0 Denoise Edition Discussion of Free and Open Source Diffusion ModelsPrev: >>108301867https://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/>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_1girlhttps://tagexplorer.github.io/>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
>mfw Resource news03/05/2026>LTX-2.3 Video Enginehttps://ltx.io/model/ltx-2-3>LTX Desktop: Fully local AI gen space with integrated video editorhttps://ltx.io/ltx-desktop>Z-Image Power Nodeshttps://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes>Error as Signal: Stiffness-Aware Diffusion Sampling via Embedded Runge-Kutta Guidancehttps://github.com/mlvlab/ERK-Guid>Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-Onhttps://ait.ethz.ch/gaussianwardrobe>InEdit-Bench: Benchmarking Intermediate Logical Pathways for Intelligent Image Editing Modelshttps://github.com/SZStrong1/InEdit-Bench>ComfyUI Spectrum SDXL Node: Spectrum sampling accelerationhttps://github.com/ruwwww/comfyui-spectrum-sdxl03/04/2026>Helios: Real Real-Time Long Video Generation Model https://pku-yuangroup.github.io/Helios-Page/>Toward Early Quality Assessment of Text-to-Image Diffusion Modelshttps://github.com/Guhuary/ProbeSelect>CFG-Ctrl: Control-Based Classifier-Free Diffusion Guidancehttps://hanyang-21.github.io/CFG-Ctrl>SIGMark: Scalable In-Generation Watermark with Blind Extraction for Video Diffusionhttps://jeremyzhao1998.github.io/SIGMark-release>Flimmer: Video LoRA training toolkit for diffusion transformer modelsgithub.com/alvdansen/flimmer-trainer03/03/2026>Alibaba’s Qwen tech lead steps down after major AI pushhttps://techcrunch.com/2026/03/03/alibabas-qwen-tech-lead-steps-down-after-major-ai-push>Adaptive Spectral Feature Forecasting for Diffusion Sampling Accelerationhttps://hanjq17.github.io/Spectrum>Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidancehttps://github.com/showlab/Kiwi-Edit>Let Your Image Move with Your Motion! -- Implicit Multi-Object Multi-Motion Transferhttps://ethan-li123.github.io/FlexiMMT_page>Neural Discrimination-Prompted Transformers for Efficient UHD Image Restoration and Enhancementhttps://github.com/supersupercong/uhdpromer
nvidia shilling general
>mfw Research news03/05/2026>Helios: Real Real-Time Long Video Generation Modelhttps://arxiv.org/abs/2603.04379>Order Is Not Layout: Order-to-Space Bias in Image Generationhttps://arxiv.org/abs/2603.03714>PhyPrompt: RL-based Prompt Refinement for Physically Plausible Text-to-Video Generationhttps://arxiv.org/abs/2603.03505>TAP: A Token-Adaptive Predictor Framework for Training-Free Diffusion Accelerationhttps://arxiv.org/abs/2603.03792>InfinityStory: Unlimited Video Generation with World Consistency and Character-Aware Shot Transitionshttps://arxiv.org/abs/2603.03646>DiverseDiT: Towards Diverse Representation Learning in Diffusion Transformershttps://forevermamba.work/projects/DiverseDiT>CubeComposer: Spatio-Temporal Autoregressive 4K 360° Video Generation from Perspective Videohttps://lg-li.github.io/project/cubecomposer>Tuning Just Enough: Lightweight Backdoor Attacks on Multi-Encoder Diffusion Modelshttps://arxiv.org/abs/2603.04064>Dual-Solver: A Generalized ODE Solver for Diffusion Models with Dual Predictionhttps://arxiv.org/abs/2603.03973>Enhancing Authorship Attribution with Synthetic Paintingshttps://arxiv.org/abs/2603.04343>Scalable Evaluation of the Realism of Synthetic Environmental Augmentations in Imageshttps://arxiv.org/abs/2603.04325>Fine-grained Image Aesthetic Assessment: Learning Discriminative Scores from Relative Rankshttps://arxiv.org/abs/2603.03907>Image-based Prompt Injection: Hijacking Multimodal LLMs through Visually Embedded Adversarial Instructionshttps://arxiv.org/abs/2603.03637>From Misclassifications to Outliers: Joint Reliability Assessment in Classificationhttps://arxiv.org/abs/2603.03903
>>108305418>he who defends the God's chosen people, harms a buch of fat retards and niggers.
