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File: collage.jpg (2.95 MB, 3176x4602)
2.95 MB JPG
Discussion and Development of Local Image, Video, and Music Models

Previous: >>109138222

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/tdrussell/diffusion-pipe
https://github.com/kohya-ss/sd-scripts
https://github.com/kohya-ss/musubi-tuner

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo

>Z
https://huggingface.co/Tongyi-MAI/Z-Image

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
https://animadex.net

>Qwen
https://huggingface.co/collections/Qwen/qwen-image

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>LTX-2.3
https://huggingface.co/collections/Lightricks/ltx-23

>Wan
https://github.com/Wan-Video/Wan2.2

>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: 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 Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
File: krea2-0000-174304688.png (962 KB, 2560x2048)
962 KB PNG
>>
>>109140721
>Comfy is on the collage again
can't blame OP, he's so handsome (no homo)
>>
>krea
usecase?
>>
Blessed thread of frenship
>>
Does sd.cpp have all the samplers / schedulers / flow scheduling / negpip / etc stuff yet?
>>
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>>109140749
>local
usecase?
>>
>>109140793
so I can train images of your mother
>>
Has anyone tried boogu for its edit capabilities? I guess it's not better than Klein right?
>>
>>109140776
If something is not in sd.cpp, it's snake oil anyway
>>
File: file.png (2.32 MB, 1088x1928)
2.32 MB PNG
>>
>>109140721
How do you guys maintain consistent characters across images? I get the impression faceID is kind of old.
>>
File: Ideogram__00090_.jpg (724 KB, 1440x2560)
724 KB JPG
>>
File: Krea2-_00113_.jpg (744 KB, 1440x2560)
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>>109140837
>>
>>109140802
Why the hostility? You should be happy, you are a proud local user after all :^)
>>
File: can't see the difference.png (1.8 MB, 1874x1127)
1.8 MB PNG
https://huggingface.co/easygoing0114/qwen_image_clear_vae
https://youtu.be/Iloby6ZXRjI?t=5
>>
>>109140837
>>109140842
I wish ideogram hadn't that retarded prompting structure
>>
>not posting ZIT to compare
lol
>>
File: 1776865346003397.jpg (1.58 MB, 2880x2736)
1.58 MB JPG
>>109140837
>>109140842
>>
>not posting SDXL to compare
lol
>>
>>109140820
So it doesn't? Darn. Hopefully soon then.
>>
File: Seriously.gif (263 KB, 640x360)
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>>109140863
Ideogram looks pretty good, but I won't use bboxes, fuck that shit, what were they thinking??
>>
>not posting dall-e mini to compare
lol
>>
>>109140853
>I wish ideogram hadn't that retarded prompting structure
if it was optional it would've been good, but forcing this shit too us is just too much to ask, I want my gacha slop, having to control anything is lame
>>
>>109140721
Comfy is such a god damn CUTIE
>>
Is using a local agent to generate rotating email scripts for trial scumming API services a local thing?
>>
>>109140890
Yeah, I would just use it as refining img2img model, the skin of ideogram is really good
>>
z-image stills mogs krea and ideogram
>>
>>109140274
>>109140356
Krea2 turbo runs on 4GB VRAM and the gen speed is the same as Anima at 30 steps. If chronically VRAMlets like Oekaki can run Krea2 on basically nothing and still get better prompt adherence and quality, it might just become the community's model.
>>
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>>109140874
>not posting dall-e mini to compare
All right, you asked for it!
>>
>>109140918
masterpiece
>>
>>109140917
>it might just become the community's model
not with that retarded VAE
>>
>>109140926
Ikr, models used to have sovl
https://www.youtube.com/watch?v=XQr4Xklqzw8
>>
>>109140831
many ways. sometimes with reference images, sometimes with lora, sometimes the model just knows some character or person or has a specific idea of blonde azerbaijani women or w/e

and yea there are also still tricks in use that are some supplementary thing like faceid or controlnets or w/e
>>
>>109140928
everybody enjoying krea 2 you gotta stop. pack up your bags this guy said it was bad. i'm deleting it off my hard drives right now to install zit for +500 social points
>>
So his newest shitposting angle is now "VAEs are le bad"?
>>
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>>109140944
>>109140955
>everybody enjoying krea 2
you and the voices in your head?
>>
VAEtroons need to stop
>>
>>109140962
2 many word, learn 2 meme lil blud
>>
>>109140967
>can't read more than 2 words
your average Kreatard, ladies and gentlemen
>>
kreatards on top zit faced niggas on bottom
>>
VAEgods need to continue
>>
https://huggingface.co/ilkerzgi/fal-Krea-2-Style-LoRAs
>Here, more style loras!
I don't want loras I want the style adapter :(
>>
File: ComfyUI_00007_.png (3.29 MB, 1440x1920)
3.29 MB PNG
>>109140854
>>109140863
ZIT
>>
>>109140986
clothing is worse, sword is floating, me in the background preparing to rape
>>
File: 1769990491012931.jpg (2.63 MB, 4800x2736)
2.63 MB JPG
>>109140986
Thanks for the tests anon
>>
>>109140994
now do anima
>>
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816 KB JPG
>>109140994
>>109140994
And Klein kek. Prompt was
>a beautiful young Japanese actress. Cosplaying as 2B from Nier:Automata. Wearing her iconic black dress with feathered sleeves. She sits on a director's chair drinking from a thermos. Short black hair tied back in a tight bun. Thigh high stockings. She is Barefoot.
>Prop sword leaning against the chair. Unworn white 2B wig resting nearby on a table. Her unworn black leather thigh-high boots are discarded on the floor nearby
>Background a busy outdoor movie set with a green screen. Candid, natural BTS photography
Reformatted for the ideogram gen obviously
>>
>>109140863
Memes aside, Krea and Ideogram are at a level where they can compete with or be compared to Nano Banana and GPT Image 2 instead of fighting in the mud for the lowest spot with Z Image or Chroma.
>>
File: 1758879384692221.jpg (3.95 MB, 6720x2736)
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>>109140999
Klein is so bad at anatomy lol
>>
>>109140986
>turbo
promptlet
>>
>>109141017
>Memes aside
and then he proceedes to say a meme opinion lol
>>
>>109140999
flux always fucks up toes in stockings like that. worst part of the model.
>>
File: ComfyUI_temp_topkk_00001_.png (2.45 MB, 1080x1616)
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>>109140999
Anima (2B)
>>
File: ComfyUI_temp_bxord_00002_.png (2.93 MB, 1248x1776)
2.93 MB PNG
>>
>>109140994
Can you give me the proompt? I want to try seedream at least
>>
>>109141092
>>109140999
>>
>>109141040
kinda crazy what this model can do with only 2b params and a 0.6b text encoder.
>>
Anyone with a krea2 workflow that bypasses any filters? I tried one but it failed.
It's friday night and I need to goon.
>>
>>109141113
>I need to goon.
https://civitai.red/models/2409949/sam-anima-realistic
Just use this instead my man.
>>
File: seedream4.5.jpg (737 KB, 1728x2304)
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>>109141019
seedream4.5
>>109141025
I don't know, what do you think? I believe Krea2 and Ideogram are already on the same level. It's time to raise the stakes and not be afraid of API services.
>>
>>109141113
>bypasses any filters
the absolute state of localkeks
>>
>>109141101
> what
what?
>>
>mfw Resource news

