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Discussion of Free and Open Source Diffusion Models

Prev: >>108339013

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

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info
https://openart.ai/workflows

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

>Z
https://huggingface.co/Tongyi-MAI/Z-Image
https://huggingface.co/Tongyi-MAI/Z-Image-Turbo

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>LTX-2
https://huggingface.co/Lightricks/LTX-2

>Wan
https://github.com/Wan-Video/Wan2.2

>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46

>Illustrious
https://rentry.org/comfyui_guide_1girl
https://tagexplorer.github.io/

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
GPU Benchmarks: https://chimolog.co/bto-gpu-stable-diffusion-specs/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage

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

>Local Text
>>>/g/lmg
>>
>mfw Resource news

03/11/2026

>Reviving ConvNeXt for Efficient Convolutional Diffusion Models
https://github.com/star-kwon/FCDM

>BinaryAttention: One-Bit QK-Attention for Vision and Diffusion Transformers
https://github.com/EdwardChasel/BinaryAttention

>QUSR: Quality-Aware and Uncertainty-Guided Image Super-Resolution Diffusion Model
https://github.com/oTvTog/QUSR

>InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing
https://github.com/OpenGVLab/InternVL-U

>SD Forge Nvidia VFX: VideoSuperRes extension for Forge Neo implements
https://github.com/Haoming02/sd-forge-nvidia-vfx

>Nvidia_RTX_Nodes_ComfyUI: "RTX Video Super Resolution"
https://github.com/Comfy-Org/Nvidia_RTX_Nodes_ComfyUI

>Gemini Embedding 2: Natively multimodal embedding model
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-embedding-2

03/10/2026

>HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
https://jacky-hate.github.io/HiAR

>Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework
https://github.com/KaihuaTang/Self-Critical-Inference-Framework

>FVG-PT: Adaptive Foreground View-Guided Prompt Tuning for Vision-Language Models
https://github.com/JREion/FVG-PT

>Kaleidescope - Index, Search, Invoke Comfyui Workflow
https://github.com/svenhimmelvarg/kaleidoscope

>App Mode, App Builder, and ComfyHub
https://blog.comfy.org/p/from-workflow-to-app-introducing

03/09/2026

>DiffiT: Diffusion Vision Transformers for Image Generation
https://github.com/nvlabs/diffit

>Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis
https://bfl.ai/research/self-flow

>MatAnyone 2: Scaling Video Matting via a Learned Quality Evaluator
https://pq-yang.github.io/projects/MatAnyone2

>Making Training-Free Diffusion Segmentors Scale with the Generative Power
https://github.com/Darkbblue/goca
>>
>mfw Research news

03/11/2026

>Streaming Autoregressive Video Generation via Diagonal Distillation
https://arxiv.org/abs/2603.09488

>Prompt-Driven Color Accessibility Evaluation in Diffusion-based Image Generation Models
https://arxiv.org/abs/2603.09832

>FrameDiT: Diffusion Transformer with Frame-Level Matrix Attention for Efficient Video Generation
https://arxiv.org/abs/2603.09721

>When to Lock Attention: Training-Free KV Control in Video Diffusion
https://arxiv.org/abs/2603.09657

>SODA: Sensitivity-Oriented Dynamic Acceleration for Diffusion Transformer
https://arxiv.org/abs/2603.07057

>CogBlender: Towards Continuous Cognitive Intervention in Text-to-Image Generation
https://arxiv.org/abs/2603.09286

>Component-Aware Sketch-to-Image Generation Using Self-Attention Encoding and Coordinate-Preserving Fusion
https://arxiv.org/abs/2603.09484

>TIDE: Text-Informed Dynamic Extrapolation with Step-Aware Temperature Control for Diffusion Transformers
https://arxiv.org/abs/2603.08928

>RubiCap: Rubric-Guided Reinforcement Learning for Dense Image Captioning
https://arxiv.org/abs/2603.09160

>Prune Redundancy, Preserve Essence: Vision Token Compression in VLMs via Synergistic Importance-Diversity
https://arxiv.org/abs/2603.09480

>The Coupling Within: Flow Matching via Distilled Normalizing Flows
https://arxiv.org/abs/2603.09014

>Training-Free Coverless Multi-Image Steganography with Access Control
https://arxiv.org/abs/2603.09390

>IntroSVG: Learning from Rendering Feedback for Text-to-SVG Generation via an Introspective Generator-Critic Framework
https://arxiv.org/abs/2603.09312

