Discussion and Development of Local Image, Video, and Music ModelsPrevious: >>109095969https://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/Wan2GP>Checkpoints, LoRAs, & Upscalershttps://civitai.comhttps://civitaiarchive.com/https://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>Zhttps://huggingface.co/Tongyi-MAI/Z-Image>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/https://animadex.net>Qwenhttps://huggingface.co/collections/Qwen/qwen-image>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>Wanhttps://github.com/Wan-Video/Wan2.2>LTX-2.3https://huggingface.co/collections/Lightricks/ltx-23>Chromahttps://huggingface.co/lodestones/Chroma1-Basehttps://rentry.org/mvu52t46>MiscLocal Model Meta: https://rentry.org/localmodelsmetaShare 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/ldgcollage>Neighbors>>>/aco/csdg>>>/b/degen>>>/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
>inb4 nigbo tries to distribute malware yet again
>mfw Resource news06/20/2026>One Node · FLUX.2 [klein]https://github.com/yanokusnir-ai/one-node-flux-2-klein06/19/2026>FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mininghttps://github.com/Blue2Giant/FreeStyle>JanusMesh: Fast and Zero-Shot 3D Visual Illusion Generation via Cross-Space Denoisinghttps://siang1105.github.io/JanusMesh.github.io>Linear Recurrent Unit with Semantic Modulation for Image Super-Resolutionhttps://github.com/MingyuChoi-run/LSM>LEAP: Layer-skipping Efficiency via Adaptive Progression for Vision Transformer Distillationhttps://github.com/KevinZ0217/LEAP>StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMshttps://hf.co/datasets/shaghayegh/stylistic-bias-dataset>musubi-tuner adds support for ideogram 4 lora traininghttps://github.com/kohya-ss/musubi-tuner/blob/dev/docs/ideogram4.md>KupkaProd Music Video Pipelinehttps://github.com/Matticusnicholas/KupkaProd-Music-Video-Pipeline>Midjourney goes from generating cat images to full-body ultrasound scanshttps://www.theverge.com/ai-artificial-intelligence/952011/midjourney-medical-ai-ultrasound-scan>TeleStyle V2: Beyond Content-Preserving Style Transfer with Self-Distillation and Distribution-Matching-Distillationhttps://github.com/Tele-AI/TeleStyleV206/18/2026>UniTemp: Unlocking Video Generation in Any Temporal Order via Bidirectional Distillationhttps://lzhangbj.github.io/projects/unitemp>Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMshttps://github.com/1Pansy/VideoCFR>Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performancehttps://hustvl.github.io/Moebius>From Bounding Boxes to Visual Reasoning: An On-Policy Data Annotation Tool for Vision-Language Modelshttps://github.com/WnQinm/Annotator>Boogu-Image-0.1-Edit GGUF https://huggingface.co/realrebelai/Boogu-Image-Edit_GGUFs
>mfw Research news06/20/2026>Is AI ruining our skills? Early results are in — and they’re not goodhttps://www.nature.com/articles/d41586-026-01947-1>Revealing Artifacts via Noise Amplification: A Novel Perspective for AI-Generated Video Detectionhttps://arxiv.org/abs/2606.16742>TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fieldshttps://arxiv.org/abs/2606.20131>Addressing Detail Bottlenecks in Latent Diffusion for RGB-to-SWIR Image Translationhttps://arxiv.org/abs/2606.19961>Timestep Rescheduling in Diffusion Inversionhttps://arxiv.org/abs/2606.15389>Human-in-the-Loop Atlas-Based 3D Asset Segmentation for Interactive Content Workflowshttps://arxiv.org/abs/2606.17824>SpatialAvatar-0: High-Quality 4D Head Avatar with Multi-Stage Reconstructionhttps://spatialwalk.github.io/SpatialAvatar-0>ProductConsistency: Improving Product Identity Preservation in Instruction-Based Image Editing via SFT and RLhttps://arxiv.org/abs/2606.19103>HiRo: A Compact Four-Directional Hierarchical Reservoir Token-Mixer for Efficient Image Classificationhttps://arxiv.org/abs/2606.15151
>>109099296>>109099307SPAMBOT spreading malware links! Careful people!
