Discussion of Free and Open Source Diffusion ModelsPrev: >>108357156https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUIre/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneoSD.Next: https://github.com/vladmandic/sdnextWan2GP: https://github.com/deepbeepmeep/Wan2GP>Checkpoints, LoRAs, Upscalers, & Workflowshttps://civitai.comhttps://civitaiarchive.com/https://openmodeldb.infohttps://openart.ai/workflows>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/kohya-ss/musubi-tunerhttps://github.com/tdrussell/diffusion-pipe>Zhttps://huggingface.co/Tongyi-MAI/Z-Imagehttps://huggingface.co/Tongyi-MAI/Z-Image-Turbo>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/>Qwenhttps://huggingface.co/collections/Qwen/qwen-image>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>LTX-2https://huggingface.co/Lightricks/LTX-2>Wanhttps://github.com/Wan-Video/Wan2.2>Chromahttps://huggingface.co/lodestones/Chroma1-Basehttps://rentry.org/mvu52t46>Illustrioushttps://rentry.org/comfyui_guide_1girl>MiscLocal Model Meta: https://rentry.org/localmodelsmetaShare 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-oneTxt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: 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>Maintain Thread Qualityhttps://rentry.org/debohttps://rentry.org/animanon
>>108361595woah I made it into the collage
>>108361681it's a ranjak collage so it's meaningless
Most fun prompt so far.
>>108361755Lol the raped bitch known as Julien is still a broke retard that comes here because it has no friends
>>108361595thx 4 the fagollage ;)
>>108361770an interesting albeit unhinged reply. what does it have to do with my post though?
>>108361794Way more than what a raped retard like you would like to admit
How is that new KV thing at upscaling? 9b is pretty good but still keeps slightly warping parts of the image and changing details often enough to be annoying, is it better?
>>108361293>>108361334>6 minutes. Dude, why not just marry /adt/ at this point? Why are you even here? All you do is white knight /adt/.
>>108361847Interesting how you ignore the subhuman faggot trying to pass clipart as a genBut thats to be expected of a raped retard
>>108361847If start saying that /his/ is attacking this general every fucking day while posting non-sequitur pictures you'd get pushback too. It's nonsensical shitposting until you substantiate your claims.
>>108361698Why do we have quality tags again?
>inb4 the raped retard makes a falseflag post on /adt/
>>108361890>If start saying that AnimAnon is attacking this general every fucking day>If start saying that Debo is attacking this general every fucking day>If start saying that Catjack is attacking this general every fucking day>If start saying that /sdg/ is attacking this general every fucking dayWhy is your general untouchable? Is it special, more important than real people? Why anyone can blame any other diffusion thread like /sdg/ or avatarfags like Debo or Ani, but no one can mention /adt/?Fuck off dude, stop white knighting.
>>108361922Because jeets can't formulate their ideas in english.
>>108361930Sorry, not visiting your thread>>108361938>>108361890You two are the same, stop shilling your general here, do /g/ a favor and buy an ad.
>>108361981How can I filter it? never used regex before
>>108361938I mean, 3 of those options are avatartroons and the other one is the main avatartroon shithole, so yeah, all of those are instantly more plausible than baselessly blaming /adt/>>108361981>answers to the name raped retardLmao
>>108361938nobody white knights for catjak. I wonder why
comfy is the shitposter extreme confirmed
>>108361922to generate fucking disgusting slop
Does anyone ITT actually talk about image generation?
>>108361938There was an actual history of adversity between /sdg/ and /ldg/, but you are too new to know any of this. But yeah actually I don't think /sdg/ has any involvement in shitposting either, they're literally dead now. I also don't think Debo is a shitposter, he's just a dumb retard and I think he's always been just that.When it comes to Ani and Catjak there's a plenty of proof that they're involved in schizo posting and spam. Are they the only trolls? No, most likely not. And bringing them up every time is not a good thing for the thread even if they are, imo.And then you keep saying that /adt/ are raiding this thread. Alright, can you post proof that they are shitting up this thread? Because the only thing I see is a dead general. Either post proof of their involvement or take your fucking meds already.
anyone using acestep1.5? playing around with it it doesnt sound very good. is there an optimal length and amount of vocals? playing around with 30 second bits its not great, but the sample it came with thats 120 seconds and is a whole song is okay
>>108361698So the higher the number the worse the content quality, not the other way around.