06/26/2026

>Adobe to Acquire Topaz Labs
https://news.adobe.com/news/2026/06/adobe-to-acquire-topaz-labs

>LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing
https://live-edit.github.io

>PhysRAG: Enhancing Physics-Awareness in Video Generation via Retrieval-Augmented Generation
https://github.com/sediment1024/PhysRAG

>SAM2Matting: Generalized Image and Video Matting
https://henghuiding.com/SAM2Matting

>Unison: Benchmarking Unified Multimodal Models via Synergistic Understanding and Generation
https://github.com/FudanCVL/Unison

>ComfyUI-AppleSilicon-FP8 - a compatibility layer custom node for Apple Silicon
https://github.com/pawel-mazurkiewicz/ComfyUI-AppleSilicon-FP8

06/25/2026

>Bernini-R — GGUF (high & low noise experts)
https://huggingface.co/neuregex/Bernini-R-GGUF

>Physics Question Scene Graph: Fine-grained Evaluation of Physical Plausibility in Text-to-Video Generation
https://github.com/atinpothiraj/pqsg

>VPA-Guard: Defending and Benchmarking Image-to-Video Generation Against Visual Prompt Attacks
https://huggingface.co/datasets/CSU-JPG/VVA-Bench

>Minimalist Preprocessing Approach for Image Synthesis Detection
https://github.com/vohoaidanh/adof

06/24/2026

>Krea-2-Turbo Training Adapter
https://huggingface.co/ostris/krea2_turbo_training_adapter

>Vera: A Layered Diffusion Model for Content-Preserving Video Editing
https://vera-layered-diffusion.github.io

>Advancing WordArt-Oriented Scene Text Recognition: Datasets and Methods
https://github.com/YesianRohn/WATER

>DramaDirector: Geometry-Guided Short Drama Generation
https://github.com/iLearn-Lab/DramaDirector

>PG-MAP: Joint MAP Optimization for Inference-Time Alignment of Diffusion and Flow-Matching Models
https://github.com/sophialanlan/PG-MAP

>Safe Few-Step Generation via Velocity Editing
https://uzn36.github.io/VESFlow

>Co-occurring associated retained concepts in Diffusion Unlearning
https://github.com/damilab/CARE
>>
>>109141040
I have said it before and I will keep saying it: Anima needs a proper realism finetune (100k images or so, none of this 200 image lora shit) and it will be nearly on par with the big boi models, while being a fraction of the size and with full uncensored booru knowledge.
>>
>mfw Research news

06/26/2026

>From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan
https://arxiv.org/abs/2606.27234

>LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
https://arxiv.org/abs/2606.26778

>LCG: Long-Context Consistent Image Generation with Sparse Relational Attention
https://arxiv.org/abs/2606.26171

>Disco-LoRA: Disentangled Composition of Content, Style, and Motion for Multi-concept Video Customization
https://arxiv.org/abs/2606.26668

>ResilPhase: Plug-and-Play Phase Mapping for Diffusion Acceleration
https://arxiv.org/abs/2606.26769

>NaviCache: Test-Time Self-Calibration Caching for Video Generation
https://arxiv.org/abs/2606.26795

>DanceDuo: Bridging Human Movement and AI Choreography
https://arxiv.org/abs/2606.26507

>PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing
https://arxiv.org/abs/2606.26551

>TMP: Tree-structured Mixed-policy Pruning for Large-scale Image Generation and Editing
https://arxiv.org/abs/2606.27089

>DanceOPD: On-Policy Generative Field Distillation
https://danceopd.github.io

>Do Image Editing Models Understand Lighting?
https://arxiv.org/abs/2606.26738

>Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation
https://arxiv.org/abs/2606.26907

>Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and VLMs
https://arxiv.org/abs/2606.26566

>Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks
https://arxiv.org/abs/2606.27147

>SpatialFlow-GRPO: Where Spatial Credit Drives Image Editing
https://arxiv.org/abs/2606.26872

>Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards
https://arxiv.org/abs/2606.27376