>>109099277>I don't think he was the one who did it. I am positive it was the schizo that admitted to false flagging as him to make everyone hate his software. Ani left because the schizo would just spam the thread when he was aroundThis makes a lot of sense
>>109099307>>109099296Can you stop spamming this every day, we have to put a warning in OP because you keep spreading malware.
>>109099291>>109099317>>109099322Either post proof or shut the fuck up already. This was fun maybe 2 years ago but at this point this level of obsession is fucking insane. Lay off 4chan, dude.
>>109099322You are failing pretty hard at technology but that's the point isn't it.
>>109099325can you imagine this guy in public? who in their right mind would want to be around someone with this mentality?
>>109099325How is ok to get malware now? It wasnt ok 2 years ago either
I love 4chan
>>109099339Post proof of Debo spreading malware or shut your nigger mouth already.
>>109099325>Maintain Thread QualityRead the first link This is why your containment thread is dead and why you have to post here.
>>109099345that whole rentry is pearl clutching
>>109099336>blonde child>dark skinned adult maleThat's a debo gen alright
>>109099348You asked for proof and now you're backpedaling? Why are you surprised that you're in the sorry state that you are in and that multiple anons want you to go back to your tard cage?
>It's a homebrew agentic program that uses URL/search/image context and kling/heun/google/grok apis and stitches the result. You can do the same in a google workspace or with claude's MCP functionality.>I should clarify; Heun is an implicit sampler method (unlike euler which is explicit) meaning it be be used to generate partial image results without knowing the subjects are and then be merged with other methods. So it's very useful for generating virtual 3d spaces and then populating them with objects/characters.>Most flux models use it. I just have the agent scrub git repos and huggingface for public flux apis with that methodan anon in another board said this the other day, what the hell is he talking about
>>109099348I like to think if it as hanging the schizo scrawlings on the family fridge
>>109099295That guy rules
>>109099345Debo posted a widely-used node that had a malicious dependence due to a supply chain attack. That is not "spreading malware".
>>109099371technically, posting comfyui links in the OP is malware
Go ahead, disabo. I'm sure another two years of samefagging to slide that rentry will finally work for you. What's next? Another multi-month campaign to scrub it from the OP again?>>109099371OP covers this, again the play stupid card hasn't worked for you because everyone just reads the OP and laughs at you. You can't contest anything when there's smoking gun proof of you lying and samefagging.
Not seeing any forgetting so far
mia fag here. im new here but why is every /ldg/ thread im in people arguing with each other over malware. am i witnessing multiple chat bots fighting against each other or is there really a schizo in these threads?
>>109099381>because everyone just reads the OP and laughs at you.nobody reads that retarded shitif you didn't spend your whole life shitting up this thread the links would have been removed long time ago ran
>>109099394Some people are mentally ill. Usually these threads are waste of your time but there can be useful information here and there if you are learning.
>>109099343are you unable to read? it's literally in his rentry which for this (and other) reason is in every single OP, to warn newfrens
>he's still trying to slide>>109099397Why are you throwing terms anons used on you? Because the rentry shows you insulting anons over the malware and pretending to be another poster, only to forget your gen was attached? You got caught when confronted, and you're still trying to dodge it.
>>109099410nobody reads that shit and you didn't either. if you did you'd know it's a nothingburger >>109099371
>>109099296>>109099307Fuck off spammer
>>109099421>Gets confronted by multiple anons>Does reality denial againWhy post here if you always resort to this?
