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Posted by meetpateltech 14 hours ago

Qwen-Image-2.0: Professional infographics, exquisite photorealism(qwen.ai)
364 points | 158 comments
tianqi 11 hours ago|
I've seen many comments describing the "horse riding man" example as extremely bizarre (which it actually is), so I'd like to provide some background context here. The "horse riding man" is a Chinese internet meme originating from an entertainment awards ceremony, when the renowned host Tsai Kang-yong wore an elaborate outfit featuring a horse riding on his back[1]. At the time, he was embroiled in a rumor about his unpublicized homosexual partner, whose name sounded "Ma Qi Ren" which coincidentally translates to "horse riding man" in Mandarin. This incident spread widely across Chinese internet and turned into a meme. So they used "horse riding man" as an example isn't entirely nonsensical, though the image per se is undeniably bizarre and carries an unsettling vibe.

[1] The photo of the outfit: https://share.google/mHJbchlsTNJ771yBa

vessenes 7 hours ago||
Interesting background! Prompts like this also test the latent space of the image generator - it’s usually the other way round, so if you see a man on top of a horse, you’ve got a less sophisticated embedding feeding the model. In this case, though, that’s quite an image to put out to the interwebs. I looked to see what gender the horse was.

EDIT: After reading the prompt translation, this was more just like a “year of the horse is going to nail white engineers in glorious rendered detail” sort of prompt. I don’t know how SD1.5 would have rendered it, and I think I’ll skip finding out

rahimnathwani 1 hour ago|||
This is fascinating!

From the article it seems the name is 马启仁, not 马骑人 so the guy's name sounds the same as 'horse riding man', but that's not a literal translation of his name.

yorwba 11 hours ago|||
There's also the "horse riding astronaut" challenge in image generation: https://garymarcus.substack.com/p/horse-rides-astronaut-redu...
laughingcurve 5 hours ago||
Gary Marcus is not the man to be looking to on this topic
AlphaAndOmega0 4 hours ago|||
Gary Marcus successfully predicted all ten of the one AI Winters.

He also claimed that LLMs were a failure because of prompts that GPT 3.5 couldn't parse, after the launch of GPT-4,which handled them with aplomb.

yorwba 4 hours ago|||
Gary Marcus successfully wrote an article about getting image generation models to show a horse riding an astronaut, which is all I needed him to do. (Actually he wrote two, but this one felt more concise.) Take it as an existence proof, not an endorsement.
observationist 1 hour ago||
Just like a basilisk, if you never refer to him again, he fades away and doesn't bug people anymore. Let him fight through whatever he needs to if he ever bothers coming up with anything the rest of the world needs to hear; until then, we can enjoy the peace and quiet.
cindyllm 1 hour ago||
[dead]
Lerc 8 hours ago|||
On the topic of modern Chinese culture, Is there the same hostility towards AI generated Imagery in China as there seems to be in America?

For example I think there would be a lot of businesses in the US that would be too afraid of backlash to use AI generated imagery for an itinerary like the one at https://qianwen-res.oss-accelerate-overseas.aliyuncs.com/Qwe...

tianqi 8 hours ago|||
Since China has a population of 1.4 billion people with vastly differing levels of cognition, I find it difficult to claim I can summarize "modern Chinese culture". But within my range of observation, no. Chinese not only have no hostility toward AI but actively pursues and reveres it with fervor. They widely perceive AI as an advanced force, a new opportunity for everyone, a new avenue for making money, and a new chance to surpass others. At most, some of the consumers might associate businesses using AI generated content with a budget-conscious brand image, but not hostile.
Lerc 7 hours ago||
>Since China has a population of 1.4 billion people with vastly differing levels of cognition, I find it difficult to claim I can summarize "modern Chinese culture"

Ha! An American would have no such qualms.

idiotsecant 4 hours ago||
Well, they would modify it slightly to claim "real American culture is..." In general, the range of 'real' America is about 300 miles, in my experience.
yorwba 6 hours ago|||
There's definitely some hostility: https://mp.weixin.qq.com/s/A5shO-6nZIXZvJUEzrx03Q
yieldcrv 4 hours ago||
> "Why did such a strange metaphor like 'the sound of an electrocardiogram machine moving paper' appear in this story that had nothing to do with medicine?"

this is sending me, I don't know what's funnier, this translation being accurate or inaccurate

cubefox 5 hours ago|||
While I don't doubt this was one influence, there was also an infamous problem with Dall-E 2, which was perfectly able to generate an astronaut riding a horse but completely unable to generate a horse riding an astronaut.