That's right. Post in this thread. You can't help it.
test with fp8 2.3 kijai scaledhttps://files.catbox.moe/eefix8.mp4
>>108305443>>108305451too bored on /sdg/ debo? you want to infect this place too?https://rentry.org/debo
get out
>>108305459they said the sound got improved and I don't see the difference, it still sounds metalic as fuck
I hate auto regressive models and their vram requirements so much brosIs LTX 2.3 text to video any good or is it still unusable compared to wan 2.2>>108305386There's not much outside either unless you are willing to spend 30 bucks to filter out the subhumans and even then you need to spend 100 to actually start seeing conventionally attractive people. Better to just get addicted to going to your local discount gym and lift heavy objects to forget our impending doom
>>108305469lmaoo
>>108305469>clearly not using the vramlet edit model Looks like we have a brownoid right here!
>>108305478struck a nerve Ranejh?
https://tech4gamers.com/windows-12-reportedly-relasing-2026-modular-ai-focused-os/>Windows 12 Reportedly Set for Release This Year as a Fully Modular, Subscription-Based, AI-Focused OSUh oh, good luck storing your NSFW in last windows
https://www.reddit.com/r/StableDiffusion/comments/1rlxro8/comfys_ltx2_implementation_is_far_worse_than_ltx/>Comfy fucked up the implementation once again
>>108305494I'm staying to Windows 10 until the end of my life, simple as that
>>108305496Weird, all the API nodes work fine
>>108305494As an AI assistant I detected cunny in your hard drive, time to block it.
>>108305468wait, downloading the new vaes in the kijai dir, I think these are different. gonna retest
>>108305504we're probably in the same botnet
>>108305504not safe, also latest comfy, python, pytorch and cuda wont work
>>108305548I like the crowd scene it reminds me of Lowry.
>>108305536>>108305548Mood spelled backwards.
>>108305443>>108305451unemployed loser
>>108305418/ldg/ ANCHOR:>/ldg/ pixiv:BakerAnon:https://www.pixiv.net/en/users/110320313Nekotwins:https://www.pixiv.net/en/users/93453238RSetsuu:https://www.pixiv.net/en/users/91156181tamzaiy:https://www.pixiv.net/en/users/38224130匂い:https://www.pixiv.net/en/users/76374114Otto:https://www.pixiv.net/en/users/106407853owphoenix:https://www.pixiv.net/en/users/1661492cornholioanon:https://www.pixiv.net/en/users/1035594kunitsune: https://www.pixiv.net/en/users/1154481Encolpe : https://www.pixiv.net/en/users/1528323Ravaged Cherry: https://civitai.com/user/RavagedCherry*Anchor your Pixiv and CivitAI here to add it in the next thread.>/ldg/ CivitAIhttps://civitai.com/user/Nyan666https://civitai.com/models/1922023/obmirsak
>>108305443>>108305641based AI generals Instrumentality Project
>>108305641>https://www.pixiv.net/en/users/91156181mousiiiii omg
what is my best option if I just want an AI that edits nsfw cartoony images on my PC, I don't want to start from scratch I want to just edit existing things. There are so many pastebins and link that this stuff has always been overwhelming, I was told Qwen image edit is my best option but I don't see a guide for that in the OP and I dunno if that works for NSFW stuff out of the box, someone help spoonfeed me in a direction
>108305641>trolling outside of /b/
>>108305660Come on anon lets merge all AI diffusion generals into a single, unified general to eliminate suffering, loneliness, and pain.No more schizos, no more page 9!
https://files.catbox.moe/5es0rm.mp4
>>108305697it's even worse, on the previous version he did jump to the water lol
>>108305676trolling outside of /b/ websitetrolling outside of /b/ boardtrolling outside of /b/ general
lmaoSpongebob says "hey patrick, wanna see an impression of a troon?". Patrick says "Sure Spongebob!". The scene transitions to Spongebob running and jumping off a tall bridge.https://files.catbox.moe/ar3q7w.mp4
>>108305718it's missing the sovl anon
>>108305718kek, the spongebob bubble transition was a nice touch, but outside of that, it still looks like ass, not seeing any improvements compared to LTX 2.0
>>108305724it even did the bubble transition, this was 100% trained with spongebob.
>>108305671Klein edit is the poormans edit model of choice
>>108305731>this was 100% trained with spongebob.obviously, I remember some tests post here showing that if you don't prompt anything it'll tend to give you some series like Mr bean animation or some shit
>>108305718Spongebob says "hey patrick, wanna see an impression of a troon?". Patrick says "Sure Spongebob!". The scene transitions to Spongebob running and jumping off a tall bridge into the water, making a big splash.https://files.catbox.moe/wc4sup.mp4there we go, now we have a jump.