>>109099286One Rentry to rule them allhttps://rentry.org/LDG_vital_info
>>109099441>>109099450calm down bro>>109099457based
>>109099441mmmmno
>>109098904Posted a decent gen someone else made on a previous thread, though it's enhancing a lower quality gen that was shared and compressed so it's not the best quality.>>109095187Look at things on the bright side, Chinese now have a source of synthetic training data that's as close to ground truth as possible, they no longer have to rely on Suno/Udio for everything. Now they just need to leverage their vocals model. This a huge win for local and the next iterations of ACEStep or other music models that come around will likely be very good.
>>109099461>>109099462>>109099461Phone posting and samefagging doesn't help, you should just go back to your containment thread. You're not welcome here and you only came here out of boredom because nobody was giving you attention
>>109099485please stop embarrassing yourself dude
>>109099457We need to start baking with this instead so the schizo gets the message
>>109099492You don't have a leg to stand on, you're seething over the fact you're being denied the ability to spread malware and troll anons>>109099494We did this already and you lost every single time. Again you can post in /sdg/ which you won't because nobody wants to deal with you.
It's funny how he keeps insisting that everyone who doesn't agree with his schizo agenda is the same person. Utterly delusional
>>109099503TRVKE
>>109099519What is this heresy? You used AI to combine two vocaloids...
>>109099532https://danbooru.donmai.us/posts/9242101He, in fact, did not use AI.
>every timezone tells debo to fuck off>"IT'S ALL ONE ANON SEE SEE"
>>109099519tipical anima finetune forgetting concepts
>>109099552Nice
>>109099541Cool gen!
>>109099546He's been in deep denial for years now, I think it has to do with his disability. His caretaker really needs to keep a closer eye on him desu.
A chubby lady working the checkout kind of smiled back at me. I think she had problem hair or whatever, but she had on nails that were obviously freshly glued on and professionally decorated.I think most ai models struggle with fancy fingernails. Fingernail art.
>>109099546>>109099575Why are you talking to yourself anon? Feeling lonely?
>>109099558>>109099559ty! seeing nothing wrong with anima finetuning so far
>>109099578Repeating things used on you after verified proof of you doing these things are easily found at the top of the thread just makes you look bitter.
>>109099392Fuck off, still using Ideogram.
>>109099586verified by whopost actual prooflink instead of sending people to some abstract rentry with a bunch of nonsense
>>109099584BasedDo you plan on sharing your anima finetune at some point or just doing it for fun?
>>109099592>Maintain Thread QualityFirst link retardHow many times do we have to do this?
>abstract rentrykek
>>109099594Yes, I'm gonna do another run while I can. I used too tight ema setting.
>>109099606He's really desperate isn't he?I guess archived links are abstract when you're as mentally ill as he is. I don't know why he keeps attempting this only to start up again every couple of months hoping nobody would call him out.
What's the deal with tdrussell still shilling his 2B model? It's like 7 months old at this point. Why can't he just be gracious and make room for other models? It's pretty normal in this general for something to have its moment in the spotlight, then know when to step back and let newer stuff take over.
>>109099537Color me impressed. Redditfags have no shame. I would post images but I get insulted because they might have 6 fingers and I don't have Photoshop installed on my linux.
>>109099576i can tell you right now that WAN has no problem putting fingernail paint and toenail paint onwhat its actual issue is putting fingernails on when I'm only prompting for toenails painted (e.g. during an intimate daddy-daughter toenail painting video gen)
>>109099620Stop trying to sidestep from this ass beating you did this already and you use the same argumentative style because you're disabled
>>109099623 install gimp
>>109099620Issue with the model is 0.6 llm tokens. It works for very simple booru tags but even then it's unreliable.
STOP BEING GAY!!!
>>109099628Travelocity time warp.
>>109099584>the mysterious finetune that never droppedDid the blog factory explode? Nobody asked about your new lora and stop calling it a finetune, it isn't one.
>>109099616who are you even talking about
>>109099633mega skill issue lmao.
>>109099630This is what I mean: gimp is an abomination. Even without outranking some anon gimp is shit. >create mask>use move tool>it moves the background instead of the maskGimp is full of contradictory things like this and I believe it's on purpose.
