Discussion and Development of Local Image, Video, and Music ModelsPrevious: >>109335771https://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://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>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbo>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/https://animadex.net>Zhttps://huggingface.co/Tongyi-MAI/Z-Image>Qwenhttps://huggingface.co/collections/Qwen/qwen-image>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>LTX-2.3https://huggingface.co/collections/Lightricks/ltx-23>Wanhttps://github.com/Wan-Video/Wan2.2>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
Blessed thread of frenship
Sadida krea2 lora just dropped>>109338019
>mfw Resource news07/21/2026>Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editinghttps://huggingface.co/microsoft/Mage-Flow>HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enhancementhttps://yiyangcai.github.io/homie-page.github.io>ShotPlan: Cinematic Video Generation with Learnable Planning Tokenhttps://pensioner-11.github.io/ShotPlan>DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptationhttps://github.com/nahbois4321/DA-MergeLoRA>PhysAgent: Reflective Agentic Physics Control for Physically Plausible Video Generationhttps://iapple233.github.io/PhysAgent>Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMshttps://github.com/VILA-Lab/PIXAR-DG>DepthART: Scaling Foundation Monocular Depth to Tiny Modelshttps://xuefeng-cvr.github.io/DepthART>Three-Body Scattering for Generative Modelinghttps://github.com/sp12138/TBSM>Searching for Task-Specific Vision Paths: Evolutionary Block Pruning Across Vision-Language Modelshttps://github.com/TarunTomar122/vision-pathways>Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledgehttps://qwen.ai/blog?id=qwen-image-3.0>Krea 2 Turbo LoRA Mergerhttps://github.com/Raxephion/Krea-2-Turbo-LoRA-Merger>Krea 2 WebUI: Local Gradio UI for Krea 2 Turbo, backed by a headless ComfyUI instancehttps://github.com/Raxephion/StormForge-Krea2-WebUI07/20/2026>Kandinsky5 Lite I2Vhttps://huggingface.co/kandinskylab/Kandinsky-5.0-I2V-Lite-5s>Cosmos 3: Omnimodal World Model for Physical AIhttps://huggingface.co/nvidia/Cosmos3-Edge>PE-Field 4D: Video Generation Models as Canvashttps://github.com/MTLab/PE-Field>StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modelinghttps://jianingpeng0382.github.io/StructGen>SlotMem: Character-Addressable Internal Memory for Narrative Long Video Generationhttps://github.com/YilaiLiu-HKU/SlotMem
>mfw Research news07/21/2026>MixDiffusion: Mixing Diffusion-based Uni-condition Text-to-Image Generation Models for Multi-condition Image Synthesishttps://arxiv.org/abs/2607.17634>FlowMimic: Mask-free Visual Editing and Generation with Pixel-pair Warped Flow Field for Online Video Editing Data Generation and Modality Mimicryhttps://arxiv.org/abs/2607.18227>When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generationhttps://arxiv.org/abs/2607.16947>Keyframe-Anchored Identity Preservation for Sequential-Action Video Generationhttps://arxiv.org/abs/2607.17985>Multi-Dimensional Quality Assessment for AI-Generated Human-Centric Videos: Dataset and Modelhttps://arxiv.org/abs/2607.16742>Pixel-Space Diffusion Transformershttps://arxiv.org/abs/2607.17585>Rarity-Aware Discrete Diffusion with Spatially Consistent Decoding for Photo-Realistic Image Super-Resolutionhttps://arxiv.org/abs/2607.17612>Test-Time Registers as Global Priors for Tokenized Image Generationhttps://arxiv.org/abs/2607.16824>Think, Plan, Paint: Layout-Aware Reasoning for Controllable Image Generation in Unified Modelshttps://arxiv.org/abs/2607.16409>AGG: Jacobian-Aggregated Group Gradient for Efficient GRPO Training of Diffusion Modelshttps://arxiv.org/abs/2607.17572>Semantic Color Naturalness Breaker: Preventing Illegitimate Colorization via Content-Aware Color Priorshttps://arxiv.org/abs/2607.17610>STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMshttps://arxiv.org/abs/2607.17140>The Art of Not Forgettinghttps://arxiv.org/abs/2607.17944>Do Vision Encoders Exhibit Human-like Color Thresholds?https://arxiv.org/abs/2607.16540
My gen didn’t make it to faggot collage
Mage-Flow doesn't seem very good. it doesn't follow my prompt
>>109338300That outline in the liquid is pretty interesting.
