Discussion and Development oif Local Image, Video, and Audio ModelsPrevious: >>110055562https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUISDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineageWan2GP: https://github.com/deepbeepmeep/Wan2GPNeural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel>Checkpoints, LoRAs, & Upscalershttps://huggingface.co/modelshttps://huggingbay.xyzhttps://civitai.comhttps://civitaiarchive.comhttps://openmodeldb.info>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/tdrussell/diffusion-pipehttps://github.com/kohya-ss/sd-scriptshttps://github.com/kohya-ss/musubi-tuner>Qwen Image 2.1https://huggingface.co/Qwen/Qwen-Image-2.1>Minimax H3https://huggingface.co/Comfy-Org/MiniMax-H3https://neta.art/use-cases/en/h3-1000-prompt-list>Animahttps://huggingface.co/circlestone-labs/Animahttps://animastyles.thetacursed.comhttps://tagexplorer.github.io/https://animadex.net>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbohttps://lumenastrum.github.io/clio-style-preview/gallery/>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>MiscShare Metadata: https://catbox.moe | https://litterbox.catbox.moe/Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: 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
Now don't cry over what happens moving forward friend :)
Blessed thread of frenship
>>110065143ay what unc mean by this doe?
kill aniillani
KILL ANIKILL ANIKILL ANI
>>110065097Good collage
>>110065097Thank you for baking this thread, anon.>>110065196Thank you for blessing this thread, anon.
cursed thread of hatred baka
mentally ill thread of samefagging
Thread has a collage, no off topic links and a collage without the images that are meant to cause drama and instigate a flamewar.Why is (((that guy))) mad again?
friendly reminder that posts containing interpersonal drama are offtopic and should be reported
Which are the most capable models with the fewest guardrails?
Don't argue with him, we know he's going to meltdown regardless of what happens. Just fix the next thread and cause him more mental anguish. He's been on a long spiral doing this non stop over the last couple of months. He wants to be loved and to be in that position especially in a 4chan thread is a rough place to be>>110065317Didn't stop him from doing that to rush bump limit. Anons did ignore him though
cozy breas
>>110065097>Maintain Thread Qualityhttps://rentry.org/debohttps://rentry.org/animanon
>>110065358Interpersonal drama is off-topic.
Can anyone do a video or image of Emma Watson doing the zeo morphing and become the pink zeo ranger?https://www.youtube.com/watch?v=N0BFAwUzZUA4:31
>he cries as he strikes you
>>110065358Loxcal diffusion?
Name this character
>frog.jpg
>>110065383Hmmm maybe in a couple of hours, ill post it if the thread is up, or in the next one
Did they ever figure out a way to let us AMD idiots in on the fun?
>>110065097Tryed my hardest to create my dream girlUsed my s26 ultra, comfyui running locally.Only takes about 5-6 seconds to create a photo on the snapdragon 8e gen 5
Qwen2.1 imo trains easier than krea based off these samples. I'm going to see how these behave with the turbo model once I'm done, I hope it irons out some of the issues with the base model.
mental illness>>110065492hop on linux
>>110065532ROCm 10 also works on W11, and with ck attention they can even get bearable speed from what I've heard.
Why is shit so hard to run? H3 and Wan needs like a fuckton of bullshit like text encoders and vae's. On top of the comfyui bullshittery that makes this overwhelming.
>>110065471Thanks, looking forward to it
Where's the mfw news guy?
>>110065688Gooning to novelai porn
>>110065688Caretaker is cleaning him
>>110065716Care taker is taking care?
>>110065817Yes our 36 year old NEET can't clean himself
he really baked early just to insert his blurry gen in the op
>>110066146I like his blurry gen, reminds me of better times
>>110066175You can find those better times in /sdg/ but you knew that already.
