>110178838
Lole
>>
File: moss-image_02697_.png (1.5 MB, 1024x1024)
1.5 MB PNG
>>110178855
>>
>>110178908
yep im also hoarding them in case I ever get better hardware
>>
>>110178984
you forgot the piss bottles
>>
>>110178172
>>110178184
thank you
>>
anyall gots ona dem bboxin workfluhs
>>
>>110178984
>phone message
diabolical
>>
>>110179064
QRD? were anons from csdg sharing workflows posted here or something?
>>
>>
File: Krea2_turbo_02631_.png (1.06 MB, 1024x1024)
1.06 MB PNG
>>
>>110179086
Someone's flooding threads with ai-generated nonsense. Look at the end of previous thread.
>>
>>110179035
What do you think of the anons repeating "Maintain thread quality and pasting the links"?
>>
File: Moss-0212.jpg (924 KB, 1248x1664)
924 KB JPG
Cameron Crowe's 1986 rite-of-passage masterpiece, Making Out. Andy and Veronica navigate the perils and pitfalls of young love in modern America. Can their relationship survive Veronica's mom's cancer diagnosis? Or Andy's stepdad's drinking problem? Can anyone survive the repression of Reagan's America, where gas is almost $0.90 per gallon and the number of 16 year olds having sex has dropped below 90%?
>>
>>110177710
>mfw REAL Resource news

10/27/2026

>SenseNova 6.8 Code2Video: video creation through code, with natural-language editing
https://github.com/OpenSenseNova/SenseNova-6.8-Code2Video

>Openjutsu: One-click character swap for videos

>EditDistill: Is It Possible to Guide Video Editing with Image Editing?
https://yu-shaonian.github.io/EditDistill-Web

>Mix Forcing: Causal Pre-Training via Mixture Attention for Interactive World Models
https://zelingao98.github.io/mixforcing

>VisualCoding: Learning Executable Skills for Reliable Visual Reasoning
https://github.com/jiaq-liu/VisualCoding

>6-step LoRA adapters for Qwen-Image-2.1, no upsampling step, ~5x faster
https://huggingface.co/PrunaAI/P-Q-Image-2.1

>ComfyUI v0.43.0
https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.43.0

>ComfyUI-MOSS-QwenVL-Layout: Auto BBox Prompter for MOSS using QwenVL
https://github.com/leroy989/ComfyUI-MOSS-QwenVL-Layout

>Minimax H3 Temporal Window & Spatial Tiles
https://github.com/mo-akkakk/ComfyUI-MiniMaxH3-TemporalWindow-SpatialTiles

10/26/2026

>FLUX.3 klein turbo PDD v0.1 (8 / 4 steps)
https://huggingface.co/NoiseToNova/Flux-3-Klein-turbo-pdd-4_8-steps

>TARA-H3: Temporally Aligned Reference Attention for Native Video Conditioning
https://github.com/alisson-anjos/ai-toolkit/tree/tara-h3-v0.1.2/research/tara-h3

>Windows GPU UNLOCK: RTX3090 UEFI port, Korean no-reset Windows boot guide, verified source and benchmark evidence
https://github.com/impacifist/Windows-GPU-UNLOCK

>Concept Acupuncturist: An Efficient and Precise Concept Erasure Method for Diffusion Models via Sparse Autoencoders
https://github.com/Eran-Xia/ConceptACP

>AudioLift: Audio-Driven Single Image to Full-Head Gaussian Avatar via Multi-view Video Generation
https://zhuoyuanjiang.github.io/audiolift-page

>OpenFill: Generative Fill, Remove object, Generative Expand and Text to Image for PhotoCraft and GIMP 3
https://github.com/beckettharriman/openfill
>>
>>110177710
>mfw REAL Research news

10/27/2026

>Grounded Exploration for Open-Ended Image Editing
https://arxiv.org/abs/2610.33810

>TrackTok: Object-Centric Video Tokenization with Semantically Persistent Tokens
https://arxiv.org/abs/2610.33857

>UltraFlash: Accelerating Megapixel Visual Synthesis
https://arxiv.org/abs/2610.33581