>>109338258hope you like the lora. had a lot more fun making this lora than brutally annoying raven one. model was mainly trained on screenshots of season one of the cartoon with a few fanart add to the mix. The lora was trained on images that depicts the young appearance of amalia in season 1. The trigger is Amalia Sheran Sharm, wakfu (series),https://gofile.io/d/FXt8vP
>>109337494What is this anime girls name and how much of that outfit did you have to prompt
Finally gonna make a Krea 2 Crossed LoRA.Since Krea 2 is like the first model that actually gets violence right - I mean shit, its worth a try. Pic related is not the LoRA.But...Imagine...
>>109338397>Jannie HQ is in MexicoBut why?
>>109338412Kinda looks like generic digital art to me desu.
>>109338231>>109338231
I've finally tried Krea2 and it's not as good as I expected:1. Noise like here >>1093385112. Almost no seed variance.3. Bad prompt adherence, it can't even do "blonde hair with dark roots".
>>109338562
Babe wake up, Microsoft released a new image/edit model>4B>uses Flux.2 VAEhttps://huggingface.co/microsoft/Mage-Flowhttps://huggingface.co/microsoft/Mage-Flow-Basehttps://huggingface.co/microsoft/Mage-Flow-Turbohttps://huggingface.co/microsoft/Mage-Flow-Edithttps://huggingface.co/microsoft/Mage-Flow-Edit-Basehttps://huggingface.co/microsoft/Mage-Flow-Edit-Turbo
>>109338612You are late
>>109338615they already talked about that on /ldg/? I'm not seeing it
>>109338612Is it actually good? I'm glad there's an edit version, when ComfyUi?
>>109338621>>109337699Eh still waiting for comfyui support
>>109338612>MicrosoftI'm not joking when I say that you should download everything NOW, they already deleted another image model right after releasing it before
>>109338612looks very meh, I didn't expect much Microsoft doesn't know how to make good AI models lol
>>109338676>no black peoplewhere's the heckin' diversity Chudcrosoft reeeeee
>>109338562Lol. That's not Krea 2, it's Krea 2 enhanced with Chroma. I take it you've never seen a real photo before?>Almost no seed varianceA non-issue with my Chroma-Krea wf and even if it's just Krea it's certainly not nearly as bad as Z or Qwen Image.
>>109338676Looks like safe, corporation mandated photographic stock art.
>>109338635no. i tried prompting a multi-perspective image and it didn't work
>>109338684>I take it you've never seen a real photo before?
>>109338676their eyes are fucked, almost as if they're using a very mid VAE, yet they said that their VAE is competitive against Flux.2's VAE? I call that bullshit
>>109338676>hallucinates up closeayy lmaoeven krea2 can't do that
>>109338699>>109338703Yeah, that looks very bad, we're talking about close-ups of people. I don't want to imagine how bad it looks when the characters are far away kek.
>>109338676>>109338612usecase?
>>109338694Well, complaining about noise when real photos also have varying levels of noise is retarded. The noise itself btw is caused by the Turbo model, its weight can easily be turned down to like 0.9 and the perceived "noise" in some gens reduced, the cost of course being detail in skin (though it's less if the gen is 2K res).
>>109338612>>109338676>Betrays the CPP>Make a worse model than what China can do you had one job you american chinks!