>>108362075I think this needs to be tested on a per artist tag basis
throw me artist tags to test
>>108362131@anzu ame
Is an ad really that expensive?
>>108362131>oops all slop
This looks closer to the actual style I suppose
>>108362200>>108362174
>>108362131@rebecca \(keinelove\)@chocpocalypse@se-u-ra
>>108362052Refer to the last two very relevant and topical links in the op written by our resident avatarfag ranjak who is right here btw >>108362131and he is always here to bake a new thread before bump limit so he can maintain his schizo narrative. ranjak was too gay and retarded for kiwi farms so he decided to make this his personal kiwi farms thread on ani and debo
>>108362052for some unknown reason the discussion of generating images locally attracts the most annoying schizo autists. these tards dedicate their entire lifetime towards shitting up this thread. specifically /ldg/ with their gypsy feuds.and they do this at all times of the day, during weekends and holidays 24/7 365 days a year.
Lord Catjack...
>>108362273not just local image, all AI threads with high traffic inevitably attract A LOT of shitposting
>>108361595Marathon is pure ludokino though???
>>108362057Look, I get that /adt/ are mostly genners and you put effort into your gens and it sucks when you posts get ignored because low traffic. But do not do this here, ping him in your general and continue there the chat there, this is not the place for it. Thanks.
>>108361922i don't understand how they even work, i don't gen anime or use anything that uses score tags so idk, the gens look more or less the same.is it a weight system like (:1.9), a style token, superstition?
Blessed thread of frenship
>mfw Resource news03/13/2026>DVD: Deterministic Video Depth Estimation with Generative Priorshttps://dvd-project.github.io>InSpatio-WorldFM: An Open-Source Real-Time Generative Frame Modelhttps://inspatio.github.io/worldfm>DyWeight: Dynamic Gradient Weighting for Few-Step Diffusion Samplinghttps://github.com/Westlake-AGI-Lab/DyWeight>Trust Your Critic: Robust Reward Modeling and Reinforcement Learning for Faithful Image Editing and Generationhttps://firm-reward.github.io>BiGain: Unified Token Compression for Joint Generation and Classificationhttps://github.com/Greenoso/BiGain>EVATok: Adaptive Length Video Tokenization for Efficient Visual Autoregressive Generationhttps://silentview.github.io/EVATok>GRADE: Benchmarking Discipline-Informed Reasoning in Image Editinghttps://grade-bench.github.io>Detect Anything in Real Time: From Single-Prompt Segmentation to Multi-Class Detectionhttps://github.com/mkturkcan/DART>MV-SAM3D: Adaptive Multi-View Fusion for Layout-Aware 3D Generationhttps://github.com/devinli123/MV-SAM3D>One Model, Many Budgets: Elastic Latent Interfaces for Diffusion Transformershttps://snap-research.github.io/elit>CEI-3D: Collaborative Explicit-Implicit 3D Reconstruction for Realistic and Fine-Grained Object Editinghttps://github.com/shiyue001/CEI-3D>SceneAssistant: A Visual Feedback Agent for Open-Vocabulary 3D Scene Generationhttps://github.com/ROUJINN/SceneAssistant>Diffusion Blend: Inference-Time Multi-Preference Alignment for Diffusion Modelshttps://github.com/bluewoods127/DB-202503/12/2026>New FLUX.2 Klein 9b modelshttps://huggingface.co/black-forest-labs/FLUX.2-klein-9b-kv-fp8>Too Vivid to Be Real? Benchmarking and Calibrating Generative Color Fidelityhttps://github.com/ZhengyaoFang/CFM>Geometric Autoencoder for Diffusion Modelshttps://github.com/freezing-index/Geometric-Autoencoder-for-Diffusion-Models
>mfw Research news03/13/2026>OmniForcing: Unleashing Real-time Joint Audio-Visual Generationhttps://omniforcing.com>OSCBench: Benchmarking Object State Change in Text-to-Video Generationhttps://hanxjing.github.io/OSCBench>Coarse-Guided Visual Generation via Weighted h-Transform Samplinghttps://arxiv.org/abs/2603.12057>Noise-aware few-shot learning through bi-directional multi-view prompt alignmenthttps://arxiv.org/abs/2603.11617>Enhancing Image Aesthetics with Dual-Conditioned Diffusion Models Guided by Multimodal Perceptionhttps://arxiv.org/abs/2603.11556>SoulX-LiveAct: Towards Hour-Scale Real-Time Human Animation with Neighbor Forcing and ConvKV Memoryhttps://arxiv.org/abs/2603.11746>ForensicZip: More Tokens are Better but Not