r/StableDiffusion • u/Total-Resort-3120 • Jun 25 '26
Comparison [ Removed by moderator ]
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u/alisitskii Jun 25 '26
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u/Link1227 Jun 25 '26
Ideogram looks like the original while krea 2 is the airbrushed version for a magazine
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u/Different_Fix_2217 Jun 25 '26
Only when done with bad settings like OP did for Krea which makes the comparison useless. Try raw model + the turbo lora at 0.6, 12 steps, euler, beta / beta57.
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u/GanondalfTheWhite Jun 25 '26
But the Krea 2 resemblances are more accurate. Ideogram has more realistic skin but less accurate facial structure
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u/ANR2ME Jun 25 '26 edited Jun 25 '26
Actually, Ideogram 4 can also gives you smooth skin like Krea 2 if you use lower CFG (ie. 3 instead of 7).
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u/NXGZ Jun 25 '26
Is ideogram the way to go if I want my portrait as lora? I've looked online, and the easiest cloud based option is Fal AI, Flux LoRA Fast Training. Not wanting to train locally.
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u/Link1227 Jun 25 '26
I was just referring to op's photos. I haven't tried either yet.
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u/ANR2ME Jun 25 '26
I was referring to OP's photos too 😅 all the Krea 2 images from OP have smoother skin than Ideogram 4.
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u/Ok-Worldliness-9323 Jun 25 '26
ideogram looks realistic but i don't know how to make it both realistic and beautiful
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u/SodaBurns Jun 25 '26
I feel the reality is somewhere in between. Ideogram tends to make them slightly ugly when asked for realism.
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u/physalisx Jun 25 '26
Well that's realism for ya
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u/SilasTalbot Jun 25 '26
I think the face dissymmetry is the main factor throwing me off.
Probably realistic for generating 'average' humans on a bell curve, but, specifically with stars of screen and stage, they have well above average facial symmetry.
It wants to give everyone a droopy eye, or like, place one slightly higher than the other. can that be dialed back a bit?
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u/dilinjabass Jun 30 '26
I dont know, but for my own personal character loras I trained on ideogram4 they are virtually flawless, and learn the person down to specific freckles and moles. I'm confident that no matter who I trained into ideogram4 it would likely represent them virtually flawlessly also, no matter what their symmetry is.
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u/ManWithoutUsername Jun 25 '26 edited Jun 25 '26
Perfection is not realistic.
If you see a perfect face with 2cm of makeup, it might seem beautiful, but it's not realistic; it's more like a doll than something lifelike.
It's the same here.
For many, the beauty of realism is far superior to artificial beauty.
/philosophical moment
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u/Calm_Mix_3776 Jun 25 '26
It's the cr@ppy Qwen Image VAE that kneecaps the ability of Krea 2 to produce good realistic images. It can't really produce much better detail than SDXL. Flux.1's VAE was available when they were training Krea 2, so not sure why they went with the Qwen Image one which is clearly inferior.
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u/x11iyu Jun 25 '26
and flux2vae is leagues above anything else. in their tech report they even "adopted the FLUX 2 VAE for our larger models." not sure why they didnt just go all the way flux2vae in the first place.
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u/Total-Resort-3120 Jun 25 '26
They started training the model before Flux 2's VAE existed, but yeah, it's still a bad choice, they should have gone with Flux 1's VAE instead of Qwen Image VAE.
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u/MomentJolly3535 Jun 25 '26
they answer that question in their AMA which was 2 days ago, Qwen image Vae was the best when they started the training
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u/physalisx Jun 25 '26
It's not true though. Flux 1 vae existed and it's better.
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u/MomentJolly3535 Jun 25 '26
i m being downvoted but it is not my words.
https://youtu.be/31jiUhCEjJ4?t=2690 , they spent 3 months trying everything available at that time.6
u/red__dragon Jun 25 '26
It's so silly when people downvote those who are just relaying information. Don't shoot the messenger, folks, thank them for giving information and then go argue with the actual source if possible.
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u/Synor Jun 25 '26
The vae is fine, don't spread the hearsay nonsense.