>>109099646Architecture issue
>Did the blog factory explode?You really have to get new material
>>109099650skill issue. install krita if you can not deal with the quirks.
>>109099646>mega skill issue lmao.this is false. i just tested out 0.6B as a classifier for APPROVE or REVIEW prompts for NSFW/cunny and it literally wrote APPROVE for everything. Had to go up to the next size of Qwen3.5 to actually use it for anything. I think 0.6B is actually stochastic-parrot tier still
>>109099650gimp is a perfectly fine piece of software and anyone that says otherwise are little babies.
>>109099620He invested 50k dollars, probably wants to reinvest it somehow, knows NAIv5 is close and Noob2 is on track.
>>109099633>>109099646I think it's a small downside, but if you have a nailed style you are going after, you just train highest rank lycoris your machine can handle and use that to reliably nail the style while prompting for other stuff
>>109099665can it draw a circle yet just use paint.net or pirate photoshop if you think you really need fancy features
>>109099660Thanks for confirming you don't understand there's a difference between tokenizing and inference.
>>109099650To add, one of the less visible issues is that when you use contrast filter, the float value gets hard clipped below 0.1. Even when you are using a regular 8 bit color space it shouldn't clip. Using curve tool doesn't create the same clipping. It's very bad software. Krita isn't that much better either.
>>109099629Can anyone explain this post to me? I am genuinely confused.
Ani was right
>>109099656And you another model to shill, faggot. Make a Lora or ControlNet or something useful if you want the spotlight back.
>>109099612rooting for you anon
>>109099665>>109099659I'm not going to argue with unemployed retards who are not professionals. You made me to outrank you.
>>109099691Seek help
Why is Tdrussell so much a narcissistic faggot? He acts like he discovered the cure for cancer, when all he actually did was throw $50k he never worked for into the trash to make an Anime gooner model #54256. Fuck off dude, you didn't do anything usefull.
ace step cpp.Is it when you use dcw that you can't do more than 100 steps? I tried doing 200 steps, but it just does 100. idk.I installed the latest, trying out one of the newer samplers recently added. idk what it even is. What's STORK 4?
>>109099711Seek talent
>>109099710You're not a real Linux chad if you gripe about not having Excel and Photoshop.
>>109099711Hell, miss. Is your vagina genuine, or is it made out of dead people?
>>109099724>>109099727Perhaps use different phrases when trying to troll, you basically outed yourself as the same faggot.
>>109099681>Thanks for confirming you don't understand there's a difference between tokenizing and inference.you can still compare the performance of the two.performance of one directly implies the performance of the other, idiot. or did you think that there are LLMs "great" at tokenizing and "bad" at inference, whatever the fuck that could even mean?
>>109099731Who told you that?
>>109099726I don't argue with retards. I have used Unix before you were born. Linux is not Unix if it wasn't clear to you.
>>109099734>performance of one directly implies the performance of the other, idiot.Proof?
>>109099726I have an old Windows laptop that has Window 11, and last I checked it cost $80 used with iirc a warranty from the seller on ebay. idk. like I think it's a ryzen second gen maybe, I could look.For windowsy things, they always show up, just have a cheap windowz machine.I'm using it for vibecoding*, bible software, and my book scanner (the czur aura pro - no Linux software for it).*one script so far, I can hardly say I have vibecoded really. But, one script = I'm a hustling hustler of technology, sipping lattes and sure to start the next unicorn.
>>109099692have this special needs Frieren as thanks
>>109099739um actually it's GNU/Linux
>>109099731No way.You really have the dead person vagina literally?
>>109099734Are you one of those people that think using an alliterated version of gemma or qwen makes flux or qwen image better gening NSFW content?
>>109099751Sorry if I was too aggressive *sips pills*
>>109099739>Linux is not UnixUnix died with Silicon Graphics , Hewlett Packard and Sun Microsystems. Who? my point exactly.