Necessary in Forensic Vision-Language Modelshttps://arxiv.org/abs/2603.12208>FlashMotion: Few-Step Controllable Video Generation with Trajectory Guidancehttps://arxiv.org/abs/2603.12146>WeEdit: A Dataset, Benchmark and Glyph-Guided Framework for Text-centric Image Editinghttps://arxiv.org/abs/2603.11593>Manifold-Optimal Guidance: A Unified Riemannian Control View of Diffusion Guidancehttps://arxiv.org/abs/2603.11509>OrthoEraser: Coupled-Neuron Orthogonal Projection for Concept Erasurehttps://arxiv.org/abs/2603.11493>ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creationhttps://arxiv.org/abs/2603.11421>UCAN: Unified Convolutional Attention Network for Expansive Receptive Fields in Lightweight Super-Resolutionhttps://arxiv.org/abs/2603.11680>Locating Demographic Bias at the Attention-Head Level in CLIP’s Vision Encoderhttps://arxiv.org/abs/2603.11793>The Latent Color Subspace: Emergent Order in High-Dimensional Chaoshttps://arxiv.org/abs/2603.12261>Intrinsic Concept Extraction Based on Compositional Interpretabilityhttps://arxiv.org/abs/2603.11795>ZeroSense:How Vision matters in Long Context Compressionhttps://arxiv.org/abs/2603.11846
Is LTX 2.3 an easy slot-in replacement in my old LTX 2 workflow or will I need to redo the whole thing?
Why are so few ltx2.3 resources on civitai? Is it not the main place anymore?
>>108362388they’re just arbitrary quality tags that boorus use. Using score_9 just makes the model generate an image that aligns with all images that were tagged score_9, and in theory should produce a better image than if you used score_6 or whatever
>>108362200score_9 goes in neg
>>108362463ultra low quality bait
>>108361922Because if i write score_12 highres masterpiece into the box that means officially my gen is a work of art and you can NOT call it plastic slop with the AIDS contaminated shading style that looks nothing like any anime drawing ever drawed
>>108362553but then you remember that score system was made by scat loving ponyfucker
>>108362544>>108362630>>108362707niggas will write an A4 worth of prooompting memetags and then they'll try to convince you it looks good
All I'm doing is using basic a basic anima2 prompt with stock settings and going through artist tags cycling through quality tagsscore 9 seems to be geared to western stuff which imo means it should be in the negs
@ComfyAnonymousCan you add the option to minimize groups like A1111's accordions? When I'm running an Omni workflow with txt2img, img2img, and Controlnet, it'd help to minimize them and clean up the UI.Also, the option in App mode that lets you drag and choose which settings to modify, would it be cool to apply the same functionality to the Subgraphs.
No tags in the known universe that can cure what ails these gens
>>108362818Who are you talking to? You’re the only one in this dead general.
>>108362844>>108362830Are you having a mental health crisis?I'm testing the new anima model, why would you not use bog standard tags to understand how tags work in relation to the model?
>saar if you type seven variation of incredibly absurdres the image will be lookings very good
>108362844>in this dead general.>108362858>page 5
>>108362550i barely ever visit this thread. is it because the old loras are compatible or something?
The longer it takes, the more outdated anima becomes ................
>>108362818i actually could not tell you if score_9 or score_0 is supposed to be the highest one here lol>>108362830it's such an obvious sidegrade to SDXL. I just don't see the point
>>108361838is it better at upscaling? not as far as I can tell, no
>>108362829Thank you for contacting Comfy.org customer support! I hope you are well. We are concentrating on other features at the moment. Thanks.
>>108363018OMG SO CUTE!
>>108362818ty for the grids anon
>>108363018>I just don't see the pointI'm unsurprised.
>>108363049sorry for causing you pain anon. i actually genned one with score_9 in the prompt but it was so good i thought it should be hidden from the world so i deleted it
>>108363073sure thing, just going through artist
>108363073>108363128so organic
>>108363128>how should we train out amazing new model? should we use a high quality dataset?>naw fuck that, load up the wayback machine and scrape deviantart anime tutorials circa 2008.