This problem is infamous because it persisted (unlike other early problems, like creating the wrong number of fingers) for much more capable models, and the Qwen Image people are certainly very aware of this difficult test. Even Imagen 4 Ultra, which might be the most advanced pure diffusion model without editing loop, fails at it.

And obviously an astronaut is similar to a man, which connects this benchmark to the Chinese meme.

popalchemist 34 minutes ago|||
Super tone-deaf and inappropriate. Not realizing how it would read to the uninformed is a bad look. Myopic at best, openly hostile toward the west along racial lines at worst.
TacticalCoder 58 minutes ago|||
Very interesting! What's weird though is that the chinese do not even pretend: every single picture has asian-looking people generated.

But on the one picture that honestly looks like a man getting ass-raped by a horse, it's a white man.

I mean even in the west where you can hardly see an ad with a white couple anymore, they don't go that far (at least not yet).

White people are a minority on earth and anti-white racism sure seems to be alive and well (btw my family is of all the colors and we speak three languages at home, so don't even try me).

badhorseman 11 hours ago|||
Why not ask for simply a man or even an Han man given the race of Tsai Kang-yong. Why a white man and why a man wearing medieval clothing. Gives your head a wobble.
DustinEchoes 8 hours ago|||
Yep, it’s the only image on the entire page with a non-Chinese person in it. Given the prompt, the message is clear.
yorwba 5 hours ago||
The message is "We watched Lord of the Rings and Game of Thrones and liked the medieval aesthetic enough to emulate it."
badhorseman 5 hours ago||
remind me of the bit of lord of the rings where muscular horses dominate European peasant men, as per the prompt translation.
yorwba 3 hours ago||
Yes, in those movies, the hot white guys (and sometimes girls) usually ride on top of the muscular horses. So when you want to show a horse riding a man as a visual gag, why not make the man a hot white guy with a gruff beard?

You act as though they first decided to make an image representing Westerners and then chose that particular scene as an intentional insult, but you need to consider that they likely made thousands of test images, most of which were just playing around with the model's capabilities and not specifically crafted for the announcement post.

So why did this one get picked? I think it boils down to the visual gag being funny and the movie-like quality.

badhorseman 3 minutes ago|||
If it was a an elf, knight or some sort of fantasy warrior sure with a comedic prompt sure, That is not the case. If you translate the prompt as people have here, you can see what was typed in,'Subdued white man' under 'muscular horse'. Who is the mare in the picture or even the gelding. If I was to do the visual gag it would be a knight or a a warrior not a peasant, there a no peasants in lord of the rings and very few medieval fantasy has peasant of any kind.
popalchemist 26 minutes ago|||
Racial/cultural tension is part of the context in which this image is appearing. Not only because of historical tensions, but because this image appears as part of this generation's Manhattan Project style arms race toward AGI and global dominance. Your denial of that is a reflection of your own ignorance.
bogzz 2 hours ago||
Fun fact, the Serbian parliament building has two statues of horses riding men in front of it.

Which is really apt because in Serbian "konj", or horse, is a colloquial word for moron. So, horses riding people is a perfect representation of the reality of the Serbian government.

Another fun fact, the parliament building in HL2's City 17 was modelled from that building.

vunderba 7 hours ago||
Couple of thoughts:

1. I’d wager that given their previous release history, this will be open‑weight within 3-4 weeks.

2. It looks like they’re following suit with other models like Z-Image Turbo (6B parameters) and Flux.2 Klein (9B parameters), aiming to release models that can run on much more modest GPUs. For reference, the original Qwen-Image is a 20B-parameter model.

3. This is a unified model (both image generation and editing), so there’s no need to keep separate Qwen-Image and Qwen-Edit models around.

4. The original Qwen-Image scored the highest among local models for image editing in my GenAI Showdown (6 out of 12 points), and it also ranked very highly for image generation (4 out of 12 points).