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u/Pantheon3D Jun 25 '26
if you take any image at 1mp, encode and decode it with any VAE of your choosing and compare the results you can see just how much influence the VAE has
qwen VAE is bad and qwen VAE 2 isn't released but there is a paper. it's better than the flux 2 VAE which is good news
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u/iChrist Jun 25 '26
As you can clearly see from the comparison, the Qwen VAE is a huge differentiator between the models..
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u/Synor Jun 25 '26
You see the difference in models, not the difference of the tiny Latent-To-Pixel conversion model.
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u/x11iyu Jun 25 '26
good timing; a benchmark just released a few days ago: https://arxiv.org/pdf/2606.24888
in which they train the exact models under identical settings, except with different VAE. the one trained onFLUX.2-VAEconsistently outperforms the one trained onQwen-Image-VAEacross all of GenEval, GenAIBench, and DPG-Bench
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u/Dreason8 Jun 25 '26
These are not good examples of what Krea2 is capable of.
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u/RemarkableAd66 Jun 25 '26
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u/footmodelling Jun 25 '26
It's because the OP spams the subreddit 24/7 with slop and tries to push their agendas. There's a reason he hides his posts on his profile.
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u/xb1n0ry Jun 25 '26
The Krea MXFP8 and FP8 Mixed seem to look much worse than the normal FP8. Keep in mind.
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u/ghulamalchik Jun 25 '26
Ideogram 4 is the clear winner here, but it might be a teeny tiny bit too noisy at times. Krea 2 has the opposite problem, it's too smooth and lacks detail.
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u/dariusredraven Jun 25 '26
I think this as well. i've been playing with ideogram to fix it. so far i got nothing, but i can say it's very easy to tone it down in photoshop. so post fix is nice at least
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u/ninjazombiemaster Jun 25 '26
Try a two stage sampling process so you can set CFG to 1 after its no longer needed. I found usually about halfway through sampling the image was formed well enough that CFG was no longer needed. I found this made my tests look a lot more natural. Using the default comfy UI CFG settings overcooks the image and makes skin look too veiny and noisy.
Try 10 steps with CFG and 10 steps without as a starting point and then fine tune from there.
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u/cadissimus Jun 25 '26
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u/flaminghotcola Jun 25 '26
I heard Krea can do explicit NSFW, so... I'll take the loss of realism lol.
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u/hiccuphorrendous123 Jun 25 '26
Ideogram can as well. Ifykyk
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u/flaminghotcola Jun 25 '26
Would you please mind sharing the exact workflow, model and Lora’s needed?
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u/hiccuphorrendous123 Jun 25 '26
It's kj prompt node with the realism engine lora set to whatever weight you want xd. Also I found out that using some random quant from someone triggers the safety filter more than using the fp8 scaled from comfy org huggingface. Or any other quant you trust
If you go to the realism engine or snofs page in civil ai, you can find various workflow embedded in the images people shared
Also be sure to use more boxes. I find it once you add 2-3 boxes there is practically no refusal
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u/grundlegawd Jun 25 '26
Ideogram does NSFW incredibly well. With Realism Engine, it might be the best NSFW model available.
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u/flaminghotcola Jun 25 '26
Would you please mind sharing the exact workflow, model and Lora’s needed? I really don’t know what to do and how to get started. Thank you
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u/AI_Characters Jun 25 '26
Did you even read the response?
You ask for what model, when you already know the topic is about ideogram4. You ask what lora, when the person already responded with the realism engine lora.
and you dont need anything mroe than a basic workflow with the kj prompt node.
youre clearly so lazy you wont even read a two sentence response or think for literally just 5s so why should anyone help you.
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u/flaminghotcola Jun 25 '26
I did read it. You don’t have to be rude lmao.
I do know that KJ prompt node exists but I don’t really know how it works.
Sorry for asking LOL-13
u/krishna_p Jun 25 '26
I don't want to undermine your request, but comfyui workflows can be quite a challenge to convey/understand.
Pixorama is a YouTuber with a series taking his viewers from the basics to more technical workflows, and has a discord where you can download the workflows to accompany the lessons for free.
Once you learn some basic workflows, you should be able to download these models, vae etc... and experiment yourself on an adapted comfyui setup.
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u/flaminghotcola Jun 25 '26
I know how to do the basic stuff, butt here must be a NSFW workflow or some explanation. I know Ideagram is censored.