>Evolving Prompt Adaptation for Vision-Language Models
https://arxiv.org/abs/2603.09493

>Reasoning-Oriented Programming: Chaining Semantic Gadgets to Jailbreak Large Vision Language Models
https://arxiv.org/abs/2603.09246

>B-DENSE: Branching For Dense Ensemble Network Supervision Efficiency
https://arxiv.org/abs/2602.15971
>>
Blessed thread of frenship
>>
>julienbake
>>
new Anima preview dropped. Some people are saying it's worse(?), I dunno
https://huggingface.co/circlestone-labs/Anima/blob/main/split_files/diffusion_models/anima-preview2.safetensors
https://civitai.com/models/2458426
>>
>>108347142
>>108347152
Fuck off spammer and go back to your containment general or get a job thread schizo
>>
>>108347218
first you gotta contribute something useful before telling someone to fuck off catjak
and no, spamming ugly slop doesnt count
>>
>>108347218
Fuck off the news are based
>>
>avatartroons and nameniggers crawl out of their containment general again
Grim
>>
>>108347202
no its definitely an upgrade from my testing, if russel is here i would suggest going to /hgg/ if he wants impressions
>>
>>108347136
Why is AniStudio not in OP? Ani might soon have some investors for the new UI and needs visibility!
>>
>>108347246
>>108347246
>>108347246
Proper bake
>>
>>108347311
You took the thumbnail of the collage from here and made a new thread.... for what reason exactly?
>>
>>108347202
>the guy who never baked before and shitty classifiers made the model worse
gee, who would have guessed?
>>
>>108347307
please take your discord drama to the "proper" bake
>>108347311
>>
>>108347202
and someone dropped this beefier text encoder for anima the other day for better prompt comprehension
https://civitai.com/models/2455272/anima-2b-qwen-35-4b-text-encoder
>>
>>108347509
most people were saying it was worse or exactly the same. people need to do comparisons otherwise it just has snake oil status
>>
>>108347509
>for better prompt comprehension
Funny how none of the examples from the author actually illustrated this supposed "better prompt comprehension"
>>
>>108347547
It won't change things that much because the model isn't complete and it is still trained against tags.
Token output from 0.6B model is reasonably efficient in this case.
Changing encoder won't do that much.
>>
>>108347564
again, the author has shitty classifiers and poorly tagged datasets (breast sizes, ass size, penis classification, etc.) it's way too biased to large breasts as an example. The score tags alone should be enough to know he has no idea what he's doing. when the most important part of the model is botched, the rest of the model is. artists is the only thing he got right but it should be at the cost of everything else
>>
>>108347564
It's trained on tags, natural language captions, and both mixed.
If implemented properly, hypothetically, it should improve NLP quality.
A hacky workaround to fit a new TE with great quality without major finetuning may not exist however.
>>
>>108347592
>>108347597
Okay I was talking out of my ass again.
>>
>>108347592
where is your model 35 star
>>
>>108347467
? AniStudio should be in OP so more people know about
>>
>>108347636
honestly, it's the only project left with any hope if staying focused on open source. comfy amped up the pressure to subscribe to comfy loud and API nodes. feels bad man
>>
>>108347672
>only project left with any hope
I asked him to at least make the project work as a server and he couldn't even do that, then started schizoing out about why anyone would even want that.
Failed dev.
>>
>>108347672
lmao'd, thanks for the laughs!
>>
>>108347693
he honestly sounds busy enough as is. why not diy and send in a PR?
>>
>>108347693
he's right though, web app shit is cancer
>>
>>108347703
ok ill submit a vibecoded pr, but how does he plan on paying me?
>>
>>108347693
>>108347703
I don't see any open issues on the page about it so I'm calling bullshit
>>
>>108347708
>server mode = web app
you're a literal retard
>>
>>108347672
Comfy was an open source evangelist for the whole time he lived in /sdg/ and worked on comfyui there. As soon as he got funding dangled in front of him, he now loves paid cloud services.
Ani isn't any different. If anything, he's even more for sale than comfy is. These people only have principles when it's convenient.
>>
>>108347724
comfy has no incentive for focusing on open source, Ani's licence actually does. there is a difference
>>
>>108347724
but comfyui's sass/api is totally optional retard, can you please stop fudding?
