Discussion and Development of Local Image and Video ModelsPrevious: >>108543580https://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/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 news04/07/2026>FrameFusion Image Interpolation: Compact image interpolation model for generating in-between frameshttps://github.com/BurguerJohn/FrameFusion-Model>An Inside Look at OpenAI and Anthropic’s Finances Ahead of Their IPOshttps://www.wsj.com/tech/ai/openai-anthropic-ipo-finances-04b3cfb9>PrismML debuts energy-sipping 1-bit LLM in bid to free AI from the cloudhttps://www.theregister.com/2026/04/04/prismml_1bit_llm>ComfyUI Hires Fix Ultra - All in Onehttps://github.com/ThetaCursed/ComfyUI-HiresFix-Ultra-AllInOne>ATSS: Detecting AI-Generated Videos via Anomalous Temporal Self-Similarityhttps://github.com/hwang-cs-ime/ATSS>1.x-Distill: Breaking the Diversity, Quality, and Efficiency Barrier in Distribution Matching Distillationhttps://thu-accdiff.github.io/1.x-distill-page>Your Pre-trained Diffusion Model Secretly Knows Restorationhttps://sudraj2002.github.io/yptpage>Imagine Before Concentration: Diffusion-Guided Registers Enhance Partially Relevant Video Retrievalhttps://github.com/lijun2005/CVPR26-DreamPRVR>A Frame is Worth One Token: Efficient Generative World Modeling with Delta Tokenshttps://deltatok.github.io>SpatialEdit: Benchmarking Fine-Grained Image Spatial Editinghttps://github.com/EasonXiao-888/SpatialEdit>OpenWorldLib: A Unified Codebase and Definition of Advanced World Modelshttps://github.com/OpenDCAI/OpenWorldLib>KupkaProd Cinema Pipeline: Powered by LTX 2.3https://github.com/Matticusnicholas/KupkaProd-Cinema-Pipeline>Wan VACE Prep: ComfyUI nodes for video editng workflowshttps://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep04/06/2026>UNICA: A Unified Neural Framework for Controllable 3D Avatarshttps://github.com/zjh21/UNICA>WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Modelshttps://github.com/SAI-Lab-NYU/WSVD>When Negation Is a Geometry Problem in Vision-Language Modelshttps://github.com/fawazsammani/negation-steering
>mfw Research news04/07/2026>Erasure or Erosion? Evaluating Compositional Degradation in Unlearned Text-To-Image Diffusion Modelshttps://arxiv.org/abs/2604.04575>Beyond Few-Step Inference: Accelerating Video Diffusion Transformer Model Serving with Inter-Request Caching Reusehttps://arxiv.org/abs/2604.04451>Training-Free Image Editing with Visual Context Integration and Concept Alignmenthttps://arxiv.org/abs/2604.04487>Think in Strokes, Not Pixels: Process-Driven Image Generation via Interleaved Reasoninghttps://arxiv.org/abs/2604.04746>ExpressEdit: Fast Editing of Stylized Facial Expressions with Diffusion Models in Photoshophttps://arxiv.org/abs/2604.03448>Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervisionhttps://hyunsoocha.github.io/vanast>KiToke: Kernel-based Interval-aware Token Compression for Video Large Language Modelshttps://arxiv.org/abs/2604.03414>DiffSparse: Accelerating Diffusion Transformers with Learned Token Sparsityhttps://arxiv.org/abs/2604.03674>Focus Matters: Phase-Aware Suppression for Hallucination in Vision-Language Modelshttps://arxiv.org/abs/2604.03556>OP-GRPO: Efficient Off-Policy GRPO for Flow-Matching Modelshttps://arxiv.org/abs/2604.04142>AvatarPointillist: AutoRegressive 4D Gaussian Avatarizationhttps://kumapowerliu.github.io/AvatarPointillist>The Geometry of Robustness: Optimizing Loss Landscape Curvature and Feature Manifold Alignment for Robust Finetuning of Vision-Language Modelshttps://arxiv.org/abs/2603.27139>Beauty in the Eye of AI: Aligning LLMs and Vision Models with Human Aesthetics in Network Visualizationhttps://arxiv.org/abs/2604.03417>ITIScore: An Image-to-Text-to-Image Rating Framework for the Image Captioning Ability of MLLMshttps://arxiv.org/abs/2604.03765>Banana100: Breaking NR-IQA Metrics by 100 Iterative Image Replications with Nano Banana Prohttps://arxiv.org/abs/2604.03400
I think it’s fine if you use Anima, because any of you represent the anime community, so it’s okay if casual users have their own model to prompt miku and asuka in bikini on sundays and changin a bunch of casual artist tags. But stop presenting Anima as something amazing for anime, because it isn’t.
>>10855007735 stars status?