>Scaling Multi-Reference Image Generation with Dynamic Reward Optimization
https://arxiv.org/abs/2606.26947
>>
File: Boogu.jpg (403 KB, 2048x2048)
403 KB JPG
>>
>>109141139
>on par with the big boi models
>with Qwen Image VAE
keek
>>
>>109141132
>>109141140
Fuck off debo
>>
>>109141144
boogu is so slopped it's comical, China doesn't know how to make kino models (Z-image turbo was the exception not the rule)
>>
>>109141139
no one wants to dare to do that because of the obvious totally uncensored 3D realistic loli issue that comes with that model.
>>
File: 26-02-2026_01.jpg (1.02 MB, 1784x978)
1.02 MB JPG
>>
anima needs the noobai/illust treatment, thats it, is anyone training that?
>>
>>109141156
me in the background
>>
>>109141163
>is anyone training that?
why would they do that when krea 2 is ripe
>>
>>109141140
>From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan
https://arxiv.org/abs/2606.27234

Any of the Top 10 active providers in the thread today?
>>
>>109141140
>>From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan
>https://arxiv.org/abs/2606.27234
we're being studied like lab rats
>>
File: 1752432759067408.png (115 KB, 812x466)
115 KB PNG
Arrested? For sharing tips??
>>
First semi interesting paper post in literal years lmao
>>
File: 32238423.png (143 KB, 644x794)
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>>109141177
lmao damn https://arxiv.org/abs/2604.12190
>>
>>109141186
Very constitutional
>>
>>109141186
what country is that? bonglang again?
>>
File: 1774689275805428.png (327 KB, 1200x1044)
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>>109141194
holy fuck... they know...
>>
>no explicit mention of ldg
bros....
>>
>>109141152
>It's already an issue.
>>
>>109141237
Clearly they're only talking about /lmg/. I can't imagine why they would take the other generals filled with browns and schizos seriously.
>>
File: wo6fqu1m0p9a1.jpg (67 KB, 1080x949)
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>>109141194
>they went on /b/
>>
>>109141259
So, are you brown or schizo?
>>
>>109141261
>>
>>109141166
I like the view more from here.
>>
>>109141179
>>109141194
Is this why they detailed /r/ kek
>>
File: latest.jpg (169 KB, 832x1488)
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>>109141266
Also they say this:
> Technically-sophisticated actors gravitate toward certain communities (e.g., 4chan), while lower-sophistication end-users are more active on others (e.g., Reddit).

This was only published to troll Reddit, wasn't it?
>>
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>>109141194
Heartbreaking finding; requests NEVER get fulfilled
>>
File: krea2-turbo_00210_.png (1.29 MB, 1024x1024)
1.29 MB PNG
>>
>>109141288
This deserves it's on separate study
>>
the corpos don't need to do ethical training just you the citizens need to be ethical.
>>
>>109141288
>tfw actual scientists call you sophisticated
First general I post in that gets me this compliment.
>>
>>109141300
requesting naked ryan gosling with long foreskin dripping precum lora
>>
File: krea2-turbo_00188_.png (1.07 MB, 1024x1024)
1.07 MB PNG
>>
>>109141331
>[REQUESTER]
>>
>>109141331
Chroma might be your best choice for a base model, OP has guides for training a lora
>>
File: debo_k_00028_.png (3.02 MB, 1792x977)
3.02 MB PNG
>>109141225
I am the rare GENNER-EDUCATOR-SOCIALIZER. they would have referenced me by name if they studied /g/ instead of /b/
>>
is this ethical?
https://files.catbox.moe/3iinxk.png
>>
>>109141368
>interracial
not ethical at all!
>>
>>109141368
it's ethnical
>>
>>109141356
I was just joking as a
>[REQUESTER]
as per >>109141225
>>
>>109141383
kek
>>
>>109141179
>we're being studied like lab rats
nice. they are also documenting open discussion of total kike death and it will be saved forever for posterity, it does get my a bit giddy
>>
File: 00026-3534974686.png (3.71 MB, 1824x1248)
3.71 MB PNG
>>
>>109141368
sex with animals is not ethical, anon
>>
>>109141288
I don't know why this is surprising honestly. Practically every major AI software dev originated from this site or at least posted at some point.
>>
>>109140999
>>
>>109141368
I don't know but she doesn't look impressed.
>>
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>>109141412
She's used to BBC after all, can't blame her
>>
>>109140943
What tool do you use that lets you use a reference photo as an input?
>>
>>109141397
lmaoo
>>
>>109141399
I like to believe 4chan appeals to individuals who value open discussion of ideas above all else.
>>
Those researchers are the ones who saw my supreme kino sovl gens and replied with "Nice."
>>
>>109141279
>In this work, we present the first large-scale measurement study of 4chan’s Adult Requests board
>The Adult Requests board primarily serves as a venue for exchanging AI-generated nudification content. Manual inspection of a random sample of 200 videos confirm that over 98% are AI-generated sexual content
/r/ used to be a decent board. I guess hiromoot got word of this paper and SHUT IT DOWN
>>
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>>109140999
>>
>>109141464
They only sampled /b/
>>
>>109141412
>>109141427
Easy fix
https://files.catbox.moe/82i41h.png
>>
files.catbox. moe/7hcc73. jpg
>>
>>109141485
This one >>109141179 is about /r/
>>
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>>109141307
>the corpos don't need to do ethical training just you the citizens need to be ethical.
Instruction unclear, made 700 000 gpu hours of safety tuning
>>
>>109141498
>files.catbox. moe/7hcc73. jpg
newfag?
>>
>>
File: krea2-637345284.png (2.99 MB, 1824x1248)
2.99 MB PNG
>>
>>109141496
if she's eating while having sex she isn't probably enjoying it much.
>>
So every everyanon who keeps saying plebbit is better for imggen has been officially BTFOd right
>>
>>109141542
I mean, eating good stuff is a pleasure, so that always adds up
>>
>>109141139
these exist, the issue is that youre pushing the model to its limits at some point. and at 100k photographs youre starting to approach the area where it might just be easier to finetune a better arch on booru images instead, not least because its easier to get data for that
>>
I wish the glowies and researchers actually funded 4chan servers as well, it's only fair for such an easy honeypot
>>
>>109141194
Researcher Wellbeing. Researchers involved in this study
were informed in advance that they would be exposed to sexually explicit content as part of the data collection and analysis process. To mitigate potential psychological harm, researchers have access to mental health resources throughout
the study period. And any researcher who feels distressed at
any point can seek support and request a break without any
negative consequences.
>>
>>109141538
Any upscaling or does it come like that out of the model? Sampler/Scheduler?
One of the few krea2 gens I like.
>>
>>109141225
do you get a special label for disruptive shitposter
>>
>>109141595
heh, pussies
>>
>>109141439
you cannot post on reddit without a million hoops and licking jannies feet, it's not for smart people
>>
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>>109141595
I REQUIRE MENTAL HEALTH RESOURCES TO INTERACT WITH
>>
File: debo_k_00032_.png (2.58 MB, 1792x977)
2.58 MB PNG
>>
>>109141602
no upscaling, realism engine v2 lora, prompt by grok