>>110066214why are you guys so insanely hostile and paranoid here
>I like water>You can find water in the soda section but I guess you knew that already>>110066305It's not 'you guys', just one mentally ill person
i miss quokka anon
>>110066377I miss the old kanye
>110048278mom says we have water at home
>>110066377caca
>>110065688>mfw Resource news10/14/2026>Correction Training for Diffusion Modelshttps://sunovivid.github.io/correction-training/>Simplifying and Improving On-Policy Distillation for Few-Step Diffusionhttps://zjwfufu.github.io/SMD-Page>LinMorph: Learning to Morph Weights for Efficient Video DiT Linearizationhttps://lonelyling.github.io/LinMorph>Multics: Generative Multi-Player World Model with Hierarchical Communicationhttps://karine-huang.github.io/Multics>REEL: Learning to Retrieve, Evaluate, and Evolve Visual Memory for Any Long-Horizon Multi-Shot Video Generationhttps://xuhang07.github.io/REEL>AReA: Adaptive Receptive-Field Attention for Efficient High-Resolution Diffusion Transformershttps://rajabi2001.github.io/area>4LC: 4D Latent Cache for Efficient Conditioning in Dynamic World Modelinghttps://zgca-hmi-lab.github.io/4LC>InfoVis: Unified Slide Image Generation and Editinghttps://github.com/VectorSpaceLab/InfoVis>Hardware-Friendly Token-Group Activation Quantization for Low-Bit Mamba Super-Resolutionhttps://github.com/imaboybut/TGQ-MambaSR>SyncReward: Human-Aligned Synchronization Reward for Audio-Visual Generationhttps://github.com/WeChatCV/SyncReward>MARS: Systematic Multi-Level Acceleration for World Action Modelshttps://github.com/PKU-VaLuE-Lab/MARS>Real2SAM2Real: Generative 3D Caches as Complementary Context for Video Diffusionhttps://jiayi-wu-leo.github.io/real2sam2real>RewardHarness: Self-Evolving Agentic Post-Traininghttps://rewardharness.com>Kokon: Edit photos by describing the change, on your own computer.https://github.com/GabrieleLozupone/kokon>ComfyUI v0.40.0 releasedhttps://github.com/Comfy-Org/ComfyUI/releases/tag/v0.40.0>Koboldcpp v1.123 releasedhttps://github.com/LostRuins/koboldcpp/releases/tag/v1.123>pixel-curator: Local-first dataset curation for DreamBooth likeness training and LoRA training.https://github.com/snoozey-mf-bnui/pixel-curator
>>110065688>mfw Research news10/14/2026>Heuristics are Not Enough: Calibrated and Corrected Caching for Video Diffusion Accelerationhttps://arxiv.org/abs/2610.16545>VARI: Robust T2V Generation via Group-Structured Intent Alignmenthttps://arxiv.org/abs/2610.18189>Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Accelerationhttps://arxiv.org/abs/2610.16448>MaskSense: Confronting the Visual Exploration Trap in Masked Image Generationhttps://yawen-shao.github.io/MaskSense>QK-Edit: Revisiting Attention-based Injection in MM-DiT for Image/Video Editinghttps://arxiv.org/abs/2610.17829>CineMem: Attention-Aligned Fine-grained Memory Retrieval for Multi-Shot Long Video Generationhttps://uknowsth.github.io/CineMem>FlowCred: Hierarchical Credit Assignment and Functional Coordination for Joint T2V Post-Traininghttps://arxiv.org/abs/2610.18142>MiMaAlign: Hierarchical Micro-Macro Alignment for Physically Plausible VidGenhttps://arxiv.org/abs/2610.16482>DT-LoRA: Reaching Beyond the Tangent Space of Low-Rank Adaptationhttps://arxiv.org/abs/2610.17730>VGGA: Geometry-Grounded Autoencoder for Video Generationhttps://arxiv.org/abs/2610.16204>H-DDCM: Hadamard Codebooks for Fast Generative Image and Video Compressionhttps://h-ddcm.github.io>Beyond User-Side Defenses: Image Protection in Open-Weight Diffusion Modelshttps://arxiv.org/abs/2610.16835>FlashVSR+: Efficient Video Super-Resolution via Hybrid Attention and Reward-Yield Distribution Matchinghttps://www.flashvsr.tech>APT: Feedback-Driven Agentic Post-Training for T2I Generationhttps://arxiv.org/abs/2610.18097>Look Back to Move Forward: Learning to Revisit for Agentic Compositional Image Generationhttps://arxiv.org/abs/2610.16224>Text-Only vs. Image-Aware VLM Judges for Manga Translation Evaluationhttps://arxiv.org/abs/2610.17908>Learning $ω$-Powered Conditional Distributions with Importance-Weighted Flow Matchinghttps://arxiv.org/abs/2610.16419
>>110066492>>110066503Nice, thanks, time to read
>>110066320Also, some anons appear to have multiple personality disorder, which makes it seem like there are more schizos than there actually are.
>>110066514>>110066503>>110066492
>>110066492>>110066503Thank you bro i always wait for the news
>>110066514enjoy!>>110066572sorry I was late. busy morning
im struggling with minimax ref2v of using a character from one image and making them pose like a character in the second image. it just gens a video of the second image.
>>110066591Why are you spamming this garbage?How can you be so bad at this yet so vain?