Generative Comparisons of Local Models:

https://genai-showdown.specr.net/?models=fd,hd,kd,qi,f2d,zt

Editing Comparison of Local Models:

https://genai-showdown.specr.net/image-editing?models=kxd,og...

I'll probably be waiting until the local version drops before adding Qwen-Image-2 to the site.

SV_BubbleTime 6 hours ago|
For the more technical…

Qwen 2512 (December edition of Qwen Image)

* 19B parameters, which was a 40GB file at FP16 and fit on a 3090 at FP8. Anything less than that and you were in GGUF format at Q6 to Q4 quantizations… which were slow, but still good quality.

* used Qwen 2.5 VL. So a large model and a very good vision model.

* And iirc, their own VAE. Which had known and obvious issues of high frequency artifacts. Some people would take the image and pass it through another VAE like WAN Video model’s or upscale-downscale to remove these

Qwen 2 now is

* a 7B param model. Right between Klein 9B (non-commercial) this (license unknown), Z-Image 7B (Apache), and Klein 4B (Apache). Direct competition, will fit on many more GPUs even at FP16.

* upgrades to Qwen 3 VL, I assume this is better than the already great 2.5 VL.

* Unknown on the new VAE. Flux2’s new 128 channel VAE is excellent, but it hasn’t been out long enough for even a frontier Chinese model to pick up.

Overall, you’re right this is on the trend to bring models on to lower end hardware.

Qwen was already excellent and now they rolled Image and Edit together for an “Omni” model.

Z-Image was the model to beat a couple weeks ago… and now it looks like both Klein and Qwen will! Z-Image has been disappointing to see how it just refuses to adhere to multiple new training concepts. Maybe they tried to pack it too tightly.

Open weights for this will be amazing. THREE direct competitors all vying to be “SDXL2” at the same time.

The Qwen convention was confusing! You had Image, 2509, Edit, 2511 (Edit), 2512 (Image) and then the Lora compatibility was unspecified. It’s smart to just 2.0 this mess.

vunderba 5 hours ago|||
Agreed! A lot of people were also using ZiT as a refiner downstream to help with some of the more problematic visual aspects of the original Qwen-Image.

I'm really looking forward to running the unified model through its paces.

SV_BubbleTime 3 hours ago||
Something I am skeptical about Z-Image is that it uses Gemma which is imo a weak LLM.

If I were to guess, I would say that Z-Image’s life is shorter than it initially appeared. Even as a refiner which are just workarounds for model issues.

liuliu 5 hours ago|||
Note that Qwen Image 1.0 (2512) wasted ~8B weights on timestep embedding. Both Z-Image / FLUX.2 series corrected that.
raincole 13 hours ago||
It's crazy to think there was a fleeting sliver of time during which Midjourney felt like the pinnacle of image generation.
gamma-interface 7 hours ago||
The pace of commoditization in image generation is wild. Every 3-4 months the SOTA shifts, and last quarter's breakthrough becomes a commodity API.

What's interesting is that the bottleneck is no longer the model — it's the person directing it. Knowing what to ask for and recognizing when the output is good enough matters more than which model you use. Same pattern we're seeing in code generation.

sincerely 1 hour ago|||
PLEASE STOP POSTING AI GENERATED COMMENTS
SV_BubbleTime 6 hours ago||||
SOTA shifts, yes. But the average person doing the work has been very happy with SDXL based models. And that was released two years ago.

The fight right now outside of API SOTA is who will replace SDXL to be the “community preference”

It’s now a three way between Flux2 Klein, Z-Image, and now Qwen2.

echelon 3 hours ago|||
I'm happy the models are becoming commodity, but we still have a long way to go.

I want the ability to lean into any image and tweak it like clay.

I've been building open source software to orchestrate the frontier editing models (skip to halfway down), but it would be nice if the models were built around the software manipulation workflows:

https://getartcraft.com/news/world-models-for-film

rc1 2 hours ago|||
Isn’t it still? Antidotally, I work with lots of creators who still prefer it because of its subjective qualities.
Mashimo 13 hours ago||
What ever happend to midjourney?
Lalabadie 8 hours ago|||
No external funding raised. They're not on the VC path, so no need to chase insane growth. They still have around 500M USD in ARR.