>Boring casual selfie of a 19-year-old Japanese woman with a fit toned body and large breasts. Early 2000s gothic rockabilly fashion: tight black lace-trimmed tank top with a low V-neckline that accentuates her deep cleavage, small black leather jacket, delicate silver cross choker. Long straight jet-black hair, fair porcelain skin, very thin styled brows, striking dark brown eyes with subtle smoky makeup. She playfully frames her chin with her right hand, thumb and index finger forming a gentle L-shape touching her jawline, cheeky vixen smile. Soft natural window light, intimate and slightly sensual mood, cute amateurish make-up and a look that is filled with love.
>>
>>109141518
>muh misuse that will be irrelevant and impossible to prevent in the near future.
God I hate them. Skynet can't come soon enough.
>>
>>109141631
Guess it's the lora, then. Thanks Anon.
>>
>>109141595
>"I saw post calling a gen "cucked" and "retarded""
>"Time for a 2 days break"
And AI researchers dare to say they don't have plum jobs?
>>
>>109141194
>>109141657
Researcher Well-Being. This work required direct engagement with disturbing text content by researchers. The researchers ultimately decided that this exposure was worthwhile and necessary to expand our understanding of the resources employed by these illicit communities. To minimize
researcher exposure to traumatic content, we opted to exclude
image-level analysis, instead analyzing only sample text and
a boolean variable indicating whether or not an image was
included. Researchers also took breaks as needed throughout
the data analysis process.
>>
File: ComfyUI_02628.jpg (1.78 MB, 1500x2000)
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>2606.27234
Oh, so that's why they killed /r/. Probably asked the higher-ups if they wanted to answer questions about their study, which made them shit their pants and burn it all down before others started dropping by to rubberneck.

>>109141356
I think my favorite part of the Krea 2 release so far has been the Chroma-glazer's triumphant return. I hadn't seen him post his Asian foot-fetish content is so long.
>>
>>109141640
I think it's probably better to run lora with krea2 all the time, even at 0.05 str
>>
>>109141680
shes got the perfect claw hand for that popcorn
>>
I was promised nudity with this workflow. I have been lied to.
>>
>>109141700
i think nude works a lot better than naked
>>
>>109141700
https://civitai.red/models/2727829/krea-2-enable-nsfw-prompt-adherence-krea2-nsfw?modelVersionId=3066310
>>
>>109141152
I have loli uncensored even in ideogram...
>>
>>109141686
how you getting expressions? k2 seems to always gimme blank expressions no matter what
>>
>>109141700
sometimes it works sometimes it doesn't.
>>
>>109141709
Same thing.

>>109141719
404.
>>
File: debo_k_00034_.png (2.14 MB, 1792x977)
2.14 MB PNG
>>
>>109141751
>404
you must be british
https://huggingface.co/Beinsezii/Krea-2-Turbo-Projector-Scale-LoRA-Diffusers
>>
>>109141751
you need to be logged in to see nsfw stuff on civit
>>
>>109141733
sure sweety
>>
do you think the researchers are watching us now
>>
>>109141742
>how you getting expressions?
Need to use lora, seemingly any lora
>>
Oh wow, krea can blend styles really good.

>>109141758
I tried that one as well without success, strange.

I'll look around on civitai a bit.
>>
>>109141777
Probably not, they're gooning on the red boards
>>
>>109141680
Those blockshit eyes. Man, I can't believe it. Krea 2 was so close to being the one model but it just falls flat as soon as the camera zooms out .
Please tell me there's a solution to this.
>>
>>109141792
Nothing a little detailer pass can't fix.
>>
>>
File: 020727.png (2.99 MB, 1280x1920)
2.99 MB PNG
promt: muhammad
>>
File: Krea2_Turbo_00044_.png (2.37 MB, 1184x1776)
2.37 MB PNG
>>109141806
the smokey plastic looks good
>>
File: ComfyUI_Krea2__00101_.png (1.82 MB, 1120x1496)
1.82 MB PNG
>>109141700
which exact model are you using?
>>
civitai try not to be down for a day
>>
>>109141832
yeah, it has that cheap and mass produced aesthetic
>>
>>109141838
Standard krea2 turbo.
>>
>>109141595
This my disturbing data for those little goys. YOU LOST THE IRAN WAR
>>
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>>109141846
give me 10 minutes
>>
>>109141838
Please stop im still at the office and I want to wait until im home to jerk off
>>
>>109141782
seems to be down atm.
>>
>>
>>109141768
skill issue?
>>
hey researchers, if you were not generationally incompetent you would be making bank in industry right now not working paycheck to paycheck

