Discussion and Development of Local Image, Video, and Audio ModelsPrevious: >>110300168https://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>MOSShttps://github.com/OpenMOSS/MOSS-Image>F3Khttps://huggingface.co/black-forest-labs/flux-3-image-klein>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> MiniMax H3-Imagehttps://huggingface.co/MiniMaxAI/MiniMax-H3-Image>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/>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>>>/hr/pdg>Local Text>>>/g/lmg
>>110309440
>>110309416 HOLY FUCK MY IMAGE GOT FEATURED!
Blessed thread of frenship
>>110305723I believe it (512px is microscopic though), because even with the high resolution, shit is still pretty soft.>>110309151What's the third guy do?
>>110310100>real thread>"loxal"
>>110310272why did you put two quotation marks next to each other?
>The main reason H3 Image struggles on detail is that it has a highly compressed latent space. Here is a round trip comparison of the most used VAEs. The H3 Image VAE scores worse for this image on every metric, even worse than the SD 1.5 VAE.https://x.com/ostrisai/status/2120564773150711825
> loxalrelax scatjacktake a breath
i don't know why there is a schizo split but he used my image where everyone else ignored it not even giving a single you
>>110310478the bush one?
please remember to behave yourselves
>>110310533thank you janny
>>110310580the thing?
>>110310616yeah!
>>110309988based jenner. is there a jebby lora somewhere?
>Five young chinks create the best image model>Currently training a Anime specific model and a Edit modelBless China
>>110307120uglyhot > generic hot
>>110311127that's a lot of cranberry sauce
>>110310969butt why
>>110309440Now post the catjack rentry.
>>110311127Low effort, Kubrick would be disappointed, this is more like when Stephen King made it himself
Just found the secret sauce to styles. Won't tell you.
>>110311214yeah ikcan't be trusted n shiet
>>110310779I don't think so. I'm just using reference images (Jenny, background and outfit) as I acquaint myself with H3I's different prompting style and figure out what it likes reference-wise. It's like a worse QI2.1 so far, but easier to make an image look less "photoshopped" and also easier to reframe things.
>someone made int8 chromaNeat. 44s vs 62s on 30 steps no flash lora.
>>110311481compared to fp8*Gguf is finally dead for imagegen.
any official 4chan™© recommended LoRAs list yet?
whats the password
I need weapon loras.
>>110311497the ones i baked
Any tips on the best model or workflow in [current year] to make minor edits/fixups to an existing image? Specifically, for example:>Manually fixing up AI artefacts (eg. distorted symbols/logos, removing a stripe/pattern/zip/whatever from a character's clothing) in Photoshop and then having the model "integrate" or "blend" those rough changes in properly>Fixing the face on an image that has been through several edit iterations and gradually but noticeably deviated from its original identity, maybe using a reference photoLast time I did this stuff was in 2024 with some hacky inpainting/controlnets and Flux 1, surely there must be better methods in 2026?
might need to bake longer, unsure.