In my (very personal) opinion, they're part of a very small group of organizations that sell inference under a sane and successful business model.

aenvoker 5 hours ago|||
Not on the VC path. Not even on the max-profit path. Just on the "Have fun doing cool research" path.

I was a mod on MJ for its first few years and got to know MJ's founder through discussions there. He already had "enough" money for himself from his prior sale of Leap Motion to do whatever he wanted. And, he decided what he wanted was to do cool research with fun people. So, he started MJ. Now he has far more money than before and what he wants to do with it is to have more fun doing more cool research.

spaceman_2020 6 hours ago||||
Aesthetically, still unmatched
echelon 3 hours ago|||
They're working on a few really lofty ideas:

1. real time world models for the "holodeck". It has to be fast, high quality, and inexpensive for lots of users. They started on this two years ago before "world model" hype was even a thing.

2. some kind of hardware to support this.

David Holz talks about this on Twitter occasionally.

Midjourney still has incredible revenue. It's still the best looking image model, even if it's hard to prompt, can't edit, and has artifacting. Every generation looks like it came out of a magazine, which is something the other leading commercial models lack.

wongarsu 12 hours ago||||
They have image and video models that are nowhere near SOTA on prompt adherence or image editing but pretty good on the artistic side. They lean in on features like reference images so objects or characters have a consistent look, biasing the model towards your style preferences, or using moodboards to generate a consistent style
vunderba 7 hours ago||||
A lot of people started realizing that it didn’t really matter how pretty the resulting image was if it completely failed to adhere to the prompt.

Even something like Flux.1 Dev which can be run entirely locally and was released back in August of 2024 has significantly better prompt understanding.

raincole 13 hours ago||||
Not much, while everything happened at OpenAI/Google/Chinese companies. And that's the problem.
KeplerBoy 12 hours ago||
How is it a problem? There simply doesn't seem to be a moat or secret sauce. Who cares which of these models is SOTA? In two months there will be a new model.
waldarbeiter 12 hours ago||
There seems to be a moat like infrastructure/gpus and talent. The best models right now come from companies with considerable resources/funding.
esperent 10 hours ago||
Right, but that's a short term moat. If they pause on their incredible levels of spending for even 6 months, someone else will take over having spent only a tiny fraction of what they did. They might get taken over anyway.
raincole 9 hours ago||
> someone else will take over having spent only a tiny fraction of what they did

How. By magic? You fell for 'Deepseek V3 is as good as SOTA'?

Gud 8 hours ago||
By reverse engineering, sheer stupidity from the competition, corporate espionage, ‘stealing’ engineers and sometimes a stroke of genius, the same as it’s always been
qingcharles 7 hours ago|||
They still have a niche. Their style references feature is their key differentiator now, but I find I can usually just drop some images of a MJ style into Gemini and get it to give me a text prompt that works just as well as MJ srefs.
inanothertime 12 hours ago||
I recently tried out LMStudio on Linux for local models. So easy to use!

What Linux tools are you guys using for image generation models like Qwen's diffusion models, since LMStudio only supports text gen.

eurekin 9 hours ago||
Practically anybody actually creating with this class of models (diffusion based mostly) is using ComfyUI. Community takes care of quantization, repackaging into gguf (most popular) and even speed optimizing (lighting loras, layers skip). It's quite extensive
embedding-shape 12 hours ago|||
Everything keeps changing so quickly, I basically have my own Python HTTP server with a unified JSON interface, then that can be routed to any of the impls/*.py files for the actual generation, then I have of those per implementation/architecture basically. Mostly using `diffusers` for the inference, which isn't the fastest, but tends to have the new model architectures much sooner than everyone else.
vunderba 7 hours ago|||
I encourage everyone to at least try ComfyUI. It's come a long way in terms of user-friendliness particularly with all of the built-in Templates you can use.
guai888 12 hours ago|||
ComfyUI is the best for stable diffusion
embedding-shape 10 hours ago||
FWIW you can use non-sd models in ComfyUI too, the ecosystem is pretty huge and supports most of the "mainstream" models, not only the stable diffusion ones, even video models and more too.
sequence7 8 hours ago|||
If you're on an AMD platform Lemonade (https://lemonade-server.ai/) added image generation in version 9.2 (https://github.com/lemonade-sdk/lemonade/releases/tag/v9.2.0).
ilaksh 12 hours ago|||
I have my own MIT licensed framework/UI: https://github.com/runvnc/mindroot. With Nano Banana via runvnc/googleimageedit
PaulKeeble 11 hours ago|||
Ollama is working on adding image generation but its not here yet. We really do need something that can run a variety of models for images.
embedding-shape 10 hours ago||
Yeah, I'm guessing they were bound to leave behind the whole "Get up and running with large language models" mission sooner or later, which was their initial focus, as investors after 2-3 years start making you to start thinking about expansion and earning back the money.