Here is to the bottom of the class staying behind to monitor 4chan
>>
File: debo_k_00036_.png (1.98 MB, 1792x977)
1.98 MB PNG
>>109141877
the pursuit of knowledge is a purpose than the pursuit of money
>>
File: debo_k_00037_.png (2.74 MB, 1792x977)
2.74 MB PNG
>>109141888
higher purpose*
fugg
>>
File: ComfyUI_Krea2__00130_.png (3.86 MB, 1256x1672)
3.86 MB PNG
>>109141846
yea use nsfw one. I use civitai.red/models/958009?modelVersionId=3066243 btw
>>
>>109141888
most of the ai knowledge is also coming from google, facebook etc not bottom tier universities who can cope with investigating social impact of ai or whatever waste of time
>>
File: debo_k_00038_.png (2.66 MB, 1792x977)
2.66 MB PNG
>>109141898
google/meta/adobe/etc spend a lot of money funding academic research. sometimes those projects do produce commercially useful outputs, but they also train up the researchers that will go on to become researchers in their corpo labs. research is a giant ecosystem
>>
File: ComfyUI_Krea2__00107_.png (2.1 MB, 1120x1496)
2.1 MB PNG
Good boy!
>>
just made a quick trip to /b/. it's basically 100% CP at this point.
Isn't this what Snake tried to warn us about?
>>
>>109141933
>Snake
who
>>
>>109141931
now do a good goy
>>
>>
krea can do trans porn
/thread
>>
loser nigbo getting his first good paper post since he started spamming here now he thinks hes hot shit fucking kekd
>>
File: ComfyUI_Krea2__00123_.png (2.05 MB, 1256x1672)
2.05 MB PNG
>>109141941
>>
>>109141935
well it wasn't technically Snake
https://www.youtube.com/watch?v=C31XYgr8gp0
>>
>>109141896
It seems I had to use a massive ai prompt, but that model works much better, thanks.
>>
>>109141966
kek. touché.
>>
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199 KB PNG
>>
>>109141967
Who wrote the script for this game, wasn't Kojima. Awesome plot
>>
>>109141993
Kojima and his co-writer Tomokazu Fukushima
>>
>>109142006
wasnt the guy lost somewhere and the whole plot mystery? dont google it and ruin this story with facts
>>
Local Diffusion?
>>
File: ComfyUI_02271.png (2.46 MB, 1920x1080)
2.46 MB PNG
>>109141696
>>109141792
That's just the epoch I was using at the moment. I've been reworking my dataset all week for the new training techniques (noise+depth) so things are softer/noisier than usual because there's no synthetic images included at the moment. I need those to really increase detail because there are no high quality images of Jenny on the internet (trust me, I have them all).

I'm also still on ZIM+ZIT... Comfy looks like a train wreck right now, so I haven't updated in a while.

Thanks for reading my blog!
>>
actually meant to post this one
https://www.youtube.com/watch?v=-gGLvg0n-uY
>>
File: ComfyUI_U_00022__cw.png (2.04 MB, 1144x1736)
2.04 MB PNG
Computer, watermark my a r t for me.
>>
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239 KB PNG
>>109141896
https://image-b2.civitai.com/file/civitai-media-cache/c5105f56-e633-4d91-9d1f-390aab414e24/original
>>
>>109142015
No idea. I am Indian I just looked it up for you.

>>109142020
Metal Gear Diffusion: The Phantom Model
>>
>>109142040
>civitai
wtf?
>>
>>109142040
she seems to be having good time.
>>
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480 KB JPG
Damn, a cucked model.
>>
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546 KB JPG
>>
>>109142029
hmmm, this Jenny does seem somehow more authentic to me now on closer inspection.
I'd say "good work" , but I have to wonder about the mental state of a man who pursues this kind of work.
>>
File: Krea2_00006_.png (1.88 MB, 1280x1280)
1.88 MB PNG
oh im laffin
>>
File: Krea2_00016_.png (1.17 MB, 720x1280)
1.17 MB PNG
I like testing models outside the expected normal subjects, but now I'm starting to regret it.
>>
So what's Krea bad at?
Anime? Because I've seen it make Final Fantasy-like pics and they look pretty good.
>>
>>109142247
it's *okay* at anime. nothing some training and loras can't fix. it's not like you don't already need a lora for everything in anima anyways
>>
>>109142247
It's not particularly bad at anything, but it's also not exceptional at anything. It's a real jack of all trades master of none type model
>>
>>109142263
soooo........ its a foundational model?
>>
>A jack of all trades is a master of none, but oftentimes better than a master of one.
>>
>>109142262
How hard is to train loras for Krea?
>>
>>109142247
shit realism compared to ZIT
shit expressions
censored
slow
ok ip knowledge but 80% there, making the likeness that is there mostly worthless aside from memes
in my experience it trains worse than ZIT too
>>
>>109142267
except that you can't train it since it's turbo distilled
>>
>>109142247
>So what's Krea bad at?
realism and details (because of that retarded VAE)
>>
>>109142278
not sure I haven't tried I think the barrier of entry is a 24gb card but I could be wrong I'm on 12gb so not sure if I can train but it gens perfectly fine for me. anima community will likely stay strong due to low barrier of entry for training.
>>
Prompt variability in Krea 2 also seems even less than with ZiT. I guess it's because it expects you to be very verbose with it. You have to specify every detail so there's a whole lot less of those happy accident moments.
>>
File: 2026-06-26_krea2_36.jpg (1.51 MB, 2160x3840)
1.51 MB JPG
I was definitely going for 'cross eyed' without knowing it myself. Thanks krea.
>>
>>109142294
I am haunted by blockshit eyes
>>
>censored
I can gen full on porn but okay
>>
>>109142302
that's not cross-eyed, you asshole, she looking at >>109142302
>>
File: 1777483442037750.png (2.98 MB, 1928x1088)
2.98 MB PNG
>>109142247
It doesn't really understand certain posing or character positioning and its really bad at making dynamic manga pages or long form text.