>>1103115781.5 strength
>mfw REAL Resource news11/12/2026>MiniMax-H3-Image pDMD 2-Step LoRAhttps://huggingface.co/akhaliq/minimax-h3-image-pdmd-2step>Iris-Z: One generative model for images and their depthhttps://huggingface.co/speridlabs/iris-z>JoVox: Joint Hierarchical Flow Matching for Lightweight Voxel Generationhttps://xjtang.com/Jovox-page>UGG: Unified Generative Geometry Modelhttps://ugg-model.github.io>TaoMate-R1: Temporal Role Specialization for Streaming Multi-Reference Video Generationhttps://huggingface.co/TaoLiveAIGC/TaoMate-R1>Location Matters: Sparse Latent-Variance Attacks for Face Privacy against Diffusion Personalizationhttps://github.com/Lvxan/SEAL>FUTON: Fourier Tensor Networks for Implicit Neural Representationshttps://pashtari.github.io/inro>ComfyUI Workflow Readerhttps://github.com/dchatel/comfyui_workflow_reader>Doubling LLM token rates in ComfyUIhttps://blog.comfy.org/p/doubling-llm-token-rates-in-comfyui>TRELLIS Studio: Local workspace for creating, preparing, rigging and animating 3D assetshttps://github.com/yoslo59/TRELLIS-Studio11/11/2026>PAN 2: General-purpose world model by the Institute of Foundation Modelshttps://huggingface.co/IFM/PAN2>pi-H3: Video Generation in 2–4 Steps Without a VAE Decoderhttps://hanshengchen.com/blog/pi-h3>Qwen3.8-27B GGUFshttps://unsloth.ai/docs/models/qwen3.8>UniWeaver: Harnessing Unified Multimodal Models for Interleaved Text-Image Generationhttps://poscape.github.io/UniWeaver>AnyBreak: Towards Jailbreaking Any T2I Model for Any Concepthttps://github.com/luqi-glory/AnyBreak>What kills $v$-prediction? A Patch-wise PCA Perspective on Pixel-Space Flow Matchinghttps://github.com/THUMAI-Lab/RiT>OpticalRAG: Pixel-Space Compression for Token-Efficient Retrieval-Augmented Generationhttps://github.com/brighterr/OpticalRAG>ContraSafe-VL: A Contrastive Safety Preference Dataset for Vision-Language Modelshttps://github.com/pikepokenew/ContraSafe-VL
>>110311532I'm considering baking my own, should I use ai-tookit or is there a better tool? Does the training takes long if I'm a VRAMlet (16gb)?
>>110311645sd-script is a little less user friendly but it's the most versatile if you want to use "the best"
if your model needs loras, then it is not a good model
>>110311673ty anon
>>110311678even the best models dont know what my ex girlfriend looks like
extremely awkward poses possible by abusing moss bounding box
>>110311705>ex girlfriendgo back, normie
>>110311678Define "need"
>>110311508Cute gen but I hate to tell you she has two right legs, and the cat's face is pretty wonky. What model is this?
>>110311801Just testing my lora anon. it's moss.
>>110311857Is it the lora breaking it or just your prompt? Or is it on base moss?
>>110311439very cute, also a reminder to me that it's the snowy season for the northern hemisphere
>>110311705just upload pictures of your girlfriend on dropbox (or similar service) and post the link here. And I'll make sure your girlfriend is included in all future models.
>>110311705Models have certain standards
>>110309850>>Where Do Vision-Language Models Get Left and Right? Position-Code Counterfactuals in Qwen2.5-VL, Qwen3-VL and InternVL3>https://arxiv.org/abs/2611.140404
>>110311905it's the lora. There's something I need to change in my training settings. I'm using SFT. I'm thinking my learning rate might need to come down a little.
>>110311503MOSS
>>110311947thats the troll news poster. he breaks the links on purpose. the real news is >>110311618no research news today cuz I guess veterans day yesterday
>>110312065You should get into training loras.
>>110311503ass 2 ass
>>110311678there are always niche interests that just do not have enough samples
>>110311678You just proved you are retardedAny general image model will be a jack-of-all-trades and master of none, also due to how AI training works, it will generalise the output within every conceptSo for every concept, the best result you will get is through training a lora specifically for that concept, and the better the base model training is, the easier and more effective the lora training will beThis is one of the core reasons why local will always be the best option
>You just proved you are retarded>Any general image model will be a jack-of-all-trades and master of none, also due to how AI training works, it will generalise the output within every concept>So for every concept, the best result you will get is through training a lora specifically for that concept, and the better the base model training is, the easier and more effective the lora training will be>This is one of the core reasons why local will always be the best option
>>110311503nigger
Moss is decent at handstands but it consistently has TERRIBLE hand positioning, hence the cats. Pretty strange?>>110311998I see. Good luck.
>>110312369*
>>110312375not sure elbows are supposed to bend this way.
Are there any of these that you can stuff into 12GB VRAM and still generate output to upscale and get decent enough results? I gave up on the whole shebang about a year and a half ago, felt like giving it a punt again.
>>110312413I mean it probably matches the hands...
>>110312413anon can just put more cats on it.
Man, there is just no getting around these model lips on H3I.>>110312375Need a cat between her her legs with front paws dangling.