>>110066614You probably want a character swap LoRA for that
Really liking the results from the loras I make with qwen 2.1 more than I do with krea, mostly because krea2 is too restricted on female builds without loras. I don't know why krea2 can't give a woman this build natively. The kroma model can but for everything you gain you lose 2 other things. Shame about the speed takes 3 minutes to gen these at 4mp 60 steps
>>110066715nice stable diffusion 1.5 gen
>>110066641>>110064313>>110064431>>110066657
>>110066747It's based off of XL style, you see the point is to use those styles with more flexibility and better anatomy...I have always been good with it but making throwback loras are great, if you had a body of work I'm sure you would do it. You might need a boss rig though
>>110066715So you'd rather make lora's for qwen 2.1 and use the extremely sloppy abilities of said model to make anime pictures that take 5 minutes compared to the 5s krea takes.Instead of using krea with a bodytype lora?Am I missing some hidden benefit here? Because there aren't enough bodytypes to justify switching to a worse model desutbh
>>110066834Well there's a turbo model for qwen I'm not going to bother with but>No censorship on language People really ignore how bad krea2 is with that>No style drift/conflicts by stacking loras>less censorship over stupid shit like putting up a middle fingerLet me test the turbo
>>110066715The real question remains. Is it censored?Yes -> trashNo -> slight hope
>>110066857If it ever gets a decent finetune and doesn't take more than 20s per image it might make sense to switch. But as of right now the fact that it's uncensored doesn't even bring any benefits. Especially when there are already krea2 lora's that perfectly uncensor the model to the point where it can generate anything it was trained on.
>>110067009It's not but you need a lora for pussy or I guess your dataset can have nsfw.
>>110067017Not for my use case With the int8 model I got it down to 1:30 at 60 stepsAlso even using the Krea2 system prompt I'm getting more on point gens without having to adjust it constantly like I did with krea.This is going to feel like that time I started using easy fluff for anime only for people to circle back once I got good with it
>>1100670391:30 still sounds like a nightmare compared to literally <4s on krea2 at 12 steps.Can you name me an example where you actually saw a benefit, something like "tree with money bags on it" and krea2 failed miserably and wasn't the better option with much quicker iterations to check out seeds, vs 1:30min on qwen2.1Cause so far I'm extremely underwhelmed by what the dataset was trained on, which is mostly real ism with barely any nudity and probably a lot of ai slop
>>110067114I'm not trying to sway you one way or the other, you're free to do what you want
>>110067124of course, I was just wondering if you actually found a specific use case where qwen is currently better and more accurate than krea2.Even if it was something seemingly useless
>>110067018>you need a lora forpass.already doing that with krea so into the trash it goes
>>110066614try using qwen or something to turn the ref image into a full reference sheet. h3 does better with those than an image of the character by itself
cozy
try doing this with turbo lora.. i dare you
>>110067311if you give me the prompt and roughly 5 min I can and will
>>110067317can't its too long
>>110067317(hint) you can't do it
>>110067323then why are you daring people if you can't even do something as simple as giving the prompt in a catbox?
>>110067311Ah-so!
>>110067403ha, see? it always fucks up the nunchucks
>>110067427just needs a nunchucks LoRA
>>110067447tru tru
>time wasting post using ref2va with a reference video without telling peopleYou sure trolled that guy good (((anon)))>>110067447KEK
>>110067453wha? i did mine from i2v without the lora turbo after trying like 50 times with the lora turbo to get it to not fuck up the nunchucks
>>110067427Prompt issue. Just added "one-handed". 88 second gen with a 5080. How long did yours take, senpai?
>>110067462that's pretty goodtook about 7 minutes on no turbo
>>110067462everytime i tried it, it either added more sticks, or the chain grew another chain or she ended up with 2 sets
>>110067458>young fly on the trackAnyways here is mine with the nunchuck lora
Without the high-falutin' fancy pants lora
do video upscalers actually have context of the video itself? or do they just image upscale each frame. im testing seedvr and its screwing up things that have patterns on them and some details look jumpy
>>110065097Troll bake :(
how the fuck can i get facefusion working with nsfw? 3.9.1 is utterly gimpeddoes anyone have a working version to share?
>>110067547lmfao
>>110067912mushrooms are not fun, dont fall for the propaganda
>>110067547Some of you perverts might get hard for jailbait Jen wielding meme weapons (with one hand). But for me it's the sheer contextual perfection of the unprompted white van that appears behind her at the end of the video.
>no hair sticking outnot canon
>>110067912mushrooms make you gay
better watch out, she comin for you
>>110068035don't encourage people
>>110068059yoshimi is a black belt in karate
>>110068035what if I'm already gay? will mushrooms make me straight? or double gay?
>>110068068Your bussy self libercates
>>110067917>t. someone whos afraid to face their own bullshit>>110068035oh it's christfaggots itt no it doesnt dumbass, you'd believe anything
>>110068113>oh it's christfaggots itt>no it doesnt dumbass, you'd believe anythingyou're probably gay
Swiss Army Chucks
>>110068140very naice
>>110068130dumbass christdrone obsolete religion just nutted to sakura btw
>people believe that h3 max will drop>but don't believe in christ
>>110068157makes sense to me