>>
>>108347592
what the fuck are you talking about
>poorly tagged datasets
it's danbooru and gelbooru tags, same as every other anime model. prompt generic 1girl slop with tags only and it gives you an image nearly identical to noob or shitmixes
>The score tags alone
these are trained with random dropout and are optional
>>
>>108347731
>gpl is worse than 35 stars mixed license garbage with actual proprietary license
LMAO dude
>>
>>108347703
>busy
DOING WHAT LOOOOOOL
>>108347708
Who said anything about it being a web app
>>
>>108347737
it's the failed dev making the 35 stars and the apache model (lmao) fudding as usual, ignore.
>>
File: deBU_zi_00010_.png (1.97 MB, 1536x922)
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1.97 MB PNG
>>108347672
>it's the only project left with any hope if staying focused on open source.
wasn't there some snafu with the licensing he was trying to use? or am I remembering some sort of hater-driven fud?
>>
>>108347751
what's wrong with LGPL3? Qt uses the same kind of licencing
>>
What problem does Mr. CatJak have with ani even? Explain
>>
>>108347751
Is this Compton? Because there's a basketball hoop over the roadway.
>>
>>108347731
using it locally or on the cloud is virtually identical, kind of the whole point of this shit.
>>
>>108347751
>not welcome
>forces himself in
rapist mentality
>>
>>108347781
you aren't allowed to build local apps off of it like Vidya or include it in proprietary apps unless deployed on a server. this accelerated owning nothing and being unhappy
>>
>>108347672
Yeah ani really is a blessing
Glad he works so hard for all of us, comfy really is cancer
>>
>>108347794
>>108347800
No one is going to buy your commercial loicenses lolcow
>>
>>108347703
>>108347708
>>108347715
>>108347765
>>108347800
you are such a raped worthless retard
you think this samefagging will help you with your begging?
>>
>>108347794
hi ani
>>
>>108347786
you are not thread arbiter mrcatjak
debo is a good genner and is welcome here
>>
>>108347794
what the fuck are you talking about?
>>
>>108347693
That's because his software architecture is literal ass
Everything is hardcoded, decouplong is a foreign concept for him and he needs literal months to fix some texts clipping (in fucking imgui lol)
>>
>>108347830
GPL3 basically ensures saas cancer is the only way to profit off of comfyui code which makes saas more saturated. there is no reason for Nvidia, amd, etc to make consumer cards if the only profit is in the cloud. you aren't a cloud cuck, right anon?
>>
>>108347826
Wrong
He's the literal reason we lost so many anons back in /sdg/ because he can't stop to force himself into every discussion
No wonder anons are tired of him
>>
>>108347852
gpl3 only requires you to contribute back if you're actually modifying the software
retard
>>
He's still going on about licenses
>>
>>108347852
Back to lying and smear campaigns again? Lolcow
>>
File: 1760664488866656.png (1.53 MB, 1024x2048)
1.53 MB
1.53 MB PNG
>>108347509
ok now I am a promplet but cursory testing of this seems not good. left is original anima preview with the .6B text encoder. right is with the 4B hack encoder using their recommended settings of alignment ON with 0.5 strength. same exact prompt
>>
>>108347860
not if you modify and deploy on your own hardware (server). you are a fucking retard that doesn't understand the saas loophole around GPL3
>>
>>108347865
ani is right tho
anima is shit because of the license
>>
>>108347877
cumfart as well
>>
>>108347826
>>108347857
>>108347852
>>108347877
>raped retard is still going
>>
>>108347868
so not just a snake oil, it actively makes things worse. thanks for testing anon. extremely disappointed. Tdrussel is new pony dev
>>
Man why are julienbakes always so shit
>>
>>108347874
so people would just fork it. i don't see what the issue is.
>>
>>108347874
point is you're not required to open source your shit if youre not modifying it, you stupid fucking retard
>>
I've been away for 2 weeks. Any news for ZIT? Any new models?
>>
>>108347898
ani is in japan collecting money and you still shit yourself daily
i feel sad for you
>>
>>108347927
you can't change the licence. it will always be a little bitch for walled garden saas
>>
File: deBU_zi_00011_.png (1.99 MB, 1536x922)
1.99 MB
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>>108347758
sry I guess I was misremembering

>>108347777
checked
I think I had an overeager 'basketball hoop' wildcard somewhere in this prompt cuz they popped up everywhere