>>110312307I look more smug than that and I have a full set of hair, but kinda close
I guess it worked? I'm not even sure anatomically how that should look like
Pranking ur mom
>>110312711this gen is as fried as that egg
>>110309850>>Few-Step Streaming Video Generation via Condition Shifting>https://arxiv.org/abs/2611.140The link doesn't work
>>110312711need more of this! love tan lines
>>110312711fucking hell bro sure hope none has a mom like this that would be torture
>>110312800>>110312065
>>110312133somebody called?
Good to see Moss knows some HP characters
>>110313060>dude what if you're mum is actually Jack Black
I think I have all bases covered?
>>110313092now put her inside a church bell
>>110313092lel
ODP priming dmd2 lora cfg ramp lora seems to give the best results with the new moss turbo lora. Been getting good results at strength of 1 too
peak
>>110313138
>>110313332
idk what it is about threads without the rentries but they're like a magnet for shit gens.
>>110313408
>>110313408try sdg then, cuckboy
>>110313408kill ani
>>110313431we don't sign our posts here
>>110313408Yep
I want to make my own doujinshi
>>110313594bbox paneling, or use some drawfag software and look if it has ai assist and page templates. you could maybe just select the panel and individially prompt each one
>>110313607yeah I figured I could come up with a rough script, plan out the panels and then come up with prompts for each one and edit them together into pages and add the dialogue. With a work flow like this you could even swap out the characters and regen the whole thing. Sounds like fun tbdesu.
>551/2560 [2:09:19<7:51:33, 14.08s/it, avr_loss=0.728This run better be good.
I have slop fatigue.
>>110314187she looks like a cum slut.
>>110314136what are you doing in an AI thread
>had latent output being saved instead of denoised output this whole timeno wonder my h3 gens looked so shit
>>110314290good gen
>>110314290explainhttps://www.youtube.com/watch?v=hfjFDXBYNf4
>>110314187imagine being in the building when it hits. it didn't hit your floor, but below you.and for at least a dozen floors it's just smoke and fire.no way for you to get down.
>>110314365wow... that's... deep...
>>110314354you got me. I used that image as a prompt lmao
I wonder why moss does the stupid repeated patterns/tiling.
>>110314627turbo lora issues
For anyone training moss, what are you doing for captions? tags or natural language?Also, anyone tried doing both at the same time with good results?
>>110314738I followed these instructions: https://github.com/OpenMOSS/MOSS-Image/blob/main/USERGUIDE.md (under post-training)
>>110314830Yeah, that's what I'm asking. Are you using long, medium, and short all at once?
>>110314858exact output with all at once.
>>110314690ohhhow do we cope?
>>110315181nice. when is the steam release?
when will we get a video model where the audio isn't hot garbage?
>>110315231H3(you supply your own audio)
>>110315238>you supply your own audiowhat if i don't want the same audio every video
>>110315253supply new audio
>>110315259where do i gen that audio
>>110315266google
>>110315266There's a lot of models for genning voice/music, and H3 is good at syncing. If you supply voice, and have an AI write you proper H3 prompt, it will lip sync it. Same goes for music
Friday the 13th tomorrow, boys. Look after your 1girls. I cannot guarantee their safety.
Does an offline NL captioner exist yet? I could download something like gemma 4 12b but then again I have no idea on how to use it.
>>110315181>mage frontlining>tin can in the backComplete wizard supremacy.
anyone else go through periods where they dont feel like genning at all? i was gooning my brains out last week, full of ideas i wanted to try. but this week im just meh, maybe im tired
>>110314903You're sending in the entire json output? This doesn't seem to be working well on my end.
>>110315751Yeah. I got decent results, better than with short natural language captioning.
>>110315802Can you shoot some short of example or preview?
>>110315720Like any creative endeavor, the best way to get inspiration is to take a break and experience life for a bit. You can't expect yourself to slop out kinosovl 24/7/365.
You're not allowed to call SFT trash unless you use it at CFG 3 and 50 steps like the devs intended.