>>109142278
You need a 5090, unless you wanna train with shit settings.
People *say* that 12gb is possible but I dont want my lora coming out looking like ass so just spin up the runpod.
>>
so just to get this straight.
If I want to generate a portrait image instead of a landscape image with Comfy Krea 2 I have to invert the weight and height imputs manually by disconnecting them and crossing them over? There is no simpler way to do this?
>>
>>109142340
>It doesn't really understand certain posing or character positioning and its really bad at making dynamic manga pages or long form text.
since it has a cuck filter I'm always pondering whether the poor prompt understanding comes from the model or because the filter did some false positive triggering shit, that's annoying as fuck
>>
>>109142288
>you can't train it since it's turbo distilled
the base krea2 model exist doesnt it? or is even that one untrainable?
>>
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>>109142345
?????
just hook a resolution selector the empty latent and select the proportion / resolution you want
>>
>>109142345
what?
>>
>>109142365
they call it raw and yeah it's trainable, it's not good for much else
>>
>>109142366
>>109142368
Sorry, retard moment, nvm
>>
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19 KB PNG
>>109142295
>I think the barrier of entry is a 24gb card
this is with diffusion-pipe and 1024 resolution
>>
>>109141538
>INT8 ConvRot
I downloaded the model and updated comfy to 0.26 but I am not noticing any time difference, is there something I need to toggle or some kind of node I need to use?
>>
File: 1768306440644245.png (48 KB, 1100x372)
48 KB PNG
anyone trained krea2 with 16gb vram yet?
>>
>>109142386
I mean this doesn't really explain anything. It will use more vram if available.
>>
>>109142397
just set 65% or whatever offload in ai toolkit
>>
Is there a stabilizing node like zit has for very large resolutions for krea2? It's able to handle very high res, but distorts the bodies.
>>
>>109142140
>left aryangram
>right krudea
>>
in dire need of dedicated anal lora
>>
>>109142412
>just set 65% or whatever offload in ai toolkit
and how fucking slow is this going to be?
>>
>>109142415
zit already does 2kx2k natively
>>109142425
i mean you do sleep at some point, 1 or 2 nights depending on the settings
>>
>>109142247
>So what's Krea bad at?
at being efficient, 12b is bloat, Z-image turbo is a 6b model and gives better quality images
>>
>>109142247
>So what's Krea bad at?
it's not very good at anything
>>
Why do people enjoy ZiT when it has so little output diversity?
>>
>this Z-image grifter
nobody wants to use that shite
>>
File: 1774004400173011.png (1.14 MB, 3050x1216)
1.14 MB PNG
bruh, Krea has been overtrained on memes or what? it can spit out the training data just like that
>>
>>109142495
Because you train or use a lora with it that easily adds the diversity
>>
>>109142560
But the lora training is the worst in the industry so its useless. RIP!
>>
>bruh look at all those heckin awesome references and memes in the model haha disregard the shit output but look at all the cool characters it knows
>>
File: factbomb.png (2.05 MB, 1055x1491)
2.05 MB PNG
local is still nowhere near API level
>>
File: file.jpg (1.76 MB, 9332x3334)
1.76 MB JPG
>>109142495
I was expecting Krea 2 to have output diversity too but it's not the case at all
>>
>>109142566
>visual consistency
yes I love people being able to recognize it as gpt yellow tinted slop within seconds, valuable brand recognition
>>
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25 KB PNG
>>109142566
>gpt image
>>
>>109142298
Use Raw. Turbo is obviously rigid like all other distilled models.
>>
>>109142578
why are you posting your ideogram chatlogs?
>>
>>109142495
>Why do people enjoy ZiT when it has so little output diversity?
Prompt for the diversity you damn dirty ape
>>
>>109142495
Because using Base is too hard for them and they already have to wait awhile on their old card so asking them to wait even longer for base to finish is impossible.
>>
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>>109142578
no refund
>>
>>109142561
Zit trains great
>>
>>109142495
the same reason why wai was so "popular", all it takes is like three words to get an average looking image of booba. but it'll never be more than that without loras or empty conditioning on early steps cope.
>>
>it'll never be more than that without loras
that's every local model
>>
>>109142592
Most people either want tranime or realism, ZIT is for realism, ZIB is for nothing. It also trains worse, and has a somewhat melted look. No point in using it.
>>
>>109142495
>ZiT
DiT models are all the same, they won't give you diversity, I miss the unet era, when you go for a prompt on SDXL it'll give you 4 completly different interpretations
>>
>>109142612
>Yes my innie penis will never satisfy a woman
>>
>>109142612
except Anima
>>
The more I use GPT Image the more I realize local is fundamentally lacking in essential technology. No omnimodel, no search tooling, no edit. API is so far ahead, I'm hyped for what China can deliver in the next Seedream model
>>
>>109142615
>It also trains worse, and has a somewhat melted look
With suboptimal settings yes
>>
>another "I don't know how to emulate API functionality on local therefore it does not exist" episode
>>
>another never got a date I guess I'm a dirty homo episode
>>
Has anon messed with the shift value for Krea?
>>
as if dirty homos will ever admit to being dirty homos.
>>
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1.46 MB PNG
this is somebodys life rn
>>
>>109142673
Use caps lock, dummy
>>
>>109142718
me in the back with the fucked up hand
>>
>>109142568
krea is doing that styling with prompting + loras maybe
>>
File: debo_k_00043_.png (2.53 MB, 1792x977)
2.53 MB PNG
>>
File: Krea2_turbo_00277_.png (1.45 MB, 1536x1024)
1.45 MB PNG
>>
>>109141357
problematic nigbo
>>
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336 KB JPG
>>109141150
>>
>>109141430
actually a bunch, but most popular is probably still flux klein, speedy and pretty competent.
>>
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673 KB PNG
>>
File: phone home.png (1.72 MB, 992x1552)
1.72 MB PNG
>>109143000
people forget that black forest labs actually sells klein as a SAAS product so it's not like they're just giving away some shit they don't think is good.