>OmniShowcase: Omnidirectional Subject-Consistent Video Generation from Multi-View Images
https://arxiv.org/abs/2610.35684

>Finetuning Prompt-Based Image Editor for Geometry-Consistent Room Defurnishing
https://arxiv.org/abs/2610.34597

>Qwen-Image-PE: Learning Visual Design for Text-to-Image Prompt Enhancement
https://arxiv.org/abs/2610.33472

>Blendshape Generation for Models with Disconnected Parts: Adding ARKit/MediaPipe Blendshapes to Anime-Style Character Models
https://arxiv.org/abs/2610.35076

>ToDoPro: Faster and Better Reference-Based Generation: Early Token Reduction via Downsampled Self-Probing
https://arxiv.org/abs/2610.34782

>More Memory, Better Videos? A Controlled Study of Visual Memory in Long-Video Generation
https://arxiv.org/abs/2610.35001

>What Sketches Tell Us about LVLMs: Conventions, Grounding, and Localisation
https://arxiv.org/abs/2610.34037

>Semantic-First MixGRPO: Reliable Emotional Image Generation via Temporal Decoupling
https://arxiv.org/abs/2610.33460

>Recursive CLIP: Vision-Language Distillation with Looped Transformer Blocks
https://arxiv.org/abs/2610.34563

>Detecting and Understanding Ambiguity in Visualizations with Role-Playing Vision Language Model Interpretations
https://arxiv.org/abs/2610.33997

>SLVR: Structured Latent Visual Reasoning via Human-like Reasoning Flows
https://bogao-code.github.io/SLVR

>Probing Visual Planning in Image Editing Models
https://arxiv.org/abs/2604.22868

>How well are open sourced AI-generated image detection models out-of-the-box: A comprehensive benchmark study
https://arxiv.org/abs/2602.07814
>>
Oh I see. He switched to spamming the rentry links to try and annoy anon and get people to hate the links. A classic schzio move. What will he pivot to next?
>>
boy i sure do love huge walls of links that disrupt the flow of the thread!
>>
File: H3-T2V-2026-10-27.mp4 (3.36 MB, 1112x808)
3.36 MB
3.36 MB MP4
>>110178921
I disagree!
>>
File: ComfyUI_00282_.png (1.85 MB, 1448x1448)
1.85 MB PNG
The quality must be maintain!