>>108550080Dude, you don’t generate anime. You’ve never even used Danbooru or compared artist tags across models to see how they interpret them. Anima is even more diluted than Illustrious. But like I said, it’s fine that /ldg/ has an entry level anime model for casuals and people who like generating Mikus in their spare time. But stop spreading miss info, Anima is not a real anime model.
babe wake up new FUD just dropped
Blessed thread of frenship
>>108550128I don’t care, /ldg/ is not relevant in the anime field. I come here for the news, you only had an anime model because of Comfy was born here, nobody in their right mind makes an anime model with /ldg/ in mind, /ldg/ is the least anime thing out there.
>>108550125ok my dude you're right :) continue your FUD campaign here, maybe some retards will bite.
>>108550008please stop putting anima gens in OP it makes anon really upset and he starts sperging out
>>108550193you are not relevant in anime, i dont care for anime casuals thoughts
>>108550195Fuck off>>108550060>>108550069Get a job you parasite
>>108550234
>because any of you represent the anime communitycorrect any of us represent the animu community because the best animu gens are poasted here
>>108550193Tdrusell, you’re a tourist. Nobody posts anime in /ldg/, you came here because of Comfy told you a place where to shill your nu anime model, you don’t know /ldg/’s history with anime. Clown you are too easy to spot.
>>108550125>>108550189>>108550273that's definitely a bot
>>108550275I bet she has a very cute dick
>>108550245Lonely in your containment general or do you want to spread malware again?
>>108550292no, you wont remove my post by reporting as bots
>>108550077>>108550125>>108550189>>108550222>>108550273Julien LubimivRapedTranustudioFailure
>>108550304Ani knows that /ldg/ is dead he doesn't need to do that.
WHY DO I HAVE TO REBOOT COMFY IN ORDER FOR THIS SHIT NODE TO READ UPDATES INSIDE THE .TXT FILE?!
>>108550342tfw custom node autism
>>108550301
Is there any good openpose editor for comfyui?Nothing i try works, ultimate openpose editor node is missing nodes when you install it and doesn't work.
>>108550008Thank you for baking this thread, anon >>108550187Thank you for blessing this thread, anon
>>108550357Well at least you shut up like a good doggo
>>108550342comfy is autistic about text files, might be that. i assume you tried to manually refreshed the node after editing the text file?
>want to have loras loaded with each individual prompt>find a custom node>3 years old>try different prompts with different lora weights>only the first line containing a lora is read and used for the remaining individual prompt linesREEEEEEEEEEEE>>108550353REEEE
is we be gettin v3
>>108550420Not today kitten, hop on overwatch
>>108550420by the words of tdawg we gettin v3, the official realism lora that will make anima better than chroma and the official lora settings and the noobcord will be btfo forever and ever. Amen.
>>108550420>>108550429you don't gen anime, don't fake interest
>>108550429but anon said we would bes getting
>gatekeeping "generating anime"If you have nothing else in life i guess kek
>>108550436May it come to pass alhamdulillah
its not coming out today im killing myself
>>108550451CutieBlessed comfy for the gift called anima
Say whatever you want, /ldg/ has no anime legacy and you are a dying general. This sudden hype around Anima to generate interaction proves my point.
if /ldg/ is dying you are free to leave :^)
erm... anonie?
is the new meta to have falseflag meltdowns so you can pretend that anybody who criticizes anima is a schizo?
no anons just run through the gammit of FUD so hes scraping the bottom of the barrel now
>>108550493/ldg/ is dying and has to fake interest in something. It’s funny how a general that never cared about anime suddenly does just because the dev posts here, that’s pretty pathetic.
*yawn*
>/ldg/ is dyingBut you said that two years ago?
>>108550397
https://huggingface.co/circlestone-labs/Anima/blob/main/split_files/diffusion_models/anima-preview3-base.safetensorshttps://civitai.com/models/2458426?modelVersionId=2836417
ITS OUT https://huggingface.co/circlestone-labs/Anima/tree/main/split_files/diffusion_models
NOOBCORD MASS SUICIDE INCOMING
>>108550655>>108550656dogshit model, not downloading it anymore
let the meltdown commence
>>108550655slop>>108550662arch failures still persists no matter the training
>Highres training is in progress. Trained for much longer at 1024 resolution than preview2.>Expanded dataset to help learn less common artists (roughly 50-100 post count).
its already starting lol
>>108550675>roughly 50-100 post countbased
>>108550675>>108550655failed model i wont train my loras on that
>>108550404If you're comfortable with a vibe coating via a TUI you might be better suited pointing an agent harness at the comfy directorate and just asking it to implement what you want it to doThat's precisely what I did to create workflow that created pic rel https://files.catbox.moe/wb26mw.pngThe only caveat is that if you have to move your setup to a new machine you have to make sure you move all the custom shit you created to or else the workflows break.