>>109338676>>109338699>>109338703multi-trillion dollar company btw
>>109338612Doesn't look that good, but I guess it's good to have more options.
>>109338736>>109338676they're not even trying, I really don't see the point, do they have a humiliation fetish or something? why would they release a shit model in the first place? do they not care about their reputation? I have so many questions
>>109338761>pircelI guess it's not from Mage-Flow right?
>>109338785No, that's Krea 2.
anima btw
>>109338791>tfw the last 2 women left in the world trying to find a way to impregnate themselves
>>109338612>MiT licencea.k.a you meet the most MID model ever, if it was good it would not be local, let alone with a good licence
>>109338803we can tell, looks like garbage
>>109338812better than >>109338676
>>109338818>piss is better than shitnot really a flex anon
>>109338804kek
>>109338819at least it's not this
>>109338812looks way better than ani's clone that he's been working on for six months and still has no results to show for it, just like his dogshit UI
>>109338838who?
>>109338830the funniest part is that those are cherry picked images, that's the best the model can ever do keek
>>109338842What happened to lurking moar, newfren?
>>109338850You were saying he, as if you were referring to me
>>109338859are you ok "anon"?
>>109338777>I really don't see the pointthey failed an experiment and instead of throwing it to the garbage they gave it to the local ecosystem, we are a trash bin to them kek
>>109338862
>>109338885yes I'm talking to you, did I stutter?
I think it’s time for another fresh start.
How are you guys running Krea 2? Turbo? Full weights? Quantized?
>>109338261>>109338264thanks!
>>109338271your gen is too faggot even for the collage
>>109338676come on Microslop, you can do better than that
>>109339064That's literally the best they can do
>>109338596Not enough, it should be like three to five centimeters of dark hair.
>>109338612bruh >>109338261> >Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing> https://huggingface.co/microsoft/Mage-Flow
>>109339062ok jeet
>>109338777>they're not even trying, I really don't see the point, They tried and they failed. Releasing a good model takes knowledge, but also luck. This is still a very new field.>do they have a humiliation fetish or something?No. Microsoft, with its profits, is basically more like a state owned entity at this point, similar to Google.> why would they release a shit model in the first place?A lot of labs do this with "us". Why would they want to give you an excellent local model for free?>do they not care about their reputation?They don't need to. Their main income isn't from AI, unlike Krea or Flux.> I have so many questionsThen stop asking and start thinking. You are not entitled to a good model for free. If you actually worked and understood how the world runs, would you hand your best work, the stuff that cost you time, effort and money, to strangers for nothing? Nobody does that. Why would a company be any different?
>>109338241>bottom row, second from leftahahahahahaha you pathetic fucking faggot I know who you are, ywn get creeper
>>109339141>If you actually worked and understood how the world runs, would you hand your best work, the stuff that cost you time, effort and money, to strangers for nothing? Nobody does that.China did that, we got Z-image turbo and Wan 2.2, at that time, there were the best models Alibaba ever made, remember?
>>109338777indians in charge decided that they need their own image gen model because it's current thing
>>109339141>They tried and they failed.they didn't, we're talking about microsoft there, even some random no name companies from China like fucking Boogu made better models than this shit, do you really think America is happy to send the message than one of the biggest companies in the world cannot make a decent image model?
>>109338757> pretty covered trad japanese>>109335901> ugly naked whore american
>>109339156Again, Alibaba doesn't make its money from AI. Given China's general antagonism toward the West, they can afford to pull stuff like this. You're not entitled to a good model "just because." Last year China's models were a political play more than anything, same as DeepSeek in the LLM space.
>>109339193You're not entitled to a good model, cope.
>>109339218>You're not entitled to a good modelwhy are you here if you don't expect a good model to arrive soon?
>>109339208>Last year China's models were a political play more than anythingstill is, they'll release a local model that is competitive to Fable 5 in 3 days>>109338888
>>109339208>Again, Alibaba doesn't make its money from AI.Microsoft neither makes its money from AI.>they can afford to pull stuff like thisand the trillion dollar company that is microsoft can't? are you retarded or something?