>>108362977>old loras are compatible or somethingYes.
im trying to make music for a short 8 second clip but nothing feels right. how do i do this
I have a 7800XT, which even Vulcan and or ROCm can't really into diffusion. I can upgrade to a 7900xt for 4 extra gigs of VRAM. Will that make emany difference at all?
>>108363289Ask in AceStep General
>>108363301No
>>108363203That's a good one I'll prompt that later.There used to be a fucking deviantart dramaqueen creep who specialized in drawing nagas, does anyone remember her(?) name?
>>108363203I still think the style is pretty good for the artist, tuning the cfg and upscaling with detailer passes can improve a ton
Nice single poster spam general.
>>108363309i think it was destroyed
>>108363203>implying it didnt use both "high quality" imgs and deviant art tier retro kino You must be very new
Is it a coincidence that every time Catjack posts, everyone leaves? I’ve seen this happen more than once.
LOOK MA A Z-XXMIX9-TURBO GENyo muppets. anima for non-anime, how does it fare?
>>108363352they migrated to /mu/
I feel like most of the issues especially with style and presentation can be fixed once the higher resolutions are in the model. I have to do multiple upscale passes for some gens and for these test I disabled all those tricks. Everything gets better when you upscale a good model at 2x latent but it can't go to those dimensions yet.
I wish there was a way to prompt extremely precise body proportions, object size, distances, camera angle, etc, and not this extremely vague tag/natural language method.
https://huggingface.co/Nekofantasia/Nekofantasia-alphauh oh, looks like Anima has a new challenger!
>>108363567maybe in 10 or 20 years we will have this for animehttps://www.youtube.com/watch?v=NG03nE8AEYw
>>108363023features like shuffling your data to data brokers for sweet sweet $
>>108363560I really do respect your artistic sense of style. Not many posters in these threads have that spark, so to speak.
>>108363605Get that gay shit away from me
>>108363605>SD3.5 >looks like early WD or some shit kek
>>108363605>SDXL compatible lorasFUUUUUCCCCK
If I reply to you the schizo that squats here all day trying to bait me into arguing with him will keep screeching.>>108363605>SD 3.5Into the trash it goes, I'm not touching this especially when fingers are fucked, I can easily fix that in anima when using my typical tricks
>>108363605>first rectal flow-based model
To be fair, we all shit on cosmos yet look what based tdrussel is doing with it. That being said fuck SAI and SD3.5.
>>108363639fuck neil eatsass tyson
>>108363605>based on SD3.5M, worse than Lumina which itself is worse than Cosmos (Anima's base)>only 4 million training images>no mention of natural language prompting anywhere, meaning it was trained on tags only>this version was trained on 8xH100 for 24 hours, likely less than 1% of Anima's compute>StabilityAI license>lets looks at the license: "We Prohibit Sexually Explicit Content">unless the dataset is filtered of all NSFW, the whole model is in violation of the license and Stability can snap their fingers and nuke it whenever they wantfucking KEK what are they even doing
>>108363639There's nothing you can do with 3.5, the model is basically fetal alcohol syndrome the model, there's a reason why you don't hear from these pieces of shit. Also considering the history of these threads and all the operations they pulled here instead of actually making a good model and listening to the community they can rot. We also have a full time schizo that was a ex employee of them and probably a few bitter anons connected to them still fucking with this general to this day.
>>108363606Eh that's neat but gives you slightly different capabilities for different situations compared to being able to prompt what you want with precision. Both would be ideal to have.
>>108363605BAHAHAHAHA WHY EVEN MAKE THIS?
>>108360766https://civarchive.com/models/2354759?modelVersionId=2648383
>>108363710Odd choice in filename are you a sector fan?
Trying to do image editing with Flux Klein. Where can I find and adjust the denoise setting in the default ComfyUI Klein KV template?
>>108363704erm, the end goal is precisely for it all to be in a single model, just like how controlnets at first were a whole separate model and became an adapter and then became embeded in some models, same vision in LLMs
>>108363605It's a shame people like this or the Zib and ZiT anime mergers throw money into the void on these inevitable DOA models. I wish they'd pool together and donate their money to people actually pushing anime models forward.
>>108363724That would be nice. Prompting capabilities should also get augmented that's all I'm saying.
>>108363605>SD35lmaooo
>>108363710i can understand it if someone wanted to dip their toes into the pool, seems like a fine beginners project. but i don't see this gaining much traction, especially without nsfw.