>>108347826
ty
>>
>>108347908
>It's tdrussels fault that someone else mod for his model doesn't do shit
I know this is b8 but anon lol
>>
if this is the kind of meltdown preview causes for ani then i cant wait for it to finish training lmao
>>
>>108347931
yeah i'm sure you're proud of the ¥0 you've managed to raise lmao
raped retard
>>
>>108347943
what license, the gpl3 open source license? or do you mean the api partnership they have with various closed source models? because yeah, they will remain closed source.
>>
>>108347956
he said he was switching in the huggingface discussions right?
>>
just a psa, I have not seen a single person use this guy's app
hell, people would rather stick with the gradio shit
>>
>>108347977
forge actually works
>>
>>108347969
No he said he tried it, didn't feel it was worth it (which is obviously true), and scrapped the experiment
>>
>>108347966
I mean any saas provider that uses modified comfy code as it's backend. they don't have to share any modifications because it's deployed on their own hardware for others to use. The API and service is the workaround for commercialization
>>
If you are an investor and some absolute mouthbreathing retard is by chance showing you these threads as proof you should fund his dogshit, don't be afraid to spit on that subhuman wretch
>>
>>108347672
AniStudio really should be added to OP
>>
>>108348004
as an investor, all I see is people wanting to run stuff locally and comfy cannot monetise this at all
>>
>>108347990
and i can use an open source web browser to watch free videos online or locally, or i can pay for netflix. what does the web browser have to do with netflix?
>>
>julien still shitting on the work of "his friend"
>>
What's wrong with Animas license? Noob has the same one.
>>
>>108348041
You're going to start the melty all over again
>>
>>108348010
That turd crashes all the time, i tried it multiple times on machines which run comfy and all forge variants perfectly fine
Fix it before you start you shill and smear campaigns?
>>
>>108348033
YouTube is a better example. you have to subscribe to YouTube to not be served ads (of course there are workarounds but that's not what YouTube condones). comfycloud will probably do this too for the free tier. also by your own logic comfycloud would be infringing on the GPL3 licence. this is how retarded you are
>>
>>108348041
>thank you for training that lora that belongs to me for commercialization anon :)
>>
>AniStudio really should be added to OP
>>
>>108348078
it's just pixels retard
>>
>>108348064
the web browser isn't youtube.
comfyui isn't a model.
using the comfyui api partnership as a portal to a paid model is the same as using a free web browser as a portal to youtube, the browser is not youtube, comfyui is not seedance 2.0.
>>
>>108348078
with the alternative being saascucked? I would take a /d/ gooner dev any day over sterile "safety". how tf are you even supposed to goon to anima over comfycloud?
>>
>>108348104
You can just run it locally anon
>>
>>108348097
you are so fucking stupid. the browser isn't an API service. comfyui saas and YouTube is. this is false equivalence
>>
File: fizzledorf.png (18 KB, 642x165)
18 KB
18 KB PNG
well, anons?
>>
>>108348119
and never have access to hardware again because comfy doesn't care about local app demand and consumer hardware for the future of local
>>
>>108348122
You can't run YouTube locally you retard.
>>
>>108348104
You would support an actual pedophile (not talking about image generation)? Really?
>>
>>108348138
you can't run anything locally if you don't have access to hardware. no demand or money for local means no new local hardware
>>
>>108348137
Man i'm soooo glad comfy didn't start to work with you
You're a lying piece of shit "anon"
>>
>>108348073
Noob had no problem with that though?
>>
>>108348122
isn't the saas part of comfyui just the api partnership with paid closed source models?
>>
>>108348140
I would like to make whatever I want privately and not have telemetry or service censorship constantly creeping in yeah. I always assume 4chan posters are pedos anyways
>>
>>108348154
no commercialization allowed with noob. it's basically agpl
>>
>>108348158
>I would like to make whatever I want privately
Good news: you can with comfy ui :)
>>
>>108348173
comfy phones the mothership anon
>>
>>108348150
>it's a conspiracy between big comfy and nvidia!
>>
>>108348150
>You can't run anything locally if you don't have access to hardware
... Then what makes any other "local open-source software" any different? If you don't have the hardware, you can't run anything anyways.
This is bait.
>>
Holy meltdown
Guess the begging for investors money for a crashing wrapper isn't going well kek
>>
>>108348176
you're probably thinking about tranustudio
>>
>>108348166
Which is the same with Anima so what's the matter?
>>
>>108348176
And there you lie yet again
Lolcow
>>
>>108348180
>>108347794
>>
>>108348197
anima is a commercial licence and directly profits off of other people's work, noob is open source only. you really have a hard time understanding this.
>>
>>108347963
do they not know artists need @ before their name?
>>
>>108348208
>you aren't allowed to fork the comfyui source code and use it locally
>>
>>108348208
>aren't allowed to build local apps off of it
Restrictions from my local hardware?
>aren't allowed to include it in proprietary apps
Why the fuck would I want to do that.