https://rentry.org/debo
https://rentry.org/animanon
>>
>>110179165
what's this need for attention anyway? Did mommy didn't love him or something?
>>
Schizo shithole
>>
>>110179150
>>110179161
Can you stop spamming? It's against the rules debo
>>
Which distill lora is the best for Moss SFT?
I am not having good results with the lodestone one. (Less detail, frequent anatomy issues)
>>
>>110179239
that's all of 4chan now, every general has their resident schizos attacking it non stop. this general is particularly bad because many many people here takes the schizo bait instead of ignoring him
>>
Debo your bots are broken
Why would half a dozen "anond" thank you for your schizo news when all links are broken kek
>>
>>110179174
When he first started, many anons suggested alternatives like a link in OP he could keep updated. He refused and started sperging out over it so since then I've ignored him.
>>
>>
>>110179224
Don't know and don't care, but you can see him blaming his own trolling on someone else like he usually does here >>110179313
>>
>>110178172
>>110178184
thanks!
>>
>>110179310
maaaaaaan this just made me think, a disco elysium style for MOSS would be insane
>>
>>110179306
yeah this is such an elegant solution that not doing it just makes it look like trolling
>>
>>110179337
exactly what it is, does the abstract background details too
>>
>yeah i better continue trolling the thread because someone might complain about something else
>>
>>110179361
Oh yeah there are of course literally millions of people that go to the archive for outdated nigbo news
How could anon not think about them!
>>
>>110179150
>>>ComfyUI-MOSS-QwenVL-Layout: Auto BBox Prompter for MOSS using QwenVL
>https://github.com/leroy989/ComfyUI-MOSS-QwenVL-Layout
pretty cool idea
>>
>>110179390
a simple update history section on the news rentry would solve this but nope better flood the thread instead
>>
I refuse to use turbo loras/models, I'd rather just gen all night.
>>
File: kromoss_bf16_00491_.jpg (3.68 MB, 2688x1536)
3.68 MB JPG
>>
>>110179150
>>Concept Acupuncturist: An Efficient and Precise Concept Erasure Method for Diffusion Models via Sparse Autoencoders
>https://github.com/Eran-Xia/ConceptACP
this seems useful
>>
File: kromoss_bf16_00492_.jpg (3.36 MB, 3360x1920)
3.36 MB JPG
>>
>>110179411
>>110179434
we need to import 100 wolves!
>>
>>110179351
Looks cool. Please drop a catbox.
>>
>>110179150
>>110179161
Stop spamming and fix your shitty bots
You're unemployed so you have more than enough time retard
>>
>the only replies debo gets to his news spam are trolls
i would feel bad for him if he wasnt so annoying kek
>>
is there any way to get dirty moss to actually reference images correctly?
>>
weird how his newest cope seems to always be "it's a false flag!" now
>>
File: ComfyUI_00298_.png (1.86 MB, 1448x1448)
1.86 MB PNG
>>110179277
I'm not even sure who and who don't, want the links. I'm just trolling the news schizo because I don't like his schizo babbling.
>>
File: kromoss_bf16_00496_.jpg (3.05 MB, 2688x1536)
3.05 MB JPG
>>
>>110179532
'tard can't even get his story on line
he just double posted his news from yesterday (which also had the broken links, to which he replied to with a thanks and nigbo image) but instead of saying "my bad" it's of course a meany "false flag" now
yeah no idea why everyone is fed up with nigbo
>>
>unironcially protecting namefags
baka my baka
>>
so this mysterious debo impersonating false flagger posts the news in every single /ldg/ thread?
>>
>>110179613
Stop playing dumb. Debo posts his news. Some anons genuinely thank him. This makes the schizo mad and he starts spamming thanking replies to make it look like anons thanking debo arte just bots. Did you think it's some genius plan, faggot?
>>
>arte
Have another drink, schizo
>>
woah i'm so happy we have the namefag defender anon here
>>
>>110179585
I would be very worried about myself if i was scared to "look bad on a 4chan thread", my dear mysterious anon
Maybe go outside more often or get a job idk
>>
>>110179632
no one is genuinely thanking someone for flooding the thread lmao better try that shit on the anons in /sdg/
>>
File: kromoss_bf16_00500_.jpg (3.15 MB, 2688x1536)
3.15 MB JPG
>>
This is how you got the pastebin made in the first place ffaze. Stop rocking the boat.
>>
>>110179402
what so cool about it?
You can put a master prompt into any LLM and ask them to do it
>>
>>110179487
Wow it seems to be very important for you for some reason to defend nigbo
Thanks for your service "anon"
>>
>>110179658
how is posting local diffusion news in a local diffusion thread "flooding"?
>>
>>110179673
it's ready made in a convenient project I can use
>>
pretty nuts how much the ldg general means to some anon
anons clearly care very deeply about this thread
>>
>>110179683
It's also a false flag idiot
How new are you?
>>
>>
>how is posting two huge walls of text flooding
damn thats one heck of a mystery
>>
Don't let the thread quality drop :D:D:D