You can't make your gens too recognizable, /ldg/
>>109339239I have no idea why you would put your face on twitter in the first place, it's like you're asking to be doxxed
>>109339193>America is happy to send the messageThe message was already sent, it's called OpenAI, Anthropic, and Google, the actual SOTA LLM and image models that China's been ripping off for training data this whole time.
>>109339244>asking to be doxxedlook at his face and tell me if you believe he cares
>>109339248meanwhile their training data was created entirely inhouse and never ripped off anything
>>109339244No one cares what anyone here, on Twitter, or anywhere else on the internet looks like lol. If you get ahold of a picture of me, you have my permission to post it everywhere.
>>109339220You're not a shareholder, you're not a customer, you didn't pay for shit. Alibaba doesn't owe you a checkpoint, Microsoft doesn't owe you a checkpoint, nobody owes you anything. There's a massive difference between hoping something good drops and screeching like a toddler when a company doesn't hand it to you on your timeline.
>>109338612My only question is can we get Anima 2 out of this? I don't care if it's better than Krea or whatever, clearly not, but it's small and small chance it might not be anal cancer to do large scale train (maybe) all it has to do is that and be better than Cosmos which judging by text rendering probably is
>>109339248>>109339263shut the fuck up Dario
>>109339239/ourlorabaker/
>>109339239regardless of anything, that fellow african is spitting facts!
>>109339227> local model that is competitive to Fable 5 in 3 daysgood luck using it locallymost likely not the same model
>>109339299To be fair, I don't think Anthropic has much interest in distilling OpenAI slop, neither do the based Chinese labs they distill from Anthropic
>>109339239what gens
>>109339287>My only question is can we get Anima 2 out of this?why would you need this over Klein 4b?
>>109339299Except in reality they stole the water and pissed in the well with gptslop
>>109339333now I want someone to make an AI slop comic with that kino analogy kek
>>109339287Thank Tdrusell that he stayed in this thread long enough to get brainwashed and wasted that money convinced his model would somehow stay relevant past a year. Realistically, no sane person is paying almost 100k for an anime model again.
>>109339239He's right to be eich.
>>109339354>to get brainwashed and wasted that money convinced his model would somehow stay relevantThis is not proper english SAAR.
>>109339354> Realistically, no sane person is paying almost 100k for an anime model again.We have Krea 2. Training is for companies anyway.
>>109339397Companies usually have to turn a profit though.
>>109339405cute
>>109339332Name a good large scale fine-tune of that model, hint, you can't because it's too rigid and forgets shit. You aren't going to find something that has as much domain specific knowledge with artists etc. With your shitty LoRA shitbake merge I'm sorry
>>109339438Wasn't the chroma guy making one?
>>109339354It's my main model, I'm not sure what your smoking. It's way better at actually fucking following my damn prompt than any crusty 40 year old SDXL shittune
>>109339440Flux models are poisoned and basically untrainable. You never really know how a model is going to react once you push it into a large scale finetune, maybe Krea is the same.
>>109339449Like seriously, I think half of this fucking board has SDXL psychosis, like people with 4o psychosis that just can't let it fucking die when 100000x better things exist
>>109339438>Name a good large scale fine-tune of that modelhttps://huggingface.co/fancyfeast/bigasp-3
>>109339449>109339354 (You) #I think you mistagged my post, or you are replying to something completely unrelated to what I actually said, which was about the amount of investment a venture like this requires. Personal preferences, sure, I have those too, I prefer blueberries over strawberries. Congrats to us both.
>>109339479you're talking about the relevance of Anima, which is a matter of...>Personal preferences
>>109339485Guess we just see Anima differently going forward, congrats to both of us I suppose. For me it's already dead weight. For you it's apparently still your main, should we take a smiling selfie together then?