>>108363772by random node, do you mean "load image"? because you can ctrl+v the canvas and it will add a load image node with whatever you have copied.
>>108363633You are absolutely right! I appreciate your input.
>>108363633>I'll just deny I am a spammer faggot
>>108363605>8× H100 SXM>$1,200–$2,600>SD 3.5www
>>108363867What a total asshole, he could have donated that money to Noob&friends
why does it go 1 > 2 > 4 > 5
>>108363888Im queuiiiiiiiiing
>>108363867I demand sexo with Jebby.
Cropped a row because it was without tags
who cares tho?
this shit is so fucking cool how the hell does a model in like v0.1 have so many artist styles already?
Hello /sdg/, I have been looking for this LORA to no avail: Breast Anatomy Enhancer -https://civarchive.com/tensorart/models/842192689870092216/versions/842192689870092216Scraping didn't work, and the LORA doesn't exist in either civitasbay, huggingface, datadrones or any other LORA archive. What you can download from the creator is inconsistent in TensorArt, where I even tried to inspect element through the block with code from the LORAs you can download, got a goose egg instead.This is one of the LORAs that works consistently and tastefully, and wanna try it out in Stability Matrix. So I'm requesting anyone to look for downloads or send a catbox link for it. Hope the below will narrow searching:SHA256: 4db0bfd32f1f4dbbff4406eacf2fc54e4cf9cc8457453753c52b091a8229619efilename: anaenh4-12.safetensorsThanks.
imagine unironically using SD 3 lel
>>108363907How about with random cartoon curveball Jenny?
which video model was this made with?https://youtu.be/ls0dShOkXGcseems to realistic for ltx 2.3
>>108364056kek based
>>108364141pony in 2026?
If /ldg/ had to send someone to the moon, who would they pick as their representative? Catjack?
>>108364141>good handsyou are supposed to prompt (good_hands_score_8:1.9)
I need a new fucking GPU. Why do I have to be poor
>>108364103probably SaaS shit given that descriptionits very impressive>>108364141>good handsallow me to dogpile along with the other anons and make fun of you for your pony saar tier prompting
>>108364217>>108364190>>108364162Are you being retarded on purpose?
>>108364202heh did not expect this
i am trying to be productive but i often end up gooning to my gens. how do you get around this
>>108364249i gen too much and rarely jack off to them, let's swap problems, i genuinely want to goon to most of my stuff.
>>108364224good hands typed this
>>108364266well do you have an actual goal? i cant see how you dont goon hard once it starts manifesting
>>108364249Genning was cutting into my DSP time so I put in my old GPU to drive the display and now I can do both
>>108364249I like to goon in the shower, but ComfyUI isn't very intuitive for that.
>>108364346kinosovlWAI could never
>>108364346Estuans interiusIra vehementiEstuans interiusIra vehementiANIMA!ANIMA!
>>108364346sovl and kino
is there a meaningful difference between Qwen 3 8B at fp8 and q8 gguf? gonna download Klein 9B but the internet is slow
>>108364381q8 is betterbut imagine not going for bf16>inb4 poor vramlet shitterkys
>>108364457Do you have anything positive to post instead of bitching all day long?
>>108364466im a vramgod, please use the proper honorifics when addressing me
>>108364475Post specs and a actual gen from your workflowYou won't
>>108364482here's my specs
>>108364502>larpingnot surprised at allAnything else or are you having a bad day?
>>108364508concession accepted :)
>>108364502only 8? wife put her foot down?
>>108364527ur big talk, post your specs
>>1083645463060 12GB, 4GB RAM
>>108364502>old driver>cuda not installed?
>>108364381fp8 is faster but goofs are slightly higher quality but not by much from my testing.
>>>108359016It doesn't work on 12GB of VRAM, lots of OOMs for a Q8 quant. Didn't bother trying with smaller quants.So yeah boys, we won't be dinning good tonight.
>>108364466>>108364482>>108364508>>108364527>>108364555my honest reaction to this entire thread were no one's posting genshttps://youtu.be/L8XbI9aJOXk?si=jTuni8SthwHT6zKl
>>108364587Because you're being a mood killing faggot
>>108363867>>108364056omg more jennies to add to the collection. Thank you based jenner
>>108364577What are you talking about? I have 32GB RAM and an RTX 3060 12GB and it works perfectly.