https://rentry.org/debo

https://rentry.org/animanon
>>
I wonder what the turkish cockroach is doing nowadays
>>
>debo is crying
>>
>>110179713
Nice. Got any plans for your next one?
>>
>>110178949
Yeah he has really overdone that kek
He's just not smart enough to be subtle with his spam and "look anons love my news!"
>>
File: moss-image_02800_.png (1.74 MB, 1024x1024)
1.74 MB PNG
>>
>>110179745
There's probably like 15 anons left here. Do you think anyone is dumb enough to buy into your bullshit? Like, seriously?
>>
i wish music generation prompting had as much control as minimax h3 prompting did
>>
>>110179683
So you're implying that I'm Debo
If I was Debo and I was spamming "Thanks" replying to myself, wouldn't I say that it's actual real anons thanking me. I sure wouldn't say it's a false flag, it wouldn't make any sense for me to say so.
So make up your mind, faggot. Which is it?
>>
This thread now actually feels worse than sdg before the split. Nice job.
>>
>>110179756
kek
>>
File: 449638.png (1.51 MB, 928x1184)
1.51 MB PNG
we should all kiss and be friends
>>
I wanna create AI hentai like dreson locally (hairy venus body type stuff) https://rokuhentai.com/9hy7by
Whats my best option?
Also maybe watanabe akio (pic related)
>>
File: 00018-1400420981.jpg (724 KB, 2176x2944)
724 KB JPG
who even genuinely gives a shit about this made up debo character or some image generation harness fork called anistudio that's outdated and lacks support for newer models. Every time i come to these threads during dry periods its just trolling and self replying schizo posting. I don't see this kind of bullshit in the other ai threads or ai subreddits. Is this kind of drama entertainment for some anons? I don't understand humor and engagement that goes with the drama over the debo character anymore. I thought mods banned several of the trolls.
>>
>>110179777
I think it's a double false flag
Debo impersonates his "schizo" by thanking himself and later claiming it's an obvious false flag to make "schizo" look bad
>>
must be feeling the pressure if hes pulling out the "who cares" thing again
>>
>>110179696
It's not but if we'd acknowledge that then all of the schizo rambling would fall apart.
The point is I recommend to bully him once per thread then move on, no matter if the links are in the thread, he got his own image in OP or even debo doesn't posts in thread, he will still find a way to sperg out. He is here for drama, not local anything
>>110179761
>15
>debo, catjack, wanschizo
>and maybe 2-4 anons
that's nowhere near 15 anons, we are on our last foot thanks to the discord retards shitting up the thread, but then again every ai general is fighting with schizos, it's a name/avatarfag thing
>>
>>110179798
Both rentry schizos have been banned nearly daily at this point. Debo is contained here but Ani is unwelcome and has been chased out of multiple communities including Reddit for his behavior. They both have all the time in the world and have been caught multiple times talking about themselves and manufacturing drama. They eat multiple bans a day.
>>
>>110179807
This 100%
He did the same thing in the past
>>
File: moss-image_00534_.png (2.24 MB, 1680x1248)
2.24 MB PNG
>>
File: kromoss_bf16_00501_.jpg (3.61 MB, 4032x2304)
3.61 MB JPG
>>
>>110179733
not enough time to do everything
>>
>>
>>110179856
If money was infinite I'd give it to you so you could spend more time training kino
>>
>>110179798
>even Sasori Obinna is tired of trannistudio
what a world we live in
>>110179781
newfren its been so much worse this is nothing
>>
File: debo_sa_dms_00032_.png (2.43 MB, 1792x1055)
2.43 MB PNG
anon really has debo on his mind today
>>
>>110179918
As always it looks like shit
>>
>>110179916
>supaaarnatural
where da fairies at
>>
What are some good models for image captioning? Qwen 3.5 9b is fairly good, but I want something better.
Tried Gemma-3-12b-heretic and it gave me this lmao https://files.catbox.moe/jhdy8p.jpg
>>
>>110179918
go back to your "stable diffusion only" general
>>
File: moss-image_02807_.png (1.43 MB, 1024x1024)
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whats interesting in moss is if you just prompt for multiple characters without specifying location they tend to appear left to right based on the order of their names in the prompt
>>
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>>
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>>
desu still better and more cutting edge than all other img/vid ai threads
>>
What's the best model for booru tagging?
>>
>the mysterious nigbo defender anon vanishes right before nigbo appears
weird
>>
>>110179951
you lazy fucking jeet
i hope you understand if you can operate things end to end, without any need for human eyes and intervention, 99% of jobs would be obsolete.
you're ganna have to sift through the autogenerated prompts, and comb out the garbage, it's part of the game
lazy fucking bum
>>
>>110179951
if you doing aggressive degenerate hardcore nsfw captioning with "questionable petite body shapes" then just use a uncensored gemma4 26a4b q6 or q8 locally on your system. If your doing character loras for high accuracy caption details then use gemini 3.7/3.8. You can get away with certain nudity with gemini but it will shut down the conversation if it perceives images of loli and obvious very young looking characters.
>>
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>>
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>>
>>110180142
I dig this one. What's the style?
>>
What's the best local model to help me writing and modifying image prompts?
>>
>>110180081
>if you doing aggressive degenerate hardcore nsfw captioning with "questionable petite body shapes"
Nah just testing the bounds, so to speak. I usually go with manually written booru-styled tagging, but wanted to try detailed captioning with some new models. Not sure if it's really necessary though.
>>
>>110180170
the largest one you can run, that simple, not like there are many to choose
>>
File: debo_sa_dms_00037_.png (2.47 MB, 1792x1055)
2.47 MB PNG
>>110180153
an abstract surreal Ink wash painting of aggressively smudged ink strokes inspired by Cornelis de Heem and in the style of Jon Klassen. the inking style uses layered heavy inks and thick brushstrokes that create an dreamlike and ethereal texture. some of the ink runs and blobs. This inkwork could be described as abstract surrealism with elements of impressionism influenced by the bold and heavy brushstrokes of Russ Mills combined with the dark and intense atmosphere characteristic of Raphael Kirchner. The thick layered inks and smudged strokes create a visceral raw texture that feels aggressive yet sorrowful. The running inks and inkblobs give the piece a sense of chaos and distortion.