Holy fucking shit the Comfy seethe is actually braindead get yourself checked out or better yet end it with a shotgun
>>
>>108348237
>hmmm no money is in local so I guess I don't have to make consumer hardware anymore :)
>>
>>108348251
anon never wants to upgrade ever again apparently
>>
>>108348222
>noob is open source only
lol, lmao even
explain how civit is using noob loras for paid generations (i.e. commercial use)
spoiler alert: they have a commercial licensing agreement with the noob team
the only difference is anima is being open about it's monetization model while noob has been flying under the radar this whole time
>>
>>108348251
so the problem isn't comfyui, it's nivida, and maybe even the power company.
electricity don't grow on trees.
and if i don't have the hardware to run comfyui... where do i get the hardware to run something else, maybe something anime related?
>>
>>108348267
anima is just another saas scam.
>>
>>108348251
95% of local is using their gaming gpus as a gaming gpu, with AI being an afterthought
>>
>>108348267
>Commercial Prohibition
We prohibit any form of commercialization, including but not limited to monetization or commercial use of the model, derivative models, or model-generated products.
buzz is not a recognized currency. you can pay for buzz but it's not monetization in the traditional sense
>>
>>108348267
its easier for him to lie and hope newfrens believe him desu
>>
>>108348300
gee, as an investor looking at gaming stocks I would assume everything is going to cloud.
>>
>>108343846
thanks for the tips
this looks really cool
https://github.com/nisaruj/comfyui-daam
>>
>>108348304
yeah man I'm sure civit isn't paying for Flux licensing fees because users are buying buzz with dollars and then paying for images with buzz, which totally isn't monetization, BFL definitely has no problem with this
>>
>>108348317
what does that have to do with comfyui?
>>
>>108348317
The future is gaming through ComfyCloud powered by API nodes.
>>
>>108348317
This literally has nothing to do with the local scene
>>
There is no local scene
>>
>>
>>108347136
Why remove the two links at the end of OP that have been there for years? This seems like an attempt at a hostile takeover by a disgruntled poster.
>>
>>108348391
appeal to tradition is dumb
it should have never been there to begin with, it's off-topic
>>
>>108348375
>it does! but only for comfyui.... cuz.. uhhh..... s-shut up!
>>
>>108348405
It's clear this thread without them is full of trolling. Obviously they are needed to warn anon against interacting with those two posters who have a history of lowering the thread quality.
>>
>>
>>108348420
this reads like
>leave those troll off-topic links or I will shit up the thread
you are literal terrorist
>>
Seems like API won and local is forgotten
>>
>>108348430
If you have not been lurking for long I could see why you'd think that. But look at posts like >>108347480 and it's clear that the two posters are very upset with being called out for their low quality posting. Which is why the links are there in the first place.
>>
since weve learned that all the anima and comfy fudding comes from ani what happens now?
>>
>>108348444
you are a worthless raped retard, trani
>>
>>108348405
>off-topic
how? one is a dev and the other is a poster of these threads
>>
>>108348482
Ani said he doesn't want the links in OP because the one about him calls out his trolling so why would he post something like >>108348444 ?
>>
>>
>>108348494
>worthless raped retard said babble no one cares about
cool, and?
>>
>>108348506
what are you so upset about? this sounds personal for you
>>
>>108348506
>no one cares about
Obviously the OP of this thread does since he's been trying to keep them out of the bake for so long.
>>
>raped
for those who havent paid attention this is another insult originally hurled at ani that he is now using against posts calling him out. like the "self soothing" line.
>>
>>108348512
>>108348525
you are such a subhuman raped retard
no matter how much you grovel and beg to old japanese salarymen, you are not getting a single cent in funding
>>
>>108348535
Are you unable to follow replies? Those posts are calling him out.
>>
Someone update me on the lore. What did Comfy do, why is he so buck broken over him? They were posting as friends a year or two ago, what happened?
>>
>>108348551
>what happened
comfy realized its a bad idea to associate with him and hes been seething about being excluded ever since
>>
>>108348544
ah, my mistake
posts starting with "trani said" are usually dogshit posted by the raped retard itself
>>
>>108348551
>What did Comfy do
Offered a million dollar grant unironically to a local tuner who can prove he's worth it
>>
>>108348562
So he got dumped. Thanks anon.
So that's why he's eternally seething at anything Comfy related, which is interesting to watch but sad to realize really
>>
>>108348485
It's off topic because he doesn't like them
>>
>debo raped me
>let me shit up /ldg/
many such cases
>>
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New anima is better, better text and prompt understanding, I couldn't do this much text with the first version
>>
>>108348661
>debo
He's one of the posters shitting up ldg though?
>>
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Yeah, I'm thinking this new version is based.
Tag strength has changed though but other than that model is solid
>>
New anima link please?
I need to bully /adt/
Can do text? Can i put 'fuck /adt/?'
>>
New lonk sirs adt must be bullied uh ohhhhhh
>>
N*gbo and julien would be *such* good kiwis to farm...
>>
>>108348721
There's pretty much zero actual activity from debo for almost last two years. The only things he's verifiably doing are news anchor and shitty gens, you can't just attribute all the anonymous shitposting to him. The other guy though... yeah, it's really bad
>>
Sirrrs i need bully adt pass link pleasee
>>
>>108348736
If you are so naive that you believe some only post while attaching their gens and never anon post then I suppose. Kek.
>>
>>108348749
Anon, read the second sentence
>verifiably
>>
>>108348736
He still shits up threads
And yeah /ldg/ being so popular no one wants to hang with him anymore somewhat buck broke him
>>
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>>108348677
nah, I typically only post a few times per thread and always attach an image. I'm not into all the drama posting you guys get up to.