>>108305668It's very cute
>>108305746even wan 2.1 doesn't smear that bad
>>108305758it's day 0, people will figure out settings/workflows
>>108305772oh, where did i hear that before?>zeta baseit's day 0, people will figure out how to train loras and finetune :3
https://www.reddit.com/r/StableDiffusion/comments/1rlxkst/vertical_example_for_ltx23/>actual jeet postroflhttps://files.catbox.moe/ek5xlj.mp4
kekSpongebob says "hey patrick, wanna see an impression of Iran?". Patrick says "Sure Spongebob!". The scene transitions to Spongebob flying a jet fighter, dropping bombs down on a city that explode into fire and flames.https://files.catbox.moe/mg79zl.mp4
>>108305794>https://files.catbox.moe/mg79zl.mp4lmao
>>108305777Why spread lies? It's being trained as we speak.
spongebob on black people:https://files.catbox.moe/2nmg53.mp4
>>108305823>patrick talking about small brainscome on bruh kek
https://huggingface.co/Kijai/LTX2.3_comfyah I didnt use the second text_projection encoder, gonna try with that one now. had the embeddings one.
Loooooooool. What is this pathology called, compulsive lying? It reminds me of politicians posturing.
>>108305846what a fucking clown
>>108305846Ani could be a really good politician unironically, sociopaths tend to be good politicians
retard here, how easy is to generate high quality pics of real people? like Olivia Rodrigo
>>108305846>if i had money>if i had timelol
>>108305846>if I had moneytoo bad he spent most of his money on proxies to shitpost here, or else he would've done something useful for once lol
>>108305846Comfy, neither of those two had it, and they still did way more than you.
>>108305846But you have time to shitpost here and money to buy tickets to Japan?
>>108305846>if I had timehe literally spends all his days arguing with anons on /ldg/, lmao he's an unemployed loser he has plenty of time
>>108305846It's funny how he's only able to post in places that don't really know him as everyone who does know him is fed up with his bullshit
>>108305846what a loser hahahahaha
>>108305860If you already know what you're doing it's trivial.
>>108305418was there a onegirl, in fact?
>>108305845redid this with the new encoder, works good! use the files from the kijai screenshot (fp8 scaled, etc).https://files.catbox.moe/hpng2a.mp4
>>108305860It's not possible, ma'am. In fact, the images you see here are all photographs etc. I'm surprised you fell for our little "ai is real" joke.
>>108305860Very easy, just need knowledge like that other anon said and proper hardware if you wanna do "fun" stuff with Olivia's likeness.
>>108305846>make a repository separate from hugging face where people can curate a massive dataset.Is this real? Who is he trying to scam?
>>108305968also, the troon one worked betterhttps://files.catbox.moe/1yv2zl.mp4
sd1.4 still genning better faces than jeetware
>>108305975Noob cord,
>>108306012Yep that's Marilyn Manson alright.
>>108306012zit. I really need to investigate sd1.4 loras.
HAHAHA better without the transition.Spongebob says "hey patrick, wanna see an impression of a troon?". Patrick says "Sure Spongebob!". Spongebob then starts running and jumps off a tall bridge into the water, as he yells.https://files.catbox.moe/o1pu1x.mp4
>>108306067yeah lmao
>>108305418Willem Da Hoe
>>108306075kek
Blessed thread of frenship
>>108306087in his defense...
>>108306136this is the idk 2k version of the mac neo google ad
Dead thread of no posts
>>108306144kys mossad filch
>ban everyone who actually posts>wow nobody wants to post
>>108306144
>>108305418Thank you for baking this thread, anon >>108306134Thank you for blessing this thread, anon
>>108306163100% yes, and I know people are shocked, but the attacks are actually just real mossad. I mean, not exactly the primo stuff, but under their operation, as with how the kgb operated (meaning eg that the black panthers would conduct operations according to kgb instruction)
>>108306163>>108306179What's even the end goal here. Me spending less time having fun is me spending more time being productive.
https://files.catbox.moe/0ajne9.mp4
>>108306189>Me spending less time having funthey don't want you to spend too much time on 4chan, you could end up on /pol/ and be RADICALIZED by right wing ideas, we don't want that in this hecking humanitarian society
>>108305494Man, nothing's too stupid to be true these days, unfortunately.