Klein is made for editing and fast iteration.
>>
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2.71 MB PNG
>>
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277 KB JPG
>>
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375 KB JPG
>>
>>109141186
>SNEACI
Who the fuck gets paid to invent retarded LGBTQIOABBQ+ tier bullshit jargon like this?
>>
>>109143126
Me. Clever isn't it?
>>
File: ComfyUI_0099.png (1.6 MB, 1024x1024)
1.6 MB PNG
>>
>>109142566
>GPT Image |X| Not local
>Can't prompt or train to your heart's content

why is the biggest con missing from that image?
>>
File: file.png (3.06 MB, 1088x1928)
3.06 MB PNG
eyes looking rough
>>
bout that time I have to nuke my ComfyUI installation and copy+paste commands from Grok to make krea 2 work. If only I was tech literate. Fucking python conflicts on this fedora
>>
>>109143200
>tech literate
>has to copy paste commands from grok
you're doing a good job, little buddy
>>
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830 KB JPG
>>109141186
>>109141194
>>109143126
>>
File: 2026-06-27_krea2_01.jpg (2.04 MB, 2160x3840)
2.04 MB JPG
>>109143184
That a LoRA?
>>
File: 1782514517789412_.png (2.04 MB, 942x1670)
2.04 MB PNG
>>109143184
fixed the eyes for you
>>
File: file.png (2.72 MB, 1088x1928)
2.72 MB PNG
https://photos.google.com/share/AF1QipNIONmNur4qtfMg7ar2MD5z-1opZQBBzoefJfVEAKLyjwmU-wOphoVyyUuKK6gcWA?key=VC0zX0ZUd0diQUJpTWRxYThBelA5QWNQc3EzT3p3

krea2 knows ball


>>109143224
yes, not quite satisfied yet

>>109143242
based
>>
File: debo_k_00056_.png (2.63 MB, 1792x977)
2.63 MB PNG
>>
>>109143251
man some of these shouldn't even be on there due to insanely inaccurate they look. Like look at lorde that looks literally nothing like her.
>>
krea2 is too fucking good bros. :) hope to god some man of culture is cooking character loras from senran kagura, ikkitosen, rayman origins, isekai Meikyuu de Harem wo, vermeil, freezing, final fantasy, queen's blade and nekopara.
>>
File: 74908511.png (2.57 MB, 1152x1536)
2.57 MB PNG
prompt: 4chan chud
>>
>>109143280
wow, i'm just like a 4chan chud; i'm bricked up
>>
File: ComfyUI_Krea2__00020_.png (1.41 MB, 1088x1448)
1.41 MB PNG
>>
>>109143266
nobody is touching this model, it's dead-on-arrival just like ideogram. stopgap filler without edit capabilities
>>
>>109143293
nobody is touching you and I'm not on here crying about it
>>
>>109143256
slop
>>
File: debo_k_00057_.png (2.66 MB, 1792x977)
2.66 MB PNG
>>109143302
make a better space gen (you won't)
>>
File: KreasComparison.png (3.61 MB, 2048x1024)
3.61 MB PNG
Krea 2 is a model that's the exact same number of parameters as the original Flux.1 Krea, but with an objectively worse VAE and largely worse out of the box photographic realism. I really don't get the hype at all. Sure the Turbo version is faster than OG Krea which was only guidance-distilled as opposed to step-distilled, but like a lot of models have Turbos now so that's not exactly a selling point IMO.
>>
>>109143200
Are you sure your 'venv' is correct, I mean you need to use a venv. Your distro name or version doesn't matter
>>
>>109143200
This isn't a problem on Nixos
>>
File: ComfyUI_Krea_2_00220_.jpg (3.02 MB, 2048x1800)
3.02 MB JPG
>>
>>109143392
localkeks are desperate for scraps after months of zero progress. they will gladly gobble up whatever slop is put before them. krea 2 offers nothing new yet people are so starved for content they delude themselves into thinking this is somehow a revolutionary new model when it's literally a flux.1 reskin but worse.
>>
>>109143435
pretty sure it's at most a handful of the same shills
>>
File: POMY.gif (3.04 MB, 300x279)
3.04 MB GIF
After a system update on arch, comfy started hanging so I finally git pulled. For some reasons it started asking for nvidia drivers despite me using an amd card with rocm
>>
>>109143392
what about generation time? if Krea 1 is slow, then Krea 2 wins
>>
File: ComfyUI_Krea_2_00224_.jpg (2.69 MB, 2048x1800)
2.69 MB JPG
>>109143392
Idk anon, maybe try prompting original Krea for anime, or anything challenging? Krea 1 had very limited understanding of anatomy because it was significantly more censored, plus it also knew far less styles out of the box.
>>
>>109143251
posted this link on shitcord and it got removed because redditor thought it was a virus
>>
>>109143435
nah. krea2 is a serious game changer for local open source image gen. it's nanobana pro levels of visual fidelity and text generation.
>>
>>109143200
why are you on /g/
>>
>>109143452
Perhaps read the installation instructions on their github page.
>>
>>109143502
It's worse at text than Ideogram. It has worse overall prompt adherence than nearly all other recent models. It's also rather poor at realism out of the box.
>>
File: 1781852168300193.jpg (207 KB, 768x1024)
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something went wrong but at the same time i don’t hate how it turned out
>>
>>109143502
What do you use to uncensor?
>>
>>109143461
how is Krea 2 is so "uncensored" exactly compared to anything else recent in a way that matters?. If you mean it can do booba and nips out of the box literally no one cares, so can fucking Klein 4B Distilled even:
https://files.catbox.moe/voubcn.png
>>
File: Untitled.png (1.01 MB, 540x953)
1.01 MB PNG
>>109143251
a lot of these are awful lmao, his head is like uniformly bigger on the left side for some reason
>>
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1.52 MB JPG
>>109143502
Is that krea? Can I get a catbox/workflow?
>>
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holy fuckin KEK
>>
>>109143251
for real not going to lie not clicking on that link bro
>>
>>109143565
it's a gallery of celeb headshot attempts by Krea 2
>>
>>109143502
>>109143502
If some anon with proxy access to a corpo GPU asked you where he should train his illustration lora, would you tell him Anima or Krea2?
>>
>>109143565
retard
>>
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639 KB PNG
>>109143512
another one from the same batch
>>
>>109143568
Yeah joking aside, that's a great resource for their lawyers. Expect something to happen in few weeks.
>>
File: ComfyUI_Krea_2_00228_.jpg (2.23 MB, 2048x1800)
2.23 MB JPG
>>109143538
It knows anime, manga, realism coherently and way more converged because the base model can do vaginas after some re-alignment hacks. That aside, if you prompt Klein for something more complex like
https://files.catbox.moe/z6axb5.png
or
https://files.catbox.moe/9rqlck.png