>1315/2560 [4:55:41<4:39:57, 13.49s/it, avr_loss=0.755 more hours and the latest preview isn't reassuring....
>>110315828I don't know if this kinda training is appreciated around here but since you asked here you go:Example of one caption file:{ "caption": { "long": "A square color close-up shows Emily Ratajkowski reclining or leaning back against a vivid red and pink interior. She wears a dark halter top with white dots and hoop earrings. Her brown hair frames her face, her lips are parted, and one hand rests near her shoulder. Warm reddish light fills the background.", "medium": "A square color close-up shows Emily Ratajkowski reclining or leaning back against a vivid red and pink interior. She wears a dark halter top with white dots and hoop earrings. Her brown hair frames her face, her lips are parted, and one hand rests near her shoulder. Warm reddish light fills the background.", "short": "Emily Ratajkowski poses in a dotted halter top against a vivid red and pink background." }, "watermark": [], "borders": [ "none" ]}
what happened to the thread on /h/? cant find it anymore
>>110315936wdym, there's multiple
anon is cooking in the /hr/ thread
>>110316016>obamagivingobamareward.nigga
>>110316016y u lyin?
You're not allowed to call Base trash unless you actually know how to prompt and are a native english speaker.
anon is cooking in the /h/ thread
>>110315210Thank you for your valuable contribution thread schizo.
Wow, minimax image is a huge loss of potential. 4k preferred resolution, but it sucks at detail as >>110310460 mentioned. I guess it was too good to be true.
the jews taking over nvidia means ltx will get all the compute for ltx 3 and 4 now, trust the plan.
>>110314627trained on too many gpt image 1+ images
>>110314413>I used that image as a promptI thought it might have been an old prompt or something. Image seemed too random for something you just stumble upon but I can imagine it.
>>110316511ostris is training a better vae apparently
>>110314627Try removing 24 from Skip Layer Guidance. Also, no turbo loras.
>>110316640I'm curious to see if it fixes it. Minimax image could be cool if it's good enough to get people interested in making loras.
>>110316674Not shitting on ostris because I don't have a reason to hate but he does seem to often fall prey to the classic imggen dev curse of starting projects and never finishing. I recall him doing a couple "retrain the VAE or retrain the model on a better VAE" experiments that never really paned out.
>>110316674it probably won't be, but if at least it makes it "ok", then the model would be usable at lower resolutions instead of requiring 16MP to look fine
we still have yet to hit the point where multimodal models outperform task-specific models. dont get your hopes up that any current video model will ever be better at generating images than current image models.
>>110316716I can't think of a single good model/lora/finetune that ostris made.
>>110316334crazy how people still post this kind of slop in 2026
>>110316794AND his trainer is cancer but at least he's not a furfag I guess
>>110316805"people"
>>110316816I won't shit on ai-toolkit since I haven't tried it but it definitely doesn't look like my cup of tea.
>>110316816it does the job perfectly fine but maybe you just hate everything equally
>>110316820"capybaras"
>>110310460How is this test being done? Is it just vae encoding an image and decoding it back to an image again?
>>110316836It's fine. I've made 20x loras with it. Zero issues. Some anons just like to bitch about everything.
>>110316716Ostris doesn't acknowledge bugs that people reported but secretly fixes them later without manually closing the issue, acting as if he had found the bugs himself.
>>110316551kino
I heard ostris was sleeping with furry spies
ostris smuggled ai toolkit to north korea
>>110316973It's only fine if you're using it on the cloud. Ostris isn't optimized for local use. He won't make any money if you use it locally.
>>110316973well it just seems bloated for something that gives you less control than sd-scripts
>>110316836ai toolkit is a godsend and works very fine with all loras I've trained. It's a noob friendly trainer that gets the job done for the average person. Very easy to install and get straight to training. better than the complex nonsense that was kohya_ss.
