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Qwen Image Edit 2511 Alibaba Seedream 5.0 Lite ByteDance

Settled by community votes across 7 shared challenges, with an AI judge weighing in on each.

Qwen Image Edit 2511

20.2 arena score

#16 of 32 in Image Editing

Skill signature · Image Editing

Seedream 5.0 Lite

23.7 arena score

#22 of 62 in Text-to-Image

Vote tally

Where the votes landed

Qwen Image Edit 2511

63.3%

win rate

Ties

2.0%

Seedream 5.0 Lite

34.7%

win rate

63.3% 2.0% ties 34.7%
Shared challenges 7

Challenge by challenge

The strongest take from each model on every shared challenge, with the AI judge's read.

Man and Car in California

Editing
Edit instruction

“Make a photo of the man driving the car down the California coastline”

Source
Qwen Image Edit 2511
Seedream 5.0 Lite
81% wins 3% ties 17% wins

AI Judge Analysis

Qwen Image Edit 2511

  • + Excellent preservation of the man's facial features and clothing details.
  • + High-quality, realistic interior detailing of the car.
  • + Beautifully rendered California coastline background.
  • Changes the car's interior from the plain white shown in the source to one with wood trim.
  • Crops most of the car exterior out of the frame.

Seedream 5.0 Lite

  • + Perfect preservation of the original car's exterior design and light-colored interior.
  • + Accurately places the subjects into the requested environmental context.
  • + Good preservation of the man's appearance and distinctive hairstyle.
  • The man's face loses some resolution and detail compared to Model A.
  • The scarf and coat textures are slightly simplified.

Verdict: Both models followed the instructions well, but Seedream 5.0 Lite is the winner for its superior ability to preserve the original car's exterior and interior while placing it in the new context. Qwen Image Edit 2511 captures high-quality detail of the person, but it alters the car's interior significantly and loses the overall silhouette of the vehicle.

Pose & Character Mashup

Editing
Edit instruction

“Use Image 1 as the exact pose reference and Image 2 as the character reference. Recreate the person/character from Image 2 in the exact dynamic pose and body position from Image 1. Keep the exact face, hair, clothing style/details, and expression from Image 2. Match the lighting and environment of Image 1. The final image must show the character from Image 2 performing the precise action/pose from Image 1 with perfect anatomy and natural integration.”

Source
Qwen Image Edit 2511
Seedream 5.0 Lite

AI Judge Analysis

Qwen Image Edit 2511

  • + Successfully used the background from Image 2.
  • Completely failed the instruction by just overlaying elements of both images rather than performing a character swap.
  • Includes two different people, which was not requested.
  • Did not transfer the character's clothing or identity to the pose.

Seedream 5.0 Lite

  • + Accurately transferred the character, clothing, scarf, and sunglasses from Image 2 onto the pose from Image 1.
  • + Maintained the exact environment and stool from Image 1 as requested.
  • + Handled the complex limb positioning and clothing interaction reasonably well.
  • The transition between the neck and the sweatshirt is slightly awkward.
  • The left foot (on the viewer's right) has anatomical issues with toe count/merging.

Verdict: Qwen Image Edit 2511 failed the prompt's core logic by simply collaging both subjects into one frame. Seedream 5.0 Lite successfully followed the character-swap instruction, placing the man from Image 2 in the exact pose and environment of Image 1 while retaining his specific clothing and accessories.

Outfit Transfer Challenge

Editing
Edit instruction

“Use Image 1 as the base person. Dress them in the exact elaborate outfit from Image 2 (including all layers, accessories, jewelry, and shoes). Carefully adapt the clothing to the body shape and pose in Image 1 while maintaining realistic fabric behavior, correct proportions, and perfect lighting/shadow matching. Keep the person’s exact face, hair, and background completely unchanged.”

Source
Qwen Image Edit 2511
Seedream 5.0 Lite

AI Judge Analysis

Qwen Image Edit 2511

  • + Successfully applied the full outfit, including the lower body and shoes.
  • + Maintained the overall scene composition and lighting.
  • Completely failed to preserve the person’s face and hair, replacing the subject with the man from Image 2.
  • Source preservation was very poor as it changed the identity of the person.

Seedream 5.0 Lite

  • + Excellent source preservation, keeping the original person's face, hair, and unique skin features intact.
  • + Accurately replicated the clothing and accessories from Image 2 onto the subject's torso.
  • + Good integration of the glasses from Image 2 onto the original face.
  • Cropped the image significantly, losing the lower body and shoes requested.
  • The hand integration near the bottom of the frame looks slightly unnatural.

Verdict: Seedream 5.0 Lite is the clear winner because it followed the difficult instruction to keep the person's exact face and hair unchanged while applying the new clothes. Qwen Image Edit 2511 failed the primary constraint of the edit by simply swapping the person in Image 1 for the person in Image 2, even though it managed to include the full-body outfit.