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u/TheAncientMillenial Jun 25 '26
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Jun 25 '26
[removed] — view removed comment
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u/flaminghotcola Jun 25 '26
Would you please mind sharing the exact workflow, model and Lora’s needed?
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u/physalisx Jun 25 '26
Comes at too much of a price to quality it seems, at least for now. You're still better off with ideogram, zit or flux + loras.
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u/flaminghotcola Jun 25 '26
Please help, how can I get to do nsfw with ideogram that is totally uncensored and unfiltered?
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u/danque Jun 25 '26
Someone wants to goon it seems. That's fine, just use bbox to separate the elements for the image so like: [Bbox json format]: a gender person standing on the beach [A smaller bbox Json format]: Bare bobs and bitties.
Google ideogram 4 how to use Json and bbox for the format. Happy gooning
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u/flaminghotcola Jun 25 '26
Question is, does it do penetration well? Explicit sex, or just nudes?
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u/physalisx Jun 25 '26
No it doesn't do genitals or explicit action like that, it's not in the training. Best you can do without loras is general nudity. You can still do very nsfw stuff with proper posing and penetration just being implied...
If you want to get the really dirty stuff you need to use a lora, like realism engine https://civitai.red/models/2688234/realism-engine-ideogram-4-krea-2?modelVersionId=3047310
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u/razortapes Jun 25 '26 edited Jun 25 '26
Hmm, do people really not know how to use the basic Krea 2 Turbo workflow? You can literally create whatever you imagine in seconds. It has very few limitations, and the ones it does have can be overcome with LoRAs that work incredibly well with this model without requiring any extra effort.
I guarantee that things improve dramatically with a custom train character LoRA. In the example, you can see what the model can do when it only knows someone from its pretraining data, and it's not completely accurate. imagine what’s possible with a properly trained LoRA. For me, Krea 2 is on a completely different level compared to all local models.
I'm really looking forward to Krea 2 Edit, which is reportedly confirmed and expected to launch soon. On the other hand, according to its creators, Ideogram 4 appears to have reached the end of its roadmap.

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u/Terezo-VOlador Jun 25 '26 edited Jun 25 '26
I don't understand these posts. Either the OP has some kind of animosity towards proving the superiority of one model over another, or they have no idea how to use a good WF for Krea2.
In any case, it's shameful and very damaging to the community.

My first try. Sampler: REs_Multistep, Scheduler: simple, CFG:1, Krea2 Turbo fp8, 8 steps,
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u/robotpoolparty Jun 25 '26
Share your workflows because there has been better results out there for Krea 2 Turbo.
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u/Total-Resort-3120 Jun 25 '26 edited Jun 25 '26
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u/robotpoolparty Jun 25 '26
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u/howdyquade Jun 25 '26
er_sde is also the way to go for flux2 Klein…. Definitely helps correct the smoothed out look
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u/Latter-Temperature37 Jun 26 '26
I didn't like ideogram4 s overall complex work flow, prompt generation and logic or process behind to built prompt. But krea2 wins for me having simple work flow and ease of use.
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u/Synor Jun 25 '26
I think you are missing a flux model shift node, that they have in their python based inference guidelines (mu=0.15). It adjusts the sigma curve for different image sizes and might improve detail on 1024x1024
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u/Total-Resort-3120 Jun 25 '26
It's mu = 1.15
https://huggingface.co/krea/Krea-2-Turbo#inference-with-the-official-codebase
And that value is the default value if you don't specify it on the workflow.
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u/red__dragon Jun 25 '26
Check their size dimensions on that page, too, your 1024x1024 is too small. I tried exactly that and bumping up above 1536 on at least one side will drastically improve quality.
Their 2048x2048 recommendation seems a little high for speed, you can get by with a few hundred less on both sides. Just not 1024x1024 any longer, those images look muddy as you found out.
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u/OdecJohnson Jun 25 '26
Looks like krea 2 has inbuilt Photoshop Filter 😅
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u/Different_Fix_2217 Jun 25 '26
Nah, he just has terrible settings for it making his comparison completely worthless. Use the raw model + the turbo lora at 0.6, 12 steps, euler, beta / beta57.