Sad state of affairs and seems they're enshittifying quicker than expected, but was always a question of when, not if.

adammarples 5 hours ago|||
Stability matrix, it's a manager for models and uis and loras etc, very nice
SV_BubbleTime 5 hours ago|||
LMStudio is a low barrier to entry for LLMs, for sure. The lowest. Good software!

Other people gave you the right answer, ComfyUI. I’ll give you the more important why and how…

There is a huge effort of people to do everything but Comfy because of its intimidating barrier. It’s not that bad. Learn it once and be done. You won’t have to keep learning UI of the week endlessly.

The how, go to civitai. Find an image you like, drag and drop it into comfy. If it has a workflow attached, it will show you. Install any missing nodes they used. Click the loaders to point to your models instead of their models. Hit run and get the same or a similar image. You don’t need to know what any of the things do yet.

If for some reason that just does not work for you… Swarm UI, is a front end too comfy. You can change things and it will show you on the comfy side what they’re doing. It’s a gateway drug to learning comfy.

EDIT: most important thing no one will tell you out right… DO NOT FOR ANY REASON try and skip the VENV or miniconda virtual environment when using comfy! You must make a new and clean setup. You will never get the right python, torch, diffusers, driver, on your system install.

Eisenstein 7 hours ago||
Koboldcpp has built in support for image models. Model search and download, one executable to run, UI, OpenAI API endpoint, llama.cpp endpoint, highly configurable. If you want to get up and running instantly, just pick a kcppt file and open that and it will download everything you need and load it for you.

Engine:

* https://github.com/LostRuins/koboldcpp/releases/latest/

Kcppt files:

* https://huggingface.co/koboldcpp/kcppt/tree/main

sandbach 12 hours ago||
The Chinese vertical typography is sadly a bit off. If punctuation marks are used at all, they should be the characters specifically designed for vertical text, like ︒(U+FE12 PRESENTATION FORM FOR VERTICAL IDEOGRAPHIC FULL STOP).
wiether 12 hours ago||
I use gen-AI to produce images daily, but honestly the infographics are 99% terrible.

LinkedIn is filled with them now.

smcleod 12 hours ago||
To be fair it hasn't made LinkedIn any worse than it already was.
nurettin 12 hours ago||
To be fair, it is hard to make LinkedIn any worse.
aenis 24 minutes ago|||
And at the same time, its arguably the least toxic of all social networks.

Yes, cringeworthy but at least not addictive! Its like facebook all those years ago, i can IM friends from highschool without having to pay any attention to the feed.

embedding-shape 10 hours ago|||
I was gonna make a joke about "Wish granted, now Microsoft owns it" but then I remembered that they already do. Reality sometimes makes better jokes than what we can come up with.
mdrzn 10 hours ago|||
Infographics and full presentations are a NanoBananaPro exclusive so far.
RationPhantoms 2 hours ago||
You should see some of the work from their PaperBanana papers. Really solid.
viraptor 11 hours ago|||
Informatics are as bad as the author allows though. There's few people who could make or even describe a good infographic, so that's what we see in the results too.
usefulposter 12 hours ago||
Correct.

Much like the pointless ASCII diagrams in GitHub readmes (big rectangle with bullet points flows to another...), the diagrams are cognitive slurry.