your guess is as good as mine as far as whats actually influencing the style
>>
>>110179900
deal! I'll make this hipster shit 24/7
>>
>>110180214
Thanks bro
>>
>>110179983
cute
>>
>>110179856
>>110179895
Niceu
>>
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3.6 MB JPG
>>
File: 1793125383.png (1.03 MB, 1024x1024)
1.03 MB PNG
>>
>>110179983
Sometimes even with bounding boxes and specifying location in the prompt it still isn't 100% accurate. I mean it's close and it's probably because I have like a dozen boxes but still
>>
remember when people were saying we'd never have proper hands by AI?
>>
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>>110180462
only the antis ever said that and no one ever took them seriously
>>
>>110180218
Do you use the default params? Or what trainer? Looks really good anon
>>
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3.66 MB JPG
>>
>>110180462
>we'd never have proper hands by AI?
is there a newer thing retards are crying about like hands now? i dont keep up with the retards
>>
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ldg dead as fuark
>>
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2.08 MB PNG
>>110180551
cry
>>
>>110180529
>"looks soulless"
a classic that will never die

>"lol in the background it made a mistake by writing the word wrong"
a more recent one when models started being able to write

I dunno about others
>>
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3.32 MB JPG
>>
>>110180551
https://4stats.io/ third most active on this board
>>
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>>110180561
ayo I recognize that Lain
>>
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Is this a snakeoil?
>>
So how am I supposed to gen kinosovl
>>
>>110180574
super kamiokande design
>>
>double performance on 20xx, 30xx, and 40xx Nvidia GPUs by just disabling the slow=true flag Nvidia sets on non-work GPUs
https://www.tomshardware.com/pc-components/gpus/nvidia-rtx-20-30-and-40-series-gpus-hacked-to-remove-a-half-speed-ai-throttle-firmware-exploit-doubles-rtx-4090s-peak-tensor-rate-lifts-rtx-3090-ti-matrix-math-up-to-80-percent
>>
File: 2266.jpg (1.06 MB, 1368x768)
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>>110180561
>>
>>110180628
Real workloads gain less than peak tensor rates, and chatbot token speeds stay about the same.
>>
>>110180608
yes
>>
>>110180628
What's the actual gain in comfy? Idc about benchmarks.
>>
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>>110180586
g dead as FUARK
>>
>>110180628
>for poorfag cards only
Where's the super secret free lunch speedups for richchads, huh?
>>
>>110180608
This is basically how adaptive optimizers work.The dev just repackaged it as his own invention.
>>
>>110180673
PRO cards have it on oob, that's the point of this thing.
>>
>>110180673
Doesn't work on 50xx series because those are even more locked down. Works on 4090. Don't need it on the Pro models because they come unlocked out of the box.
>>
>>110180551
>>110180668
The initial hype of moss died down so now anon is just figuring out training and how2kino. Wait for the next big model drop for ldg to go through like six threads a day again.
>>
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>>
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>>110180710
Moss?
>>
i know who you are your attempt to disguise yourself has proven ineffective
>>
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1.33 MB PNG
>>
>>110180783
you got me
>>
File: 1749408854979572.gif (2.77 MB, 498x350)
2.77 MB GIF