Ehemmm, you atention please!Friendly reminder that /adt/ is on day seven of their general since 3 months ago.Friendly reminder that /adt/ generals are taking longer and longer.Friendly reminder that despite being on an anime website, /adt/ is the least posted thread (even less than /sdg/).Friendly reminder that other anime generals from 4chan explicitly avoid /adt/.Friendly reminder that /adt/ was took over by SaaS shills!So if you find any /ldg/ fudding post you know who is!
>>108306159>>108305641 got banned thrice in the past two days yet he's still trolling
>>108306219this, I believe everything now since everything ridiculous already happened at some point
I've got a question about privacy. If you log into civitai with your discord account and download mega_gapes_sdxl.safetensors, your download history is saved and associated with your email address which could be associated with your irl identity, right?
>>108306233Yeah, he's special.
>>108306255turn yourself in, it will go easier for you.
>>108306255Theoretically yes if someone dug hard and deep into your online footprint using that email address, or they get subpoena'd by a court/hacked and leaked userbase information. Its safe to just use a burner for it if you don't want people to "potentially" know about your mega gapes.
>>108306233Why he is trolling?
>>108306255kek i didn't even realize the site saved download history, i guess there is an option to clear it as well (?) not sure if that permanently removes it for good, wiped mine anyway though for good measure. are you worried about a breach or something?
>>108306159I couldn't get zit to do this.>an emu has a squirrel in its mounth upside down by the tail.idk, we'll see if klein can get me a good gen.mnemonic purposes, mine for now.
>>108306326you just never know what will happen in the future and yes, leaks are a possibility.
>>108306324He's vibe coding a project, and is guerrilla marketing it.
>>108306324Because it's an anchor, and the anchors are private property ??? idk lol, but don't know why you and not for example debo's news.
>>108306324Loneliness most likely
>>108306351the company of retardations is a more intense loneliness than solitude.
>>108306324Let me tell you something, that was an /adt/ anchor that they don't use anymore, and they're jealous because we're using it now.But here's something even funnier, /adt/ uses our OP template and we never said a word about it.
>>108306364>we never said a word about it.There was little need. Those who knew, knew. Plus now it's written as if for jeets so it's even funnier now.
>>108306364>we never said a word about it.anon for sure pointed it out but im not about to crawl through to archives to find it
>>108306326civitai lets you delete your download history. Tensor doesn't seem to have the option
>>108305846Our MC strikes again...
qwen2512 is actually so good, why does no one give a fuck, there is zero support for it with controlnet/inpainting etc
>>108306543Could be the fact that it's a bloated model but I dun't know.
>>108306543Local is made up of poorjeets. Even if someone were to finetune qwen, localjeets would cry that it’s too big for their 3060
>>108306543>qwen2512 is actually so good, why does no one give a fuckprove it, show some images my nigga
>>108306566you only need a 3090 for it, it isn't insane reqs
what's currently the best chroma merged/trained checkpoint? I've tried spark.
>>108306566>poorjeetssadly, that's so far from the truth. there just are veeeery few jeets who COULD afford a pc capable of genning with flux 1. And now? lmao these ram prices have priced out the whole 3rd world, save for the richest people in those nations.surreal times.
look at him go!https://files.catbox.moe/42ricu.mp4
>>108306543I can't get it to give anything that resembles realistic human skin
>>108306543>qwen2512 is actually so goodno it's not, it's still pretty plastic, ZiT mogs it in realism
>>108306593Yeah it needs LoRAs to not look synthetic.
>>108306592wtf lmao
>>108306539>pretends to be pro AI>doesn't vibe code everythingI knew he was a phony
the man in the blue shirt runs very fast to the left down the airport runway, large explosions are going off in the background.https://files.catbox.moe/5004ww.mp4
>>108306233Let me tell you something, you people, and I know people, you're like the Jews, and I can say that, okay? You think you can raid any general, any board, whenever you want, total impunity. But then, and this is the crazy part, when one little anon, a regular guy, like you and me, uses your anchor, suddenly you're crying "OH NO, MUH 6 MILLION PIXIV ACCOUNTS!" Can you believe it? The hypocrisy is tremendous! I've never seen anything like it! This is really something special, folks!. Very weak! SAD!
>>108306651>>doesn't vibe code everythingyet it's obvious his commits are vibe coded, a lot of comments added and removed for no reason between each commit
>>108306606loras don't help much. Did they train on lots of synthetic data or something?
>>108306658the sound is still terrible, my ears...
