Qwen Image 2.0 Provs.MOSS-Image-SFT

Which one is better?

In our own test both are on par. MOSS-Image-SFT has no arena rating yet. MOSS-Image-SFT has no API price.

Same task, the first image of each. The task with the biggest difference is preselected.

Qwen Image 2.0 Pro: Character and detail, first image from the fixed test run — Qwen Image 2.0 Pro86 out of 100

MOSS-Image-SFT: Character and detail, first image from the fixed test run — MOSS-Image-SFT17 out of 100

Result for “Character and detail”:Qwen Image 2.0 Pro ahead

Prompt given to both modelsCreate a square cinematic full-body portrait of a fictional bicycle courier waiting under a transparent umbrella at a rainy tram stop in Hamburg at blue hour. She wears a mustard raincoat, navy trousers, red sneakers, a silver helmet, and carries a teal messenger bag. Keep both hands visible, render the bicycle correctly, use realistic wet-street reflections, and include no readable brand names.

What the rating looks at: Anatomy, clothing, and spatial consistency.

“Ahead”: better in all three rating rounds. “Slightly ahead”: a higher value, but not in every round.

Test protocol of the images

Both models receive the same archived prompt in exactly one request, and the first result counts. Files are normalized to 1,024 × 1,024 pixels without cropping. Provider resolution, randomness, quality tier and prompt processing can still differ. The images are a practical visual test, not a reconstruction of the arena configuration.

Character and detail

Qwen Image 2.0 Pro: together, 1024x1024, n=1, seed=provider random, provider default steps, generated Aug 14, 2026, 12:21 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=2105639597, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 985a75b38642a9f0e5e0c0e0c67f1b7f67780d42bd2168fa24e9a7a7a94b0da6

Qwen Image 2.0 Pro image SHA 256: 05f19da3e2d0eedb17d098c1b21abf8c83c663afa59083f0ce7a67a948e8a263

MOSS-Image-SFT image SHA 256: 772013206361c55e807d5004620682a603061ffbabb0cb28e24993a18c0a4ad5

Infographic

Qwen Image 2.0 Pro: together, 1024x1024, n=1, seed=provider random, provider default steps, generated Aug 14, 2026, 12:22 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=454165776, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: ed65cb4e6a51e2336f8b149ad4cbb16e020f07d527ad94362e719d2dcf91d94f

Qwen Image 2.0 Pro image SHA 256: 003fbe859de5df62a4f49e3d590c00f5036e208149d81226d1835871fd1e0410

MOSS-Image-SFT image SHA 256: f46b17df7becc603d27762b2d235128ffc30f5722f51e8d50cd6df4723409dd9

Product photography

Qwen Image 2.0 Pro: together, 1024x1024, n=1, seed=provider random, provider default steps, generated Aug 14, 2026, 12:21 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=1064044164, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:45 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: c67fd71e91304458a2feef5c91efa8677260fab0c0099a29a2c52cb579f5b2f3

Qwen Image 2.0 Pro image SHA 256: b811a440655cae766c039dfc8f9efb1756be5dce63ef22cd95deb1fe7dab6a3a

MOSS-Image-SFT image SHA 256: ae1015034efbde73cece799521a3a2e98ad82a8362eaf97f5bc1266e13386d57

Typography and layout

Qwen Image 2.0 Pro: together, 1024x1024, n=1, seed=provider random, provider default steps, generated Aug 14, 2026, 2:00 PM. Source

MOSS-Image-SFT: fal, requested 1024x1024, n=1, seed=1635014357, prompt expansion disabled, estimated charge ceiling $0.055, Fal lists $0.05 per MP, estimated cost $0.055000, generated Nov 1, 2026, 8:44 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 2e012c3d14ee5dd02203a94f394ca80a5038cdebd6032b25a8b8a221f2255419

Qwen Image 2.0 Pro image SHA 256: 4eb4915afa71f6a8c76979dcecadd70beabd3869f11ca092a725fd7b6c87b4f2

MOSS-Image-SFT image SHA 256: 61feaf0c1af07a1cc8dd874c51dc8e86b5bfc271042b8e25f2512cb5a03ec51d

The numbers at a glance

Arena ratingfrom votes by users · higher is better

1,191

Qwen Image 2.0 Pro

Rank 15 of 22

n/a

MOSS-Image-SFT

not in the arena

GraduallyBenchour own rating, 0 to 100 · higher is better

Qwen Image 2.0 Pro

Rank 26 of 74

MOSS-Image-SFT

Rank 52 of 74

Price per imagedollars through the API · lower is better

$0.075

Qwen Image 2.0 Pro

fairly expensive

n/a

MOSS-Image-SFT

no API price

Ranks among the 22 image models with an arena rating and the 74 with a GraduallyBench run; prices compared with 28 models with an API price.

Qwen Image 2.0 Pro

Subscription: At Alibaba only in team or business plans, from ≈ €21.30 a month per seat (Token Plan Team Team Standard Seat). 3 plans in Germany.
Via API: $0.075 per image, 100 images $7.50.

MOSS-Image-SFT

Subscription: n/a No plan in Germany names exactly this model.
Via API: No API price known. Access: local.
License: Open weights.

Subscriptions only count plans that name exactly this model. Subscription prices include VAT, API prices are in dollars.

Arena rating (LMArena) from Oct 28, 2026 · GraduallyBench from Nov 1, 2026 · API prices from Oct 28, 2026 · Subscription database from Sep 29, 2026 (34 days old)

All data side by side

The better value is bold. For ratings only when the gap is clear.

Kennzahl	Qwen Image 2.0 Pro	MOSS-Image-SFT
Ratings
Arena ratingfrom votes by users, higher is better	1,191	n/a
Arena rank	Rank 15 of 22	n/a
Arena votesmore votes, a safer rating	13,092	n/a
GraduallyBenchour own rating, 0 to 100	62	41
GraduallyBench by task
Typography and layoutLegible text, hierarchy, and composition	74	13
Product photographyMaterials, reflections, and fine details	39	58
Character and detailAnatomy, clothing, and spatial consistency	86	17
InfographicNumbers, labels, and visual organization	48	75
API price
Per imagelower is better	$0.075	n/a
100 images	$7.50	n/a
Profile
Released	April 2026	Oct 16, 2026
Weightsopen means: runs locally	proprietary	open
Access	API	local
Parameters	not published	5 billion
Largest output	2,048 × 2,048 pixels	not consistently published
Plans in Germanynaming exactly this model	3	n/a

API prices for one image at 1,024 × 1,024 pixels according to Artificial Analysis.

Sources: Qwen Image 2.0 Pro model source (verified Aug 15, 2026) · MOSS-Image-SFT model source (verified Nov 1, 2026)

Arena ratings by category

From blind votes on LMArena. “Ahead” means the lead is clear.

No shared arena score in the stored snapshot

The stored benchmark database contains no measurement for Qwen Image 2.0 Pro and MOSS-Image-SFT from the same arena and category. Older model versions are not used as substitutes.

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First image modelSecond image model

More matchups

Compare Qwen Image 2.0 Pro and MOSS-Image-SFT with other important image models.

View the complete image model comparison

Same prompt, two images

The numbers at a glance

Qwen Image 2.0 Pro

MOSS-Image-SFT

All data side by side

Arena ratings by category

No shared arena score in the stored snapshot

Compare another matchup

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