>>110317233very much a case of he catered to noobs too much and ruined it for everyone else
>https://github.com/shootthesound/FizgigThis trainer is some miracle of retardation. Trying to make a simple test run for Moss and the fucking thing is downloading captioners.
trying to recreating something i saw in a dream years ago
does convrot slow down the training or is moss just naturally slow? ~2500 steps takes me 4 hours.
nice this is pretty close but not quitedoesn't have the level of awe and terror when i witnessed it
>>110317557convrot makes it faster, what's your batch size? This is on my 3090 at batch size 4 and training at 1280px>2141/2560 [7:56:45<1:33:18, 13.36s/it
>>110317589bat 2, it's at 11gb vram. not sure if I can push it higher as my vram is only 16, normal ram is only 64 too.
>>110317589to an extent, illus/noob took me merely 40 mins, anima 2 hours 15 mins. bat 4
>>110317472>better than the complex nonsense that was kohya_ss.You set it up once and then it's just copy pasting and changing a couple lines per run. It's really not that bad. Plus I just checked the ai-toolkit github, there's like zero documentation on how to train a model. while sd-scripts has nice clear docs for every model.Getting setup with sd-scripts is literally a single clanker prompt. not sure you can say the same about AI-toolkit
Onetrainer update when?
>>110317667He's probably just a brainlet and can't into the command line.
>>1103176184.85s/it for 2 is is pretty normal and even slightly fast.
Did lodestone train kromoss on ai slop shit like he usually does or will I be able to gen kino with it
>>110317690i'm just comparing it to other models, this means that baking is strictly overnight to me, best for me is to wait for an actual release of other models later as I find literally every single body is always elongated torsos.
>>110317747slower than anima but probably faster than krea?
>>110315181Would play
>>110317770never tried krea, but moss only advantage to me is bounding boxes which is similar to regional mask but an absolute.
>>110317635It's logical that those two smaller models you mentioned would be quicker to train than Moss, yes.
>>110317751nice gen
>>110317917thanks it's kinda how i feel rn
>>110316805Time does not gift unique or interesting aesthetic tastes, it can only refine. And you know what they say about polishing a piece of shit...
>>110315553that's a good gen
gonna try a few new models, any specific version of moss, qwen edit, or h3 image I should grab ?
>>110318107moss SFT, don't listen to anyone else.
i have my studio monitors (speakers) plugged into the same outlet as my computer and the pitch, timbre, and vibrato of the electrical interference heard changes depending on which stage of training im in. bucketing, for example, causes a short rapid burst of clicks followed by a crescendo into a steady tone after which the "melody" repeats for every processed image. i like listening to this.
>>110318107Desu try out the vanilla versions of each before you get into finetunes.
>>110318181i dont like it. my ssd makes screeching sounds
>>110318193>>110318144yeah gonna just try out what the default workflow has in it, didnt know if there were certain quants or specific ones like the moss SFT, turbo, etc variants to go with. thanks guys
>>110318181certain models give my GPU coil whine. not all of them.
>>110318238>certain quantsanything of import is in int8 which has usurped q quants, def use that.
>>110316511>Wow, minimax image is a huge loss of potential.What was the point of using a video model with a shitty VAE instead of oh I don't know an image model.
>>110317537use ideogram for that, bboxes are precise and quality is greattwas a first thing i done when model got released
>>110316864>>110316973>noobs getting uppity Pipe down
>>110318199>>110318243you should probably get that checked by a computer doctor, anons
How far is local still from gpt image? Especially just the easy prompting and multiple characters.Everything local falls apart after 3 characters and half the time you can't even get 2 characters interacting correctly
>>110318684100 years
>>110318615Cute. Who's the artist?
>>11031868410,000 years
>>110318707https://www.instagram.com/heikala/?hl=en
fucking pissed, pretty sure this version I trained for 10 hours is worse than what I had before.
>>110318835so it goes
>>110318878That's not AI
very cozy
>>110314365
>>110318684i heard that gpt image has a whole agent behind it. it does a lot of prompt enhancement , regions, reference and other stuff in the backends. I heard It even searches the web for characters it doesnt know. So yeah its more of a matter of if anyone is willing to set up a good agentic pipeline for the ease of prompting rather than making a better model. Moss image kind of has that if you use comfyui with an agentic harness and a good local llm.