>>108550655
RussGod reins supreme
>>108550655Good god Civitai is such a flaming pile of shit. Why does everything take three business days to load?
For a thread anon claims isn't interesting in anime there sure seem to be some anons very much against Anima. Strange when you look at the various anime specific generals and see none of that sort of posting.
>>108550655>>108550656Let the pigs be pigs.
nb4 muh same v2 prompts look like ass on v3
mugensissies our response???
>>108550655Thanks for delivering :D
>>108550655This model hasn't repaired it's memory problems I don't know why keep using it :S
>>108550780Have fun testing Miku, anon! If you need another anime character because you don’t know any others, just let me know!
My dick is gonna break
>>108550655it doesn’t mention anything about fixing the catastrophic memory loss issues. It’s more of the same, I’m not going to download it.
>no anime gens yetNot surprising, you don’t even know a single character LARPERS
It's simple just stop frying your LoRAs... What's the issue?
>>108550844gotta give me time nigga 4gb vram is rough
>>108550826>I’m not going to download it.who asked?
>>108550847The midwits complaining about "muh heckin memory loss" got filtered by Lora trainers so that's why they expect a single model to know anything and everything
>4gb vram least poor anima shill
>>108550855>4gbjesas
>>108550855Go back to /adt/, you faggot, tdruseel didn’t even bother sharing his model in your shithole.
Peanut gallery really upset right now
>>108550885>shitholewhy are you lurking on a "shithole" anon?
>>108550806KEKd
>>108550655fix you shit man first before updating the model, is a snowball of bugs
>>108550924>doesn't understands what "preview" means award
>>108550924Fix what?
>>108550556very nice.
>>108550924Brother you're not even describing "bugs" correctly.... You're describing a neural network like it's a piece of code..... Maybe I'm a turbo autist but that annoys me more than the constant meltdowns about the model not being able to pull niche styles or characters No one gives a fuck about out of its ass
>>108550989why do you type like a retard
Where do I get the latest lightx2v/lightning for wan? I've been gone a while, assuming that's still the go-to low step lora
>>108550930v2 lora on v3?
>>108550655looool i told you faggot, /ldg/ is not an anime general and your model is garbage for real anime use
>>108551018>real anime useget a job lmao
>>108551027his job is making those posts as sad as that is
>>108551015yeah, have to re-train
>>108551018>Generation: dormant>stats>the model is available on the Civit online generator>which means Civit bought a commercial use licensetdrussell won
>>108550655I prefer flux2 vae thanks
>downloading from civitai not huggingface Holy jeet
>>108551063so this is what anima truly excels at...
Well, Anima flopped hard *again* can we resume the tech talk?
>>108551063Chromafags BTFO
>>108551072That also tells me it'll eventually be usable on that site but I guess they have to make sure it's available across their CDN network first or something (both the front and back ends of civiti seem to be shit because they're too busy hanging out in Discord channels to actually make sure their site is usable,so it'll probably be a while)>>108551084Civitai it's basically a model only retard friendly version of HF so of course most people are going to use that. Civitai always displays the file hash so you can verify they're the same if you want
>>108551099How so?
>>108551113>anima bros im so excited to retrain 50 loras
what do you even need loras for
when new edit models?
imagine having daily meltdown because of some anime model kek
>>108551160That's how you know it's worth something. If it was complete ass everyone would be talking about a different anime model.
>>108550664>>108550668>>108550706>>108550826>>108550125What do you all even recommend as an alternative for local generation? In the same breath you shit on Anima you shit on Illustrious but do not present something better.
>>108551172still havent seen a single mugen gen. now thats an actual flop
>>108551181>>>/h/8856379
>having a tantrum in at least 3 different threadslmao
>no anima gensYeah, so I was right, at least feel good fighting with comfy shills.
>I was right on 4chan
>The shills can never take that away from me
>>108551236You really sound like a winner in life anon
Dear Tdrusell,Your model is bad, Your samefag before releasing it was worth nothing.Nobody cares about AnimaThis is the reality of it.I hope you learn from this. 4chan is a lie, your model is bad, and the people you think support you are not real, only comfy shillers.I like seeing you fail once more.
Anyone else experiencing regressions with same prompts on anima3? Feels like styles become melty, had to reduce cfg to make it look less shit
>>108551305I can confirm, there is absolutely a melty going on right now
>>108550655responses make me happy. anons finally see anima for the slop it is. turdy lost
>Dormantloooooooooool
>>108551305Same thing happened when v2 dropped. Just rework your prompts.
an Anima Preview3 just flew over my house and killed my dog
>>108551305>>108550763kek
>>108551305it seems to be much worse at lora training according to some people in discords. wtf is going on
>>108550655nothingburger then
>>108551374LR status?
>>108551378why did you crop out the time it was posted anon?