or anything involving any kind of complex smut in any modality E.G.
https://files.catbox.moe/6ew6bm.png

It probably won't succeed. Check Klein's understanding of anatomy. Check every new model's understanding across all domains, than you will see why Krea 2 simply is superior.
>>
File: Krea2-_00242_.jpg (1002 KB, 2368x1776)
1002 KB JPG
>>
god i cant wait for my 64gb of ram to come in so i will have a total of 80gb. i can offload all the experts on qwen3.6 35b a3b and use comfy ui on my 4070 with qwen and not rely on the slow ass generation of my 1060 anymore.
>>
>>109143599
That's a great feeling isn't it
>>
File: ComfyUI_Krea_2_00231_.jpg (2.52 MB, 2048x1800)
2.52 MB JPG
>>109143597
Is there room for improvement? Yes, but this is good enough, also in this model, because styles by default vary so widely, the amounts of slop also vary a bit. It will all be fixed with a finetune.
>>
>>109143598
I want to climb those legs
>>
>>109143538
Klein generates body horror for anything that isn't a portrait or standing position.
>>
File: ComfyUI_Krea_2_00232_.jpg (2.46 MB, 2048x1800)
2.46 MB JPG
>>109143625
Same prompt. Even with this realism LoRA, anime and all the modalities it knows are still strong. The model has been trained so well it knows how to blend all the three things together when asked.
>>
>>109143609
it will be. monday is the day. kinda wish i went the whole 128gb route but paying $300 for 2 sticks of 32gb ddr4 already felt like ass rape. idk if i want to get a v100 32gb card next for $700 or just take the ass rape again for the other 2 sticks of 32gb ddr4 ram.
>>
>>109143635
She won't allow it
>>
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Oh no, he is still in hospital..!
>>
>>109143683
I'VE JUST PURCHASED THE REQUIRED $40K WORTH OF GOOGLE PLAY CARDS TELL ME WHERE TO SEND THEM BRAD
>>
>>109142436
Ostris has a lot of bugs that the author refused to fixed even when users made solutions for them. It shouldn't be this slow.
>>
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419 KB JPG
>>
>>109143599
>>109143652
Did the blog factory explode
>>
>>109143518
i use that 160 byte lora that was shared around here but it fucks with the photorealism skin texture and prompt adherence . pic related wasn't gen with it.
>>109143569
i would beg him to use krea2. anima is a dead-end model for vramlets.
>>109143562
it's krea2 and using wan2gp. there is no workflow. use the uncensored 160byte lora plus my lunafreya lora
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>>109143597
Klein recreated the Yoga ladies easily from a Gemini recaption of the original pic lol
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>>109143636
Only giga ESLs who don't know how to write prompts in non-broken English (or at least how to ask LLMs to do it for them) think this
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>>109143714
yeee
thanks for reading mine
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>>109143726
Lol
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>>109143562
here is the lora. https://gofile.io/d/CRsvct
here is the catbox but its made with wan2gp: https://files.catbox.moe/ng6am2.png
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File: 4545645121221].jpg (839 KB, 3162x2136)
839 KB JPG
>>109143597
Btw, Klein is absolutely abysmal for styles. It was a joke compared to Flux.2 (32B) for painting/anime styles. I don't just mean bad, but I mean Flux.1 bad at so many of them that the model was DOA for anything not photorealism.

>>109143719
Interesting result, Klein usually gave me body horror for multiple women facing the camera, missing fingers etc... still not as good on average as Krea though, too many melty looking toes, though it's a touch more realistic because its VAE just happens to be superior.
>>
And here's the yoga-watching girl one on Klein (or at least I assume the original pic actually intended for her to be watching the laptop screen, which makes way more sense)
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>>109143792
that's not true at all lmao, Klein is quite good at styles, it's nothing like Flux.1 at all. (Assuming we're not talking about muh named artists which NO model knows "well" frankly unless it's a finetune like Anima or whatever.)

Also last recreation here, the asian clone girls
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>>109143837
>>109143837
>>109143837
>>109143837
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>>109143841
What a lousy bake. You truly are blind and stupid.
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File: 1754938805679403.jpg (608 KB, 1024x1536)
608 KB JPG
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>>109143106
I like this Miku
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>>109141439
>I like to believe 4chan appeals to individuals who value open discussion of ideas above all else.
Not really.
I have a hard time getting people to actually post sources for their claims. I've been on 4chan for years and getting people to act intellectually honest is nearly impossible in some discussions. might be a /pol/ thing to some extent but i see it on other boards too.

>>109141614
I'd say its just the barrier to entry on reddit is lower. most normies dont like being insulted over trivial things or some of the more negative aspects of 4chan.

people exaggerate how bad the janitors are on reddit. its probably better for discussion in a lot of areas than here.
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>>109143926
>I have a hard time getting people to actually post sources for their claims.
This problem is worse on reddit. Posting sources (even legit sources) on reddit will get you banned.

>most normies dont like being insulted over trivial things
This problem is an order of magnitude worse on reddit.



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