Bald man challenge

Image Editing
Edit instruction

“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”

Before After
Qwen Image Edit 2511
Before After
Seedream 5.0 Lite
17% wins 0% ties 83% wins

AI Judge Analysis

Qwen Image Edit 2511

  • + Successfully added a very full head of hair as requested.
  • + Preserved the original background and clothing perfectly.
  • The hair has a plastic, 'AI-generated' look with strange swirling patterns.
  • The hairline looks unnatural and the hair appears to be sitting on top of the head rather than growing from it.
  • Mismatched textures between the new hair and the existing beard.

Seedream 5.0 Lite

  • + Excellent source preservation of the face, glasses, and background.
  • + Provides a very realistic hair texture and a convincingly natural hairline.
  • + Maintains the lighting and shadows of the original image.
  • The hair is perhaps less 'full and thick' compared to the volume in model_a, but much more realistic.

Verdict: Seedream 5.0 Lite is the clear winner because it produces a highly realistic result that integrates the new hair seamlessly with the original face and beard. While Qwen Image Edit 2511 followed the instruction for 'fullness', the hair quality is poor, with painterly artifacts and an unnatural hairline that fails the realism requirement.

Over-the-top cartoon caricature

Editing
Edit instruction

“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”

Source
Qwen Image Edit 2511
Seedream 5.0 Lite

AI Judge Analysis

Qwen Image Edit 2511

  • + Expertly captures the 'exaggerated' and 'humorous' caricature style requested
  • + Successfully incorporates a TV studio set and a dog
  • + Preserves the likeness and facial structure of the original woman well for a caricature style
  • Fails to include any clear hockey-related elements
  • Contains nonsensical text in the speech bubble

Seedream 5.0 Lite

  • + Includes all three requested thematic elements: TV anchor, dog, and hockey (stick and puck)
  • + Maintains the outfit from the source image (denim jacket over black top)
  • + Clean, modern cartoon aesthetic
  • Lacks the 'exaggerated caricature' style, appearing more like a standard 2D avatar
  • The hand holding the hockey stick is poorly rendered with merging fingers

Verdict: Qwen Image Edit 2511 produces a much more authentic and humorous caricature with great facial expressions, but misses the hockey theme entirely. Seedream 5.0 Lite successfully integrates every aspect of the prompt and preserves the original's clothing, but it settles for a generic cartoon style rather than a true caricature and has some anatomical issues with the hands. Seedream 5.0 Lite is the winner for following the complex prompt more comprehensively.

Studio Ghibli Anime Style

Editing
Edit instruction

“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”

Source
Qwen Image Edit 2511
Seedream 5.0 Lite
33% wins 0% ties 67% wins

AI Judge Analysis

Qwen Image Edit 2511

  • + Excellent preservation of the original subjects' faces and expressions.
  • + Maintains the lighting and shadows of the source image perfectly.
  • + Clean, high-resolution line work and coloring.
  • Lean more toward a generic webtoon or modern manhwa style than Studio Ghibli.
  • Does not effectively simplify the background elements into the hand-painted Ghibli aesthetic.

Seedream 5.0 Lite

  • + Successfully captures the iconic Hayao Miyazaki/Studio Ghibli character design (large eyes, simplified noses).
  • + Applied a hand-painted texture to the background that feels atmospheric and nostalgic.
  • + Excellent balance between the prompt's stylistic request and the original composition.
  • The transition from the foreground character to the background is a bit sharp.
  • Loses some of the nuance in the man's 'pursed lips' expression compared to the original.

Verdict: While Qwen Image Edit 2511 produces a very high-quality illustration that preserves the original faces, it fails to capture the specific 'Studio Ghibli' aesthetic requested, resulting in a generic digital art style. Seedream 5.0 Lite successfully transforms the image into a recognizable Ghibli style with appropriate character designs and painterly textures while still keeping the iconic meme composition intact.

Golden Hour Stroll

Image Editing
Edit instruction

“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”

Before After
Qwen Image Edit 2511
Before After
Seedream 5.0 Lite
0% wins 0% ties 100% wins

AI Judge Analysis

Qwen Image Edit 2511

  • + Excellent hair motion that fans out naturally and looks dynamic.
  • + Added numerous colorful leaves that match the palette of the scene.
  • + High source preservation with almost no changes to the person, dog, or background.
  • The hair effect looks slightly illustrative rather than purely photographic.

Seedream 5.0 Lite

  • + Good integration of blowing hair that looks more photographic and less stylized than Model A.
  • + Successful addition of leaves with varied orientations.
  • + Maintains the identity of the original image well.
  • The hair motion is less 'dynamic' and energetic compared to Model A.
  • Some leaves look like flat stickers over the image rather than interacting with the 3D space.

Verdict: Qwen Image Edit 2511 followed the instructions more creatively, providing much more dramatic hair movement and a greater number of flying leaves, which perfectly captured the 'energetic and lively' feel. Seedream 5.0 Lite was more conservative in its edits, making it look a bit more realistic as a photo, but it didn't lean into the 'dynamic motion' request as effectively as Qwen.

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