>>108348736
>he only things he's verifiably doing are news anchor and shitty gens
correct. but his whole worldview revolves around me and/or being ani being behind every anon post
>>
There's more debo posting by debo-hater on /ldg/ than actual debo posting in /sdg/ and /ldg/ combined.
>>
>i never anon post
trying to imagine the kind of poster who believes this
>>
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Something I noticed is that some tags when used with text will cause issues.
>>
UHHH OHHHH ADT MUST BE BULLIED LINK PLEASEERR
>>
>>108348780
I believe debo. he seems like a nice guy to me, not sure what's your beef with him
>>
>>108348774
>me and/or being ani being behind every anon post
Do you even realize how often julien tried to throw you under the bus? Sometimes i get the feeling you are really this dense
>>
>>108348788
>I believe debo.
you must be new
>>
>>108348790
ani said he likes debo though. what makes you say this?
>>
>>108347962
kek
>>
>>108348785
you are genning same ugly shit for 3 years, this could easily be an sd 1.5 gen. how are you so retarded?
>>
>>108348788
Him turning sdg into more of a social thread instead of a thread dedicated to image generation is one of the reasons for the creation of ldg
>>
>>108348736
here is defending himself lol, he is a parasite
>>
>>108348816
How does this bother you anon?
>>
>>108348816
>you are genning same ugly shit for 3 years
hes far from the only anon this could describe kek
>>
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Trying to dial in the style tags for this model it's different
Spectators can stay in the corner like they always do
>>
>>108348785
Like artist tags?
>>
>>108348909
concepts
not all but some
>>
>>108348786
that thread is so inconsequential i care little about it if at all
>>
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>>>/co/152783789
Made a quick comparison of new and old anima. Copy pasting text:
Excuse the shitty college with uneven white gaps. So new anima preview version dropped a few hours ago. This is not the awaited final version at all, it's still similarly undertrained with very few high res steps. (So you get stuff like unstable hands again.) If I understand it right, he rolled back to an early epoch and retrained it with different parameters.
I re-slopped around two dozen of my earlier gens. So my preliminary impression is that it's better in some aspects, similar in many, and worse in a few. I would say it's a minor upgrade overall though.
The backgrounds, while still far from SOTA, seem to have improved a bit. I am also seeing slightly better character knowledge overall. But it still seems to inherit most strengths and weaknesses of the previous model.
I personally don't mind him experimenting to see what works and what doesn't before finishing the model.
>>
>>108348235
@ works for artists, but underscore breaks the character recognition, which wasn't the case with illust and noob
>>
>>108349033
I can't even remember the last time I used underscores. Maybe with the original NAI leak so long ago.
>>
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>>
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>>
>with distillmaxxing any big company can recreate 90+% of any proprietary model
hehe
>>
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>>
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>>
any prompt enhancer i could use for LTX2.3 that would work for nsfw prompts too?
>>
>>108349191
Just grok it
>>
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>>
>>108349226
These are NovelAI.
>>