still no flux video lol. in germany, "next week" has a different definition lol. That’s maybe why they lost the war
>>
>>110180799
>flux video
Why'd you want that?
>>
>>110180799
>you know what would be great
>flux3 body horror pictures
>but get this it's moving pictures
>>
>>110180777
Have you been living under a rock since last week?
>>
>>110180799
they're making it safer anon, it will be able to make the best cat videos!
>>
>>110180799
Why should I care about your opinion if you cant even post a video you generated with one of the existing video models?
>>
File: 214837CUI_00001_.png (1.27 MB, 832x1216)
1.27 MB PNG
>>110180824
The last big thing I saw was the local videogen model that I forgot the name.
>>
>>110180659
+0.1it/s (everything is bandwidth limited)
>>
>>110180777
>>110177710
>>MOSS
>https://github.com/OpenMOSS/MOSS-Image
New kino. Most uncensored foundational model released to date (not trolling), native bbox support, pretty quick (on my system), it knows anime and shit too.
>>
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>>110180871
>>110180874
I'll check it out, danke.
>>
when it comes to minimax h3, is there any advantage with using image to video over reference to video? it really just sounds like the latter is best for everything
>>
>>110180952
i2va has better visuals and generates faster
ref2va is more flexible
>>
>>110180952
it's quicker and the model seems to be more coherent. it's also up to how you prompt. i don't really need vid input as much as i need to be able to continue from a specific frame.
>>
>>110180920
is there a general nsfw lora or you mean specific lora to whatever you're genning?
>>
>>110180952
IMO i2v is fine for most shit unless you DONT want the first frame to be said image. But as anon said the ref model is really nice it just takes so much more compute.
>>
>>110177710
>Discusasion
lmao
>>
>>110180968
>general nsfw lora
moss knows peenus in vageene OOTB
>>
File: 649306673.png (1.71 MB, 928x1184)
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>>
>h3 untrainable and hype dead
>moss blurry anatomy horror
>krea2 vae crocodile skin texture and 0 seed variance
>flux 3 can't render a human without 7 limbs
any hope for local?
>>
>>110181131
>moss blurry anatomy horror
Literal an actual lie/skill issue.
>>
>>
>>110181137
you're replying to someone who is Literal not interested in anything besides (you)s and has a text doc full of plug and play posts that get them reliably
>>
>>110181137
Nta, but bboxes are MOSS's only saving grace. Without it, MOSS is body horror central. Base MOSS generates blurry washed out images 90% of the time.
>>
>>110181175
MOSS feels like the model that anons were asking for (it has "SOVL") but it's underparametrized, should've just been a 13B or something similar instead of catering to poor gpulets
it's obvious these low parameter models can't cope with anatomy, text, logic, etc
>>
can you come up with something else other than "it's too small it needs more params" because that was disproven like last year
>>
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>>
>110181131
>110181175
>110181197
You don't need to start shitposting it's okay if this thread isn't 100 posts a minute
>>
>>
>>110181041
ah ok

>>110181056
yeah but anatomy doesn't mean full nsfw like positions and so on I guess
>>
>>110181231
desu if it doesnt know a position by name you can just describe it with NLP its pretty good at that
>>
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>>
>>110181208
>skill issue, I only use bbox for more control