>>109099747>Proof?the proof comes from induction. read my post in its entirety, and if you still are confused, read it again slowly.>>109099765>Are you one of those people that think using an alliterated version of gemma or qwen makes flux or qwen image better gening NSFW content?this is a disingenous question. it doesnt make it "better", but it makes it "closer" in the vector expression, but the "closeness" doesnt have any value because it wasn't trained in that particular dimensionality so the model isn't any better at knowing what to do, if that makes sense
>>109099778ok cool I can just ignore everything you've said so far.
>>109099773Thanks for being aggressive to me.
>>109099833cute! prompt please?
>>109099841Easy, ask llm what pedo would prompt :]
>Same faggot that uses the phrase to dismiss anons that tell newfriends about debo's antics uses the same phrase when anon post proof that invalidates a week long misinformation campaign about anima trainingImagine living life like this, all day just seething angry at everyone that does something good in this thread.
>>109099750looks like Jeremy Clarkson
>>109099803>no argumentLikewise. I accept your concession.
Comfyui is an OS
emm pee forgetabouddet
Strange when the glow poster got deleted in the last thread all post trying to drag catjak in the same bucket as debo got deleted in the previous thread.How curious.Seeing his obsession with Japan and what he was targeting that was Ani anon posting.You faggots really do sit in a discord just to fuck with this general.
>>109099874Yesh when downloading all those precompiled python wheels I'm surprised that a supply chain attack on pytorch or opencv hasn't happened yet.
>>109099853>newfriendsIn what world you leave? this just isn't happening right now. The thread's been picked clean by shitposters, nothing left but skin and bones. No discussion in days, just drifting from thread to thread with nothing new to show for it.
>>109099906*hasn't been detected
>>109099898meds unironically
>In what world you leave
>>109099906like a on said, I think it's already compromised and nobody really knows about it
>>109099910Tbh it began in 2022, early sdg threads were a goldmine of experiments and art. Then the glowies happened and I'm not talking about any imaginary boogiemen here.
>>109099841just wildcard slop. it ignores most of the prompt lol
>>109099914Thanks for correcting me. I have a trouble with writing. I swear that I'm not Indian either.
>>109099938LOL. Trannies were using it as their virtual diary. Goldmine of shit
>>109099917what do they call it? Graveyarderm?
Less thread schizo drama, more schizo gens.
>>109099948Funny post.
>>109099950nooooticing too anon(also wtf is that japan pedo cope)
I guess it's time to slide for their camp, just fuck off back to /sdg/
>>109099974Even more damning when he always talks about japan and going there.He's really still here seething in the shadowsKEK
>schizo thinks anything to do with japan is pedowhy are you even here?
>>109099980But /ldg/ is dead tho, where do you leave? seething at what?
>>109099993Oh llama!
>>109099992>>109099996>damage controlThank you for justifying the rentries
>>109099993I have always liked your style because you are mixing AI with your own art.
not checking that.
>>109099968:]
>>109099074it's definitely slower. it is better for text.the edits in general... hm not entirely decided yet. testing isn't fast with the gen times.
the prompting accuracy and text for the non-edit model also is good btw.prompted all of this as a derivative of the sample image https://boogu-gallery.netlify.app/image/boogu-teaser-boogu-teaser-haoran-product-poster-reabook-13 and it worked including the "line of small chibi anime girl emoji faces" instead of the korean text
Do the heretical variants of Gemma 4 actually improve output quality? I'm a cloudfag that wants to go local. Soft refusals, with the model trying to glaze over or be intentionally bland and uninteresting, tend to be a much greater issue than outright refusals in my experience.
>>10910002>post: ordinary image:-/>post: ordinary image in Japan:-O
>>109100050 forgot edit
>>109100064You need to have experience with local first and with Gemma 4 I think that most obliterations are unneeded. They are needed for chink models but then again, you wouldn't use them outside of programming.You need to understand how to prompt and how the vectors are going to affect your local model.