Uhoh MELTIEEEE
back to illustrious it seems
>>108550705where are you? you dissapeared conveniently CLOWN
>>108550342press Rcomy caches the results of nodes automatically.
>>108551445The gym, unfortunately
>the most shilled anime model nobody posted nothing in any anime generali wonned the comfy shills war, they are easy to detect
>>108550655holy lmao the level of asshurt you cause in the spammer here, ty for the model btw
absolutely fizzling
no gens= bad model
Why is anon so invested into shitting on anima and comfy? I get shitposting but 14+ hours per day for weeks/months is nearly nigbo level and that isn't healthy
>once again, /ldg/ was exposed as being manipulated by Comfy shills. It was obvious this was going to happen. I’ve already been through this bad model release situation with Chroma,it’s the same kind of trash, the dev samefagging to death and replying to himself to promote his shitty model.
>>108551515Just consider that the 'anon' is shitting up multiple threads yet never seems to visit /sdg/.
so... all these anime women you guys are posting... you're generating them naked, aren't you?
>>108551515yeahit's almost likeit's a job..hm...
>>108551515Pride, ego, autism. Take your pick.
>>108551515To your surprise, there are more people who think like me, and how you get exposed while generating this kind of false engagement is hilarious, Why did you shill the model if you don’t use it? Why generate false engagement? Why do you do that in first place?>>108551538No, this was all a shill as old as this general. Happened with Kontex, happened with each failed version of Chroma, and now is happening with Anima.
>>108551519so a bad model exists, it shouldn't upset you this much. you don't have to use it.
>>108551551Sorry, forge NetaYume, and most important of all Radiance. Both failed models and shilled to death here, again, creating false sence of engagement and missleading anons to use failed models.
>>108551551nigger i don't understand anything you're saying. I haven't setup my own rig yet because I own a card from the 1700s, I'm just poking my head in here to see if it'd be worth building a rig.
>>108551553It’s the sum of these prior experiences that makes me react like this in this situation. I lived thought it many times.
>>108551565Where is her peeing ?
>>108551586can't post that here...
>>108551593Catboxu
>anon hates ldg>continues to lurk and post here for years what causes this
>>108551305unironically same but it seems like it's impossible to talk about it in this threaddo i really need to start using trooncord to talk about image gen
Is this nigga genuinely so dumb that he thinks no one can see him blatantly samefagging in multiple threads at once?
>>108551639Why are you talking to yourself in third person?
Generatios is way slower than Illustrious, surprisingly good with natural language, decent for ecchi and straight up hentai stuff, if you don't specify a style it seems to jump around a lot between vastly different styles, goes grayscale a lot even if you tell it not to, the text generation is nice.Propmt:>Positive:>masterpiece, best quality, score_7, pov, solo, anime style. outdoors, first person view of holding a gun and threatening a police woman to lift her own skirt, The police woman has her shirt unbuttoned exposing her bra and she is disgusted and crying, full body, panties, lifting skirt. a single bubble dialogue that reads "please don't hurt me">Negative:>worst quality, low quality, score_1, score_2, score_3, blurry, jpeg artifacts, sepia, greyscale, monochrome
>>108551692IMHO you don't need score or quality tags unless you want something purposefully low quality i.e. using those tags in the positive prompt. I don't use either anymore.
>>108551600ill post it in the /b/ thread since i think thats the only place for it
Why don't we just train hypernetworks or embeddings again instead for it.
truly blessed bread
I cummed
>>108551535>/sdg/I forgot this thread isn't even that one. There are so many splintered off threads that I just treat them all as the same. It's a blue board so it'd not like what people post is THAT different between them
>>108550451Are you getting the granblue fantasy style using the artist name or just typing the artist's name?, also are you using @ or no, need some help
>>108551963masterpiece, @minaba hideo, granblue fantasy, official artthats what im using at the start of the prompt but i also use 'soft white edges' which helps with the border. using white borders seems to make a solid shape for the border which isnt ideal
>>108550451can u gen a rinI need cummage
based tdrussGOD causing total ldg meltdown
>>108552010
>meltdown>5 posts per hour
>>108552065holy skindentation OwO
>>108551973Huh. I thought that adding the IP name would make the gen look too much like it (like, if you added Nier for its 2D official art style it would make your character look like 2B)
>>108552078i actually did run into that problem yesterday. was trying to have one unrelated character cosplay a GBF one but kept getting unwanted features from the GBF character like horns and hair color instead of just the clothes. might retry this idea on v3
I'm shocked at how bad LTX is. How was this ever an API model?
>>108551551Did the blog factory explode
>>108552100It always changes the faces on my i2v's, so I gave up.
I ran some prompts that preview2 could do just fine but preview3 struggles with some parts of it
>>108552100they're still using the api (ltx pro) kek