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>>
is there any way to try out Anima? any huggingface space or the like?
>>
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>>
>>108349258
Stop trying to pass off NAI as Anima.
>>
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Everything needs more adjustment now, it's cool and expected
>>
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>>
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>>108349263
You could easily compare NAI and Anima 2 right now and produce an interesting analysis, but instead you just complain and do nothing.
>>
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>>
>>108349080
chaika on the front page :D
>>
>>108349340
Why are you SD1.5?
>>
>>108349323
Touche.
>>
>>108349255
desu its a tiny model that can run on potato hardware
>>
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>>108349426
anon.... i can't run it
>>
>>108349437
cozy
>>
>>108349437
>the sfw lite version of You and Me and Her
>>
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>ye-pop
>Death From Above
>A long-exposure photograph taken from a rooftop in Tel Aviv at night. The sky is a chaotic web of golden and white streaks of light. The straight lines of ballistic missiles smashing into the exploding buildings below. The burning city below is iluminated from the fire and explosions. The image is beautiful yet terrifying, focusing on the modern aerial warfare.
>>
>>108349437
im.... so sorry anon....
>>
>>108349437
you could've saved for a computer instead of buying gay shit
>>
>>108349449
kekd also actually a cool gen
>>
>>108349437
wretch
>>
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>>108349437
>eats bread with a spoon
but why
>>
>>108349492
the spoon is for the butter
>>
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I would say something to him but he's weak and fragile much like his chromosomes
>>
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>>108349449
>>
>>108349437
I thought anon had to prove at least 15GB VRAM before posting ITT. WTAF.
>>
>>108349312
>>108349508
pixiv?
>>
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>>
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>>108349612
>mfw
>>
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>>108349719
zit slop
>>
>>108349790
klein slop
>>
>2026
>Illustrious still the best 2d model
breh
>>
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Trellis 2
>>
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>>108349808
rude
>>
>>108350121
are any of these 3d img to 3d model things actually not shit especially local yet.
hunyuan was good but online only
>>
>>108350136
Define not shit. None of the current 3D generators local or saas will output anything usable by anyone with even the lowest standards of quality without some serious retopology and retexturing.
>>
>>108349209
grok refused too, kek
>>
>>108350165
i'd accept 3d printable with only minor editing, inner topology doesn't matter for that as you can just fill internally
>>
>>108350259
I know nothing about 3D printing so I can't comment.
>>
>>108349885
It just works.
>>
>>108350259
for 3d printing or using it to bake maps it would be fine.
but none of the shit i've seen so far is even close to being in the realm of a production ready assets unless you are jeetmaxxing static objects in unreal with nanite.
on the flip side retopologizing and uv mapping are trivial tasks so getting something like that boot into a production pipeline would be 30-60 minutes of work at most.
>>
>>108350320
>retopologizing and uv mapping are trivial tasks