>>109339512>For me it's already dead weight.>>109339479>Personal preferences, sure, I have those too, I prefer blueberries over strawberries. Congrats to us both.
Any exe apps for this stuff yet?
>>109339521If in the end we're friends and can coexist, it doesn't matter to me..
>>109339531https://github.com/Mooshieblob1/MooshieUI
>>109339555>4x more stars than ***studioremao and kekking
>>109339568KEEEK
Can someone tell me a joke, im not having a great day :(
>>109339635Local models
>>109339635your life
>>109339635Did you hear that they're making an all women reboot of "12 Angry Men"?It's called "12 Women".
>>109339635Things will get better.
>>109339651hahaha!
>>109339661been waiting for that for ~22 years. any day now.
>>109339651>Things will get better.everyone will be unemployed because of AI, and to be honest, that makes me feel better, I'm won't be the only unemployed bum anymore kek
>>109339206milk is milk
>>109339239>at some point in time you might have called him a niggerfeels bad man
>>109339674I doubt it but that would be catastrophic. Most people can’t handle life without a job. They barely survived COVID without going nuts.
>>109339692being an introvert is a superpower, and I'm tired of pretending it's not
>>109339239that explains why he ignores all our advice and insists on using the most absurd captioning process imaginable. he's literally a nigger
>>109339635There will be a good model that unites everyone again, just like SDXL did back then.
>>109339703It may feel that way until you’re old and realize you never really lived your life and that you’re going to die alone.Make sure you hold on to your friends, because they might not hold on to you.
>>109339239>>109339688the worst insult I sput out to him was Kreatard, if I knew...
>>109339239remember when Ani showered that guy with praises because he was the only one who used Ani's splitbake kekall the while spamming the real thread with racial slurs
>>109339403But before that they give good big local models.
>>109339722Everybody dies alone.
Company here. Why do I have to give anon a good, free, local model?
>>109338612https://huggingface.co/spaces/hugging-apps/mage-flowthis is so ass...
>>109339782sovl
>>109339782did they use SD1.5 VAE or something? the level of details is terrible, how can you release something like that in the year of our lord 2026?
>>109339777Yeah well I also live alone. So much so that I've started to lose my ability to speak my own language.Lol chatgpt stopped correcting the grammar on these sentences I hope it didn't contact anything.
>>109338612hmm
>>109339813kek
>>109338241Hi @comfyanonymous,I'm a local model researcher, and I wanted to float a feature idea for ComfyUI.I sell some custom models on Patreon, and I'd love a way to tie each download to the buyer, something like a per-purchase license key that ComfyUI could check before loading that specific model file. The idea would be a lightweight "this model only loads if a valid key is present" mechanism, similar to software license keys, mybe something like a loader node that checks for a key (local file or license-server ping) before loading a given checkpoint or LoRA or a Key generation tied to a purchase (could be handled server-side by the seller and ComfyUI would just need the verification hook)This kind of implementation would improve the local ecosystem, giving creators more motivation to keep making models.Thanks!
>>109339874Isn't that against the licence terms of every new "open" commercial model?
>>109339874just sell api
>>109339874hello this is comfy, thanks for the idea but I got mine, you get yours. regards.
>>109339883>cenobitewhat's that?
>>109339895nobody really knowsthey are said to be demons from another realm where stimulation is indiscriminate, pain and pleasure become the same
>>109339886Not loras
>>109339142who is she?
>>109339906liras are derivative models and models like anima forbid being able to host them for cloud inference without paying the licence fees
>>109339874moooooooooooods!!!
>>109339945>Clannadthis anime made me so depressed bruh ;-;
if comfy had come here to offer cheap shares in comfy corp before his millions from investors you would have all hated him, makes you thinkerino
>>109339895Spooky guys created by Clive Barker
>>109339874kys paywallcuck im literally gonna tamper your antitamper with my daily free tokens
>>109339984Fix the memory management nig