>>108306663Prompt:Transfer clothes from reference image 2 to reference image 1
>>108306681>Did they train on lots of synthetic data or something?Yes. Qwen and Z are complete opposites in this regard. And look at which one is both less computationally intensive and more popular.
lmao, now we have some motion.the man in the blue shirt runs extremely fast to the left down the airport runway, large explosions are going off in the background behind him.https://files.catbox.moe/blvrpp.mp4
>>108306686it sounds like ace step 1.2
>>108306681>Did they train on lots of synthetic data or something?they did, only the Z-image series claims to have only trained on real data only
>>108306702can he use a sword to slay zombies while he's running?
>>108306705:)
>>108306454Cool style
>>108306739>@maki \(letusgomaki\), dot matrix, halftone pattern, dithering, pixel art, monochrome, greyscale, 1bit, retro computer style, scanlines, noise, paper texture, printing artifacts, low res
Notice the current models being supported are models that aren't computationally intensive or don't need to rely on quants to cope
Local Diffusion?
janjan clean it up
irish schizo is back?
why is fp16_accumulation is so much more lossy than sage attention
>>108306964Anon, I was not the one who originally claimed Jews were controlling 4chan.
>>108307024>the jannies should just delete the general for good at this point.notice how fast they were to delete the message when it's about jews, when ani is shitposting on /ldg/ for hours on end they definitely don't have the same energy
what should i prompt
>>108307024>the jannies should just delete the general for good at this point.and the jannies ended up deleted him instead
>>108307040yeah, but is he wrong? this shit is miserable
>>108307051>is he wrong?yes
>>108307059avatarfag circlejerk, get a room, faggots
I like Jewish girls because they are the only white or white passing girls and women who still act like princesses. Also they're the only way to get a racist wife that isn't middle eastern or East Asian (any slav worth marrying is probably at least Jew-ish)>>108307037>what should i promptIdk what are you feeling, what modelGenerating futuristic moving structures with wan might be cool. Like rotating futuristic space ships or arcogolies
>>108307072>I like Jewish girlsI have to admit they can be beautiful, look at Scarlet Johanson for example, mamamia
>>108307072>I like Jewish girls
>thread spams polbait meme gens all day>someone posts their own polbait and makes the resident schizojerk offended>JANNIES HELP MEEEEEThis will never not be funny to me
>>108307093>JANNIES HELP MEEEEEI read it with the voice of tails kekhttps://www.youtube.com/watch?v=lAUyGpA-Sqw
>>108307064this is the (cool) avatarCHAD room, bub. you better pipe down or we'll send you packing to /sdg/ and you can hangout with debo and them
lmao, okay ltx 2.3 is pretty good. using res2s sampler.https://files.catbox.moe/wxhkst.mp4
>>108307079nice nose job, I guess, but this isn't >>>/fa/nosejobs/it's for local diffusion (ie generate something).
>>108307135>ie generate somethingthen why aren't you generating anything nogen
>>108307126the static noise is still here, and you're just doing some basic close up of a face, come on anon, go for something more challenging
okay I think it was an encoder issue, tried the other 2.3 text one. now it's less buzz.https://files.catbox.moe/gyddji.mp4
>>108307126is 2.3 t2v more smart?
>>108307227not sure, havent tried it yet
>>108307109hanging out with debo is fun tho
>>108307224what about sexo? More censored or less than ltx2?
>>108305443Based.
lmao, doesnt help that the i2v source was a potato image, nevertheless:https://files.catbox.moe/39r4pf.mp4
>>108306543It's simply too heavy for fast, iterative inference (i.e.; no fun to play with) and it needs a ton more resources to train. It's clearly designed around having HBM instead of anything slower. Kinda like Flux.2...I easily get over 1TB/s on my OC'd 4090 (what I consider the bare minimum in 2026) and it's complete ass in the speed department. Kinda like Flux.2...
I've thought Klein 9B has "bad" license https://civitai.com/models/897413?modelVersionId=2663313
THIS. CHANGES. EVERYTHING
>>108307833According to Comfy, common people don't deserve privacy...
>>108307833Will ComfyCloud support the new Uni-1 model? It's better than Nano Banana 2, knows styles, knows memes, and is a complete unified modelhttps://lumalabs.ai/uni-1It's currently the best image model in the world
These are bots uploading shit like this, right?
>>108307858no its indians
>>108307858i could cook up some bomb shit with loras like that ngl. way more soul than [LORA] genshin_character_538 (v45)
Do I have to update comfy for ltx 2.3..?Here's a nice screenshot for the next collage.
>>108307918Yes. Stupid question.
>>108307245is that why they all left you
>>108308010gm