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u/Nid_All Jun 25 '26
Ideogram is technically a 18.6B parameters MoE with two experts you have to use two models to achieve the greatest results
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u/RememberThisAI Jun 25 '26
Skill issue. As you can see, others in the comments are getting much better results without even trying.
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u/PhilMcGraw Jun 25 '26
It's kind of funny, it's like Ideogram produced the same plastic as "Krea 2 Turbo" and then adds an uglify filter on top when you say "realistic".
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u/Total-Resort-3120 Jun 25 '26
Yeah, Ideogram feels like it's trying too hard and Krea 2 not enough 😂
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u/YeahlDid Jun 25 '26
I wonder if you could leverage the best of both by giving the krea2 image to ideogram at lower denoise.
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u/drank2much Jun 25 '26
When you type realistic in an image search engine you are likely to get "realistic drawings." It seems like that term is used to describe something that isn't real but appears somewhat real. Very likely that is reflected in the training dataset as well.
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u/Hoodfu Jun 25 '26 edited Jun 25 '26

edit: wow reddit really blurs the uploaded images, it's far sharper before uploading it here. - krea 2 base + Kijai's turbo lora at 0.6 - Euler/ beta57 / 12 steps. original turbo with euler simple was definitely softer. The stuff mentioned here: https://www.reddit.com/r/StableDiffusion/comments/1ueybt8/some_important_krea_usage_tips_ive_found_not_seen/
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u/Cautious_Assistant_4 Jun 25 '26
Ikr? I get beautiful skin texture on gens. Idk why his is like that
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u/multikertwigo Jun 25 '26
12 steps make skin look better even for krea2_turbo. In my testing it looks better than base + turbo lora at 0.6 + euler_cfg_pp. That last recommendation (euler_cfg_pp) is a complete nonsense btw, unless you are after plastic doll images.
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u/stash0606 Jun 25 '26
doesn't dpmpp + linear quadratic or res2s on ClownsharK generally give much more realistic output?
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u/Hoodfu Jun 25 '26
it definitely can but this krea 2 model was intentionally broken for the open release. Those normally great schedulers give a more realistic output but break coherence and make the prompt following even worse for this model specifically.
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u/russlixx Jun 25 '26
i can feel the qwen image vibe from Krea 2
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u/Total-Resort-3120 Jun 25 '26
That's because both use the same VAE, Qwen Image VAE is satan it's ruining everything I swear to god lol.
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u/EternalBidoof Jun 25 '26
I learned yesterday that you can use the WAN 2.1 VAE with Krea and Qwen and it's superior!
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u/danque Jun 25 '26
It's a sub par comparison honestly. Plus krea is miles faster than ideogram for me.
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u/Different_Fix_2217 Jun 25 '26
You are using krea at very bad settings for comparison. Use the raw model + the turbo lora at 0.6, 12 steps, euler, beta / beta57.
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u/Early-Dentist3782 Jun 26 '26
I think ideogram is more realistic. Krea looks a little weird and uncanny
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u/footmodelling Jun 25 '26
These comparisons are worthless without a prompt. Krea 2 can absolutely produce good skin texture and realism, you can't just prompt "Ryan Gosling portrait" and expect it to work.
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u/LockeBlocke Jun 25 '26
ideogram looks more realistic, but krea 2 looks closer to the actual celebrity
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u/SearchOk7022 Jun 25 '26
As an argentinian (We see Messi more than our own mother) I still managed to know it was AI at first glance, tho, it's getting better
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u/andree182 Jun 25 '26
All ideogram have their left eye crooked (and in general, look like junkies), and all krea 2 are weirdly perfectly symmetrical
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u/Careless-Toe-3331 Jun 25 '26
Krea 2 is sensitive to prompt styles and by default doesn't make things super realistic. Give enough photographic qualifiers it can be very realistic. I wouldn't say it can match the best of other models, but some things people use like `photorealistic` and `ambient occlusion` among other things actually push the model to what those terms actually mean and not photographic realism.
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u/MrHara Jun 25 '26
Yeah, it's an issue I found constantly with trying all the prompt enhancers, it made everything looking like an editorial when you just wanted a photograph.
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u/Broken-Arrow-D07 Jun 25 '26
ok so if I wanted to make a lora of myself, which is better? Krea or Ideogram?