See Gas Town for non-Qwen examples of how bad it can get:

https://news.ycombinator.com/item?id=46746045

(Not commenting on the other results of this model outside of diagramming.)

viraptor 11 hours ago||
> cognitive slurry

Thank you for this phrase. I don't think that bad diagrams are limited to the AI in any way and this perfectly describes all "this didn't make things any clearer" cases.

thisisit 5 hours ago||
I liked their comic panels example and tried it using their chat at: https://chat.qwen.ai/

When I used the exact prompt the post - the chat works. It gives me the exact output from the blog post.

Then I used Google Translate to understand the prompt format. The prompt is: A 4x6 panel comic, four lines, six panels per line. Each panel is separated by a white dividing line.

The first row, from left to right: Panel 1: Panel 2: .....

and when I try to change the inputs the comic example fails miserably. It keeps creating random grids - sometimes 4x5 other times 4x6 but then by third row the model will get confused and the output has only 3 panels. Other times English dialogue is replaced with Chinese dialogue. so, not very reliable in my books.

engcoach 7 hours ago||
The "horse riding man" prompt is wild:

"""A desolate grassland stretches into the distance, its ground dry and cracked. Fine dust is kicked up by vigorous activity, forming a faint grayish-brown mist in the low sky. Mid-ground, eye-level composition: A muscular, robust adult brown horse stands proudly, its forelegs heavily pressing between the shoulder blades and spine of a reclining man. Its hind legs are taut, its neck held high, its mane flying against the wind, its nostrils flared, and its eyes sharp and focused, exuding a primal sense of power. The subdued man is a white male, 30-40 years old, his face covered in dust and sweat, his short, messy dark brown hair plastered to his forehead, his thick beard slightly damp; he wears a badly worn, grey-green medieval-style robe, the fabric torn and stained with mud in several places, a thick hemp rope tied around his waist, and scratched ankle-high leather boots; his body is in a push-up position—his palms are pressed hard against the cracked, dry earth, his knuckles white, the veins in his arms bulging, his legs stretched straight back and taut, his toes digging into the ground, his entire torso trembling slightly from the weight. The background is a range of undulating grey-blue mountains, their outlines stark, their peaks hidden beneath a low-hanging, leaden-grey, cloudy sky. The thick clouds diffuse a soft, diffused light, which pours down naturally from the left front at a 45-degree angle, casting clear and voluminous shadows on the horse's belly, the back of the man's hands, and the cracked ground. The overall color scheme is strictly controlled within the earth tones: the horsehair is warm brown, the robe is a gradient of gray-green-brown, the soil is a mixture of ochre, dry yellow earth, and charcoal gray, the dust is light brownish-gray, and the sky is a transition from matte lead gray to cool gray with a faint glow at the bottom of the clouds. The image has a realistic, high-definition photographic quality, with extremely fine textures—you can see the sweat on the horse's neck, the wear and tear on the robe's warp and weft threads, the skin pores and stubble, the edges of the cracked soil, and the dust particles. The atmosphere is tense, primitive, and full of suffocating tension from a struggle of biological forces."""

badhorseman 7 hours ago|
some context for the perplexed. https://live2makan.com/2024/08/07/treasures-statue-of-horse-...
dsrtslnd23 13 hours ago||
unfortunately no open weights it seems.
embedding-shape 10 hours ago|
To be fair, didn't they release open weights image model only like a ~month ago? Think last one was in December 2025.
vunderba 7 hours ago||
Exactly - they did the same thing with the original version of Qwen-Image. It was API only for a while before being made available for local hosting.
cocodill 13 hours ago|
interesting riding application picture
rwmj 12 hours ago||
"Guy being humped by a horse" wouldn't have been my first choice for demoing the capabilities of the model, but each to their own I guess.
viraptor 11 hours ago||
It looks like a marketing move. It's a good quality, detailed picture. It's going to get shared a lot. I would assume they knew exactly what they were doing. Nothing like a bit of controversy for extra clicks.
brookst 10 hours ago||
Because every ML researcher is a viral social media expert.

(I don’t even know if I’m being sarcastic)

viraptor 9 hours ago||
This is not some random ML researcher doing fun things at home. Qwen is backed by Alibaba cloud. They likely have whole departments of marketing people available.
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