Depends on the object and how much you are willing to let slide. Like the boot for example. Many of the plates should be broken into separate objects, straps removed entirely and replaced with sensible geometry etc. The real nightmare of AI generated meshes is figuring out exactly where one part starts and where one part ends, which sounds easy, but it's not when you're trying to scoop each section out of an overly complex and layered mesh and then trying to make clean separated topology out of that is a bit of a nightmare.

If you just want to hit "Z remesh lol" and find a place to hide the seams, that's a different story, but your model will look shit for it.
>>
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its so kino, sdxl could never
>>
>>108350354
very true, and look at the faceting on the toe of the boot or the nonsensical ornate detailing.
you would end up spending more time fixing the high poly mesh than just making it from scratch.
but i do see potential for 3d stuff in the future.
>>
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Regarding Anima:
I'm a casual anime fan and these models are tricky for me. When I prompt Dragon Ball Z \(series\), Sailor Moon \(series\), or Naruto \(series\), I want the actual anime style tied to the series tag, not some specific illustrator. Can't be getting bland results with characters that barely resemble the show.
I want to prompt Dragon Ball and get something that looks like a screen cap, not bland characters with vaguely similar outfits.
>>
>>108350420
You could probably extract the shape of the boot some of the details, and get a functional boot model, but it wouldn't really look like the boot afterwards, but inspired by the boot. It's basically a reference at that point.
>>
>>108350473
official_style?
>>
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>>108350473
dragon ball z, official art, toriyama akira \(style\)?
>>
>>108350477
yeah i don't think 3d artists have much to worry about at this point.
i think the biggest winners at the moment are concept artists, just feed all of your work into a style lora and prompt endless thumbnails for a jumping off point.
>>
>>108350512
>>108350496
Why do I have to put "official art" in the prompt if I'm already using "Dragon Ball Z" and not "parody"? Why do I need to know the Japanese name for everything? Dragon Ball bro. If I put Dragon Ball, I want to get Dragon Ball, not some DeviantArt gen because muh ilustrator
>>
>>108350501
Did you prompt for blue light? If yes I have bad news for ypu and local
>>
>>108350501
Looks like an improvement but they need to fix it being 3x slower than SDXL on forge neo.
>>
>>108350569
go type in dragon ball z into danbooru, pick some random images and tell me how many are in the official style
>>
>>108350569
because those are the actual proper danbooru tags for the concepts you described that the bulk of the models training was on anon
>>
he's fudding, probably doesn't even like DBZ
>>
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>>108350473
>something that looks like a screen cap
anime screenshot, 1boy, uzumaki naruto, naruto \(series\), orange pants, orange jacket, black jacket, multicolored jacket, blonde hair, spiky hair, konohagakure symbol, standing, outdoors, holding kunai

What is the issue?
>>
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>larp called out
>goes quiet
>>
>>108350473
Adding the "official art" tag might help with that.
>>
>pull the latest comfy
>all my workflows are now broken
I am going to lose it, why do they NEVER test their fucking shit
>>
>>108350677
aren't you getting a bit old for this?
>>
>pull the latest tr*nist*dio because I'm a faggot
>die of HIV because I took 50 pozzed loads the night before
>>
>it doesn't even compile
>>
>>108350700
what is wrong with you?
>>
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>>108350677
Are you using a bunch of custom nodes?
>>
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>>108350700
>>108350702
Both of these are true simultaneously.
>>
>>108350623
people use pes: "best quality, recent, newest, score_9, score_8, score_7, highres, hk, 4k" and neg: "sketch, worst quality, bad quality, simple, score_1, score_2, score_3" prompts and wonder why they can't make simple "natural" images kek
>>
>>108350755
Truly impressive gen. You are such a genius.
>>
>>108350121
codex can do better with modo
>>
>>108350600
i think hes just not used to prompting on nonmixed models
>>
>lodestone
>circlestone labs
Coincidence?
>>
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klein is lovely
>>
>>108350840
the only models that will give you official style with just the franchise name are SaaS ones like NBP since they were trained more on official art and probably didn't even train on danbooru
>>
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>>108350862
>>
>>108350862
I think the real power of klein is the ability to train your own A/B outputs with very little overhead.
>>
>>108350862
it would be lovely if it wasn't sameface ai slop generator. (and using real face as image reference is cheating)
>>
>>108350862
shame that its slopped by default but it is what it is
>>
is there a model i could use to enhance LTX 2.3 i2v nsfw prompt without it saying it can't help because of ethical constraints?
>>
>>108350862
Is there an anime version yet?
>>
>>108350931
Probably whatever goon tune is popular in /lmg/
>>
>>108350931
Why would you need to enhance an i2v prompt? Just describe what you want your subjects to do. But anyway, any abliterated LLM can do that for you.
>>
>>108348816
You're not wrong. Anima has better text than SDXL but it seems worse in some other regards. It seems like a waste of time and compute to train this model. The outputs look like the sort of thing you'd see in adt.
>>
>>108350975
I was planning on investing in the promising Apaceh2 version of the model but if the general consensus is that its a waste I'll invest elsewhere. Thanks!
>>
What's that custom node that "fixes" anima prompts by removing newlines and white space between commas?
>>
>>108351001
use regex retard
>>
>>108351001
I seem to recall it's trained to expect spaces after commas.
>>
is ltx2.3 good at nsfw / nudity stuff?
>>
>>108351169
same question. not motivated to test this shit
>>
>>108351169
obviously not, when a model finally is you will not be able to escape it being posted everywhere
>>
holy fuck. who would've known that from all these performance speedups (spectrum, torch.compile, even sage) fp16_accumulation would be the most harmful to quality.
>>
when ready
>>108351283
>>108351283
>>108351283
>>108351283
>>
I need a cozy



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