There's no skill involved if anatomy is dependent on the whims of the RNG.
>>
>>
>>110181431
Why does he play make believe like this
>>
>>110178535
>thoughts?
i don't think about them at all
>>
>>110181469
>244/77
anon... I...
>>
>>110181504
Yet somehow ldg still has more gens in OP than sdgs OP ever will
Curious
>>
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3.15 MB JPG
>>
i uninstalled a bunch of vidya for krea2 and its crap compared to zit
>>
>>110181469
he thinks 3 anons taking up 150 image posts is worth more than 12 anons taking up half. not sure why tho
>>
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>>
>>110181548
Well yeah you're an entire generation of models behind
>>
>>110181548
ack
>>
File: Sunsis.mp4 (3.33 MB, 1264x728)
3.33 MB
3.33 MB MP4
Try Jumping
>>
https://huggingface.co/SmilingWolf/wd-eva02-large-tagger-v3/tree/main
What do I run this shit in? Does llama support safetensors? There's no goof.
>>
>>110181393
you don't have to hide you can post that here cuz i know youre lurking :]
>>
>>110181563
load it in comfy
>>
>>110181548
I uninstalled all my krea stuff after I downloaded moss. I do not regret it.
>>
anyone got a moss edit workflow that works? tried a bunch of things and it's just giving nonsense outputs
>>
>>110181610
just use f3k or qwen2.1
>>
>260 posts
Is the schizo asleep? He should already have the next troll thread up by now...
>>
>>110178764
i would agree with you if their usecases were different but they arent and moss actually has more uses than krea
>>
>>110181469
why is he so bitter?
>>
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>>
This was done using chained samplers (basically) and a custom vibecoded thingy with like uh not a box thing, but like... kinda like "fake box" that Grok 4.7 created for me, I'd like to think I participated in testing. But also finesse. Also, Grok 4.7 added NAG, and I used it. So in the NAG was "dog face". But, the thing is, I have a pretty slow gpu, so yeah not really gonna get any x/y plots going.