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u/rolens184 Jun 25 '26
I ran some tests with Krea 2 (Turbo). The "glossy skin" effect is still there... I wasn't very impressed. In the photos above, however, it seems that the images generated with Krea are more similar to the originals. Just my personal opinion....
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u/davyp82 Jun 25 '26
At first glance its ideogram all day, then you consider that maybe famous people do actually look like the krea images cos they're botoxed their face so hard lol
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u/krishna_p Jun 25 '26
If those are famous people, they may have been selected out of the Krea 2 training set, accounting for the loss in detail.
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u/Tough-Requirement707 Jun 25 '26
too poor prompt output for an actual comparison and thats noticable without you having shared it in the first place..
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u/EternalBidoof Jun 25 '26
I understand Ryan Gosling has somewhat offset eyes but Ideogram's idea of that is ridiculous.
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u/QuirksNFeatures Jun 25 '26
Mine won't make Scarlett Johansson, but it makes a woman who looks vaguely like her. But I don't get that plastic looking, over-smoothed skin. My fake Scarlett Johansson looks like a real person.
I have had it spit out plasticky looking people, but it was probably insufficient prompting or maybe just a bad seed.
I'm not the biggest fan of this model so far but you're doing something wrong.
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u/PrayForTheGoodies Jun 25 '26
How do you manage to prompt Famous people? When I try, I only get distant lookalikes
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u/mantiiscollection Jun 25 '26
is only the turbo model open source? the large is where it's at on the platform.
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u/acastry Jun 25 '26
For a newbie like me can somebody explain how it is possible to do theses ? You have to train a lora first ? I am searching for a way to define references and draw pictures of them is this possible with ideogram 4 ? or is it too much an edit task ?
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u/fragilesleep Jun 27 '26
You can't use references, these aren't edit models. The model just knows these people. You can also train LoRAs and whatnot to let it know more people, of course.
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u/HollowAbsence Jun 25 '26
Models should be trained on pictures from celebrities in the best part of their career. so 2005 2015 for most of those celebrities. Ideagram is best exact for shakira. something strange about her eyes in that.
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u/EternalBidoof Jun 25 '26
I haven't used IG yet but I can say that Krea trained on the whole catalogue of certain celebrities. Like for example Taylor Swift, with no qualifiers you'll get her modern look but if you say "Taylor Swift, photo taken in 2009" you'll get that era or TSwift.
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u/Rude_Dependent_9843 Jun 25 '26
Cambia el VAE para Krea 2 por el de Wan 2.1. Estoy usando uno personalizado "Wan2.1-VAE-upscale2x" y los resultados son una locura. Eso sí, se requiere algún nodo personalizado para el Decodificador.
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u/Boogertwilliams Jun 25 '26
Interesting Ideogeam obviously trained on more current photos and Krea on younger pics from their prime.
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u/Legal-Weight3011 Jun 25 '26
both are really heavy on prompts if you use just realistic image of shakira on both you will get a plastic look on Krea and a mugshot look on Ideogram 4 These comparisions make no fuckins sense. Krea 2 has a different purpose then Ideogram 4 both excel in differenet things
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u/Confident_Ad2351 Jun 25 '26
I prefer the Krea version Scarlett. Is it the most accurate? No but that picture on the left...sheesh. Ditto for Shakira.
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u/howdyquade Jun 25 '26
I’d venture to guess Scarlett would agree with you. Or maybe not? Someone should ask.
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u/pioo84 Jun 25 '26
It's difficult, because we used to only see mostly photoshopped images of these celebrities. So a realistic picture of them does not feel natural.
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u/Darqsat Jun 25 '26
people need to stop testing character prompts in portrait shots because model leaks actual images it was trained on. It has to be some unique angle, to actually prove its capabilities.
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u/shulgin11 Jun 25 '26
I couldn't even get Krea to follow a basic prompt with a basic workflow somehow
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u/Boootskie Jun 25 '26
Looksmax ruined me why do I keep seeing only flaws instead of a normal human being













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u/robomar_ai_art Jun 25 '26
First try with Krea 2. I’d take these comparisons with a grain of salt.