>>110318684there are models that support bboxes and do it pretty well including for multiple characters or objects?"easy prompting" if you mean fill in more random detail just hook up a llm/wildcard. if you mean "do what i said and not much else" the more models are pretty far along
So I'm thinking learning rate decay is not good.
>>110319091YES IT IS, CHUD
>>110318911Comfyui agentic harnesses? Do you have any good examples?
>>110319186just enable the comfyuiMCP and plug plug it in whatever harness you use.
>>110318898Jesus, that's effective
>>110318882it was one of my qwen prompts but with moss
>>110319252It was a compliment.
anyone got a good wan prompt to make a person or character just idle normally and breath in and out? Every single attempt ends up being something retarded...Character breathes in and out and blinks once, static camera, plain white background, 2d flat colorSomehow they are either expelling gas or a mist...
>>110319270>Somehow they are either expelling gas
ok so I think the epoch 72 of this run at 1.2 is the best. so not all is lost.
>>110318144Base takes long, specific prompts but is more flexible. SFT is easy to use but can get samey/sloppy
>>110318684how in the name of Hashem is gpt image's default ""anime"" style so fucking ugly
average wagie experience
>>110319932kino
>>110319932do you consider yourself to be a psychopath?
>>110320040he seems more of a cluster a type
>>110320040Why do you hate kino?
>>110320004i forgot to specify that the "turkey" is an ADULT woman, because of the young girl on the right
>>110320129extremely based
I think h3 image has potential
>>110320040no, i am a kinoisseur
the kinoplexitorum has reached historic levels of kinosovl previously believed to be unreachable
>>110320231>>110320246cringe samefagging schizo
>>110319932>>110320231psycho kinoisseur
when your inner terry hits
>>110320325nice. is this H3? That's a fucking tiny resolution you're genning at.
>>110320377it is ltx 2.5, i like them to generate faster
I've updated Comfy and now it doesn't show the % progress in tab and it doesn't show it in the queue. How do i fix that?
You will address me as Synthologist.
i was testing to see how small the moss bounding box can accurately get detils. Turns out, very fucking small. holy shit new era of doujin generation
>>110320528yeah? where is anime finetune?
>>110320541two more weeks
>>110320325DEJA VUI'VE JUST BEEN IN THIS PLACE BEFOREHIGHER ON THE STREETSAND I KNOW IT'S MY TIME TO GOOOO
>>110320611what do you write in the prompt so the helicopter in this scenario is flying the proper direction?last time I tried a doorgunner with minimax the helicopter was flying basically sideways as if the door for the doorgunner was at the back of a plane.
>>110320628i don't have to specify it with helicopters since it seems to just werk, but when i do side doors for trucks then i write that the terrain or road is moving sideways
>>110312700Nah it's decent enough, but it's more comfortable if the hands are splayed out sideways a bit, and the elbows probably should be pointed to the side a little more - they don't sit in line with the wrist quite like that, unless you've rotated your arm a bit.
>>110320528>doujins>bbox>on mosssorry buddy, novelai has that cornered
>>110320528>>110308057Using antiquated or poorly implemented AI tools is also snailcat behaviour, local luddites
>>110320432>640x512>kreawhy
>>110320797>>110320797>>110320797when ready
>>110320833Thanks for baking.
>>110320782>>110320805>apicuck shillquiet piggy, this is a local thread.
>>110321033nigga its over
>>110311618>AnyBreak: Towards Jailbreaking Any T2I Model for Any Concept>Adversarial image attack pipeline that crafts CLIP‐feature targeted perturbations and optionally regularizes with Stable Diffusion safety checking. Includes evaluation utilities to run inpainting‑based defenses and measure attack success rates. Are there any CLIP models anymore? Everyone is kinda moved on already
LUMIhttps://youtu.be/CcUYzv5EFgshttps://suno.com/s/QGCnEAZrxomSK6pB
>>110321613Very nice
>>110321613love your tracks
>>110321625
>>110320797>>110320797>>110320797
impoverisment is COOL
>>110321613where mime doe
>>110321674the what?
>>110321823not the heckin globohomo mime
>>110321860everyone's a critic