* having a slow gpu taught me a lot about diffusion, though, if you have a 5090, crank up the resolution or something to slow it down and watch the preview, but make sure the preview is unscaled (scaled preview will lie to you).
>>
>>110181768
>Grok
kek
but also how do you fuck up four words with flux? that model is literally baby mode
>>
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1015 KB PNG
>>
>>110181768
Check out /vcg/ for tips and tricks but I'll just say right now you should upgrade from shitty grok desu
>>
>>110181768
Why are you chaining ksamplers?
>>
File: kromoss_bf16_00529_.jpg (3.7 MB, 4224x2112)
3.7 MB JPG
>>
>>110181610
How can you edit when moss isn't an edit model? Maybe just try to do I2I with it idk.
>>
>>110181882
https://huggingface.co/chinoll/Moss-Image-Edit
>>
>>110181916
?
>>
>>110181909
If a lora was all it took to make an edit model, edit models wouldn't be needed.
>>
>>110181563
>wd tagger
Is there still no modern booru tagger? That things like ancient.
>>
>>110181822
more ksamplers = more gooder
>>
>>110181932
What do you need more for single words? Realistically the only update it needs is new shit from 25 and 26.
>>
>>110181649
He's severely mentally ill and came out the gate as a hostile hate filled schizo and only changed his behavior after multiple bans. Over time he wised up and then found new ways to be annoying.
Btw
He only spams his news because mods started banning him for posting >MFW at the start of each thread and was so hell bent on getting the first post he would bake early.
Now he soothes himself with the news and likes the spam because he knows it's annoying. Everything you see from him are things he has been doing for years only adjusting after getting bans. It's a core reason why he loves to abuse residential proxies.
>>
>>110181827
compositionally awesome but too fried
>>
>>110181950
Those old taggers always felt lack luster to me but maybe I'm just doing something wrong.
>>
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>>
>>110181963
it just werkz, although artist tags and series/franchise might be needed to be added manually
>>
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>>110181975
>>110181963
forgor
>>
>>110181921
idk i've never used ones that can make edits like that before. the examples look pretty good
>>
>>110181981
No
white background, simple background
?
>>
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>>110181998
scroll up nigga
>>
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>>
>anon post legit bake slightly early
>gets banned
>schizo that does it for days while misspelling basic things in the OP for days doesn't get banned
This is how you lose users on your website.
>>
>>110182016
i havent seen early bakes get ip wiped like the anon who just baked so my guess is too many of his other posts were reported or something
>>
Why is the prize money for remaking the app nobody uses dropped by $15k? It used to be $25k but now it's 10k? What the fuck cumfart?
>>
>>110182016
>thinks mislepsing is banworthy.
kek
>>
>>110182037
I'm pretty sure debo spammed reports using proxies. Debo has abused that for years. It doesn't change that the mods have not been doing thier job when it comes to the schizo.
>>
>>110182053
Baking at 240 and earlier deserves a ban yet the schizo was free to keep doing so.
>>
>>110182050
They spent the 15k on a Moss Anime tune
>>
>>110182000
Okay, you win. My autism simply compels me to only use the latest and greatest software but I guess we already solved anime booru tagging two years ago and I'm behind.
>>
>>110182074
I've been trying to use LLMs for tagging but they often make shit up or break the comma-separated formating. They are better at NL.
>>
page 10 or bust
>>
Our moderation is maliciously incompetent
>>
Does the queue in AI toolkit work properly? I'm gonna be out all day and I'll kys if it gets stuck after one job.
>>
>>110182147
que?
>>
>>110182147
You can test it easily with 1 step jobs.
>>
>>110182050
mandela effect it was always 10k
>>
foidela effect strikes again
>>
the schizo is scared
>>
>>110182300
*sacred
>>
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1005 KB JPG
>>
>>110182322
the cooler MyHouse.wad
>>
>>110182322
I see Hitler.
>>
File: 1786017744352341.jpg (1.47 MB, 1936x1552)
1.47 MB JPG
>>
>>110182355
I see Mussolini
>>
>1776280675748261
>>
File: 1764264621816466.jpg (1.72 MB, 1936x1552)
1.72 MB JPG
>>
>>110182404
I see Will Ferrell.
>>
>>110182322
>>110182355
>>110182404
trippy
>>
>>110182011
love the vibe
>>
File: 1774604882596589.jpg (1.14 MB, 1408x2128)
1.14 MB JPG
wormhole
>>
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>>110181957
fried?
>>
>>110182571
I understand this reference
>>
>take a few days off due to real life
>come back after a week
>everyone is still acting hyper mentally ill and sperging about ghosts made up in their heads they obsess over
yeah, thats about what I expected.
>>
>>110182590
?
>>
>>110182582
deepfried, cooked, etc. like when cfg is too high but it can happen for various reasons
>>
is it going to be a shitbake or nah
>>
>>110181768
Didn't you get the gen with moss? Why then try flux?
>>
>>110181787
I think that NAG perturbs the words.

>>110181803
retard, Grok 4.7 is a genius. Fable, Opus, Astra, they can't compare at diffusion code.

>>110181822
I'm not, it's *like* chaining them.

My app does the same kind of think like chaining samplers, but it keeps the latents (temporarily) instead of like idk whatever Torch does. No Python, it's based on sd-cpp.

The other thing it does is I have like a kind of weak/idk like it's not boxes, but it's kind of. Flux 2 dev doesn't have the training MOSS has, or Ideogram, that makes real boxes work. But, I'm able to adjust attention locations to some degree.

NAG is very cool too, it turns out Flux 2 dev can do NAG, but maybe it breaks character gen. idk, imo words are added in a stupid way that just looks like meh photoshop text additions. It's not like true accurate text like in signs and stuff if you know what I mean.
>>
>>110182590
>>take a few days off due to real life
i dont believe you
>>
>>110182698
I'm a different guy, I asked for his prompt to test with my vibecoded app. At first the prompt just sort of added hair to the puppy.
>>
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3.53 MB JPG
>>
>>110182571
>>>/g/vcg
>>
>>110182404
>>110182355
Yeah, broken gens can be really cool.
>>
Fresh

>>110182767
>>110182767
>>110182767
>>
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>>110182724
I dont care cross dressing bi male.
>>
is there anything moss does better than krea2 or is it just good for people with lower power gpus



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