>>109100064>heretical variants of Gemma 4 actually improve output qualityNo, it's almost always better to use the encoder the model was trained on
i usually seem to have to explicitly ask it to keep the animal ears and breast size>>109100064if you mean as a text encoder for image/video models which would be based on a censored qwen/qwen-vl then noif you mean for llm use that's the other bread, we're the local image/video gen one. but removing the censorship and refusals DOES work.
>>109100061It seems worth a try despite limitations. Does it have comfy support?
>roaches scatter once exposedI can't believe Ani is getting this bad desu. How far can he keep sinking?
>>109100081To add: when you are dealing with any online model the companies are doing untold amounts of parsing and branching.I think they branch the model based on triage: 1st is retard always online, 2/3 based on query.
>>109100011i am glad
>>109099628>>109099636lost
>>109100100To further add: it's visible with chatgpt but claude is so muted and scripted on purpose that you don't notice the difference that easily.
>>109100113If you have energy you should make a faux comic book or an album leaflet .I don't have energy these days but it's fun to push people.
>>109100088>>109100081>>109100085Yeah, I meant as LLM. Hit the wrong thread and 4chan wouldn't let me delete, sry. Still thank you for the quick responses.
>>109100095I'm guessing it's still nightly only but IDK, I just pulled without checking.The adopted model files are here:https://huggingface.co/Comfy-Org/Boogu-Image
Metadactylios 1Not some mere contrafactum, this nears perfection of prompting.
we need an actually turbo edit model.
>>109100126i might try a comic book page, as in, different images edited into a fake page
>>109100157It's a lot of effort but can be a fun project.
I'm going to leave this be but notice how the thread is now normal after those faggots got exposed for posting glowie shit while shitting up the thread once the post got deleted. Always be vigilant anons these are the people that seek to destroy our thread.
>>109100135I have faith, this is the gen!>>109100164prompt
either my settings aren't ideal or this text is too long after all
>>109100204They're probably taking their anti-psychotics and eating dinner.
>>109100226>promptStyle of Homer Winslow, from a lost time, oil painting, by Ansel Adams, cinematic, mythical,A majestic, imposing castle with tall towers stands on a rocky, arid hilltop, overlooking a vast, desolate desert landscape with scattered ruins. The scene is bathed in the warm, golden light of a high sun, casting dramatic shadows and highlighting the textured, sandy terrain. The sky is a vibrant, clear blue with a few scattered, fluffy white clouds. The overall mood is one of ancient grandeur and stark isolation, with a color palette dominated by warm oranges, yellows, and earthy browns against the cool blue sky. The composition features a wide-angle perspective, emphasizing the scale of the castle and the expansive environment. Cinematic
mm, getting more and more convinced that Russell should've finetuned Anima with half the dataset, or cut the per character datasets by half or more. Some characters are clearly overcooked. There are also some characters where you can't change their original outfit at all, or parts of the original clothing bleed through into the new one, even when you add tags like "alternate costume" or "cosplay".
>>109100293>There are also some characters where you can't change their original outfit at all, or parts of the original clothing bleed through into the new one, even when you add tags like "alternate costume" or "cosplay".Now is your moment, give us a list of these characters
>>109100293Anima is just too fragile, I miss illustrious's resilience every time I see how my loras turn out on this thing, still coping and waiting on that qwen z-image anime model tho
>>109100310Okay, after him exposes the full list of characters that Anima retains knoweldge >>109099392
>>109100293Looking to waste more time?please post proof before you waste our time again, you and your faggot discord really need to go back to the drawing board on this.
>>109100315What bugs me about Anima is how it tends to hyperfocus on specific dataset traits that barely show up in practice. Makes it pretty unpredictable. I save my safetensors every 250 steps now in case Anima fries some part of it along the way.
>>1091003535 minors dont make adult
>>109100358are you finetuning the whole anima checkpoint?
>>109100353>>>/g/sdg
