116 pointsby DSembaJun 22, 2026

11 Comments

teroshanJun 22, 2026
Unrelated but when I read inpainting and Moebius I was scared it was related and using the art of the great Jean Giraud [0] a.k.a. Moebius

https://characterdesignreferences.com/artist-of-the-week-3/m...

[0] https://en.wikipedia.org/wiki/Jean_Giraud

coldteaJun 22, 2026
Scared why?
teroshanJun 22, 2026
Scared for the same reason I found last year's 'Ghibli filter' craze upsetting, I would have personally hated to have seen this artist's legacy used for promoting AI image generation.
TeMPOraLJun 22, 2026
In case that happened then the rest of the world would probably appreciate the art, and a subset of it, the artist (and even a small subset of ~whole Internet-connected population is a lot of people). Some silver lining, perhaps.
solid_fuelJun 22, 2026
> In case that happened then the rest of the world would probably appreciate the art

What art?

We’re talking about generated pictures, aka slop, not art made by a real human.

And I don’t know if you’ve been paying attention but people seem to be pretty tired of the slop. I don’t think it would be appreciated nearly as much as you think.

TeMPOraLJun 22, 2026
This definition of "slop" doesn't cut reality just quite at the joints.

People are tired of marketing. AI generated slop people are annoyed with, is garbage produced for marketing reasons, and it's distinctly noticeable precisely because all the bottom-feeder marketing houses switched to using it. But it's not the AI itself that's the problem here. Slop was here before, but it was made with cheap protein-based image generators. Silicon-based generators are just cheaper.

N_LensJun 22, 2026
The gallery of their samples is pretty impressive!
NooneAtAll3Jun 22, 2026
I don't understand. Is it available somewhere to try or is it just an ad?
owebmasterJun 22, 2026
Yeah it's great but how do I use it?

Edit: I think I found it https://huggingface.co/hustvl/Moebius

K0INJun 22, 2026
with this size we could have a interaactive web demo.
james2doyleJun 22, 2026
epolanskiJun 22, 2026
What is the current SOTA for impainting?

I have a potential project for my e-commerce where I want to allow users to upload images of their house exteriors and impaint awnings.

vunderbaJun 22, 2026
Proprietary? Either gpt-image-2 or NB2.

I have an example of interior decorating inpainting where I replaced a large floor-to-ceiling window with a mirror, and the result was pretty impressive using NB Pro from nearly a year ago.

https://imgpb.com/ZXkiXV

Locally hostable? For my money I'd argue Flux.2 Klein but Qwen-Edit still puts in the work.

IAmGraydonJun 22, 2026
As far as I know, gpt-image-2 doesn't even let you define a mask unless you've already run it through one iteration, and once you do define the mask, it just ignores it 90% of the time. It's utterly useless for inpainting. Also, this and other proprietary models are severely limited in their output resolution.

I do agree, however, that the Flux2 family is the SoTA at the moment. Running locally via something like Comfy gets incredible results.

CharlesWJun 22, 2026
NB2 means "Nano Banana 2", a Google image generation model. https://blog.google/innovation-and-ai/technology/ai/nano-ban...
BoredPositronJun 22, 2026
flux klein with LoRa. GPT image and nano often produce high frequency artifacts when editing.
TeMPOraLJun 22, 2026
Awnings, if I understand correctly (I just learned this word right now), are purely additive attachments to structure exteriors - so perhaps they wouldn't necessarily need a full inpainting model? Wouldn't it be enough to estimate an affine transform for a quad and blend the image of awning directly (and the same with shadow map to fake shade)? Is classical photogrammetry up to such task these days?
jdiffJun 22, 2026
I'm quite perplexed by this comment. If I'm understanding you correctly, sure, what you describe is possible through significantly more effort, orchestration, and source photos. Or we can grab one still image and throw an inpainting model at it.
zb3Jun 22, 2026
1) What are RAM requirements?

2) If these are reasonable, a WebGPU demo would be great..

delis-thumbs-7eJun 22, 2026
This is the useful AI stuf. There’s so many usecases this makes possible.
doctorpanglossJun 22, 2026
how many times have you edited a photo you took on your phone in the last 7 days?
dogomaticJun 22, 2026
Personally, about 9 times. Would be higher if it was even easier and cheaper
stusmallJun 22, 2026
I think 3? I feel like that's often enough. Sometimes it's nice to do a quick dumb ass gag on a whim. If I am anything I am a man who loves a dumb ass gag.
TeMPOraLJun 22, 2026
Half a dozen at least.

(I'm counting only times I used generative editing options in my Galaxy phone - if I were to take your question literally, it would be "at least once every other day", simply due to rotating and cropping.)

GL26Jun 22, 2026
Could this run locally on a smartphone ?
raszJun 22, 2026
It sure has a thing for chins, jaws and removing weight, looksmaxing build in.
gsprJun 22, 2026
Nitpick: in the showcase on that page, under Comparison of Natural Scenes, Moebius should definitely get a "structural confusion" tag for the back of the surfboard. If other models get deducted for truncating the surfboard, then surely the elongation that Moebius does should count too.

Also, what's going on behind the in-painted corner of the house? We'd need to see higher resolution pictures, but I'm not convinced that it too shouldn't get a flag. Likewise with the beach just behind the surfboard. Not terrible, but what gets flagged in the competitors is similar.

james2doyleJun 22, 2026
There are some demo spaces using this. This one seems the best (paint your own mask) but it failed on all the images I tried: https://huggingface.co/spaces/multimodalart/Moebius
hari1123Jun 22, 2026
lot of the photo editors on mobiles have this, maybe even some apps?