Black Forest Labs' distilled 9 billion parameter image generation model with sub-second inference and multi-reference support
Settled by community votes across 7 shared challenges, with an AI judge weighing in on each.
FLUX.2 [klein] 9B
#13 of 32 in Image Editing
P-Image Edit
#29 of 32 in Image Editing
Where the votes landed
FLUX.2 [klein] 9B
0%
win rate
Ties
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P-Image Edit
0%
win rate
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“Make a photo of the man driving the car down the California coastline”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Excellent preservation of the specific car model and color from the source image.
- + Captures the distinctive hairstyle of the man accurately.
- + Effective motion blur on the wheels and road creates a sense of speed.
- − The man is mostly obscured by the car's frame, showing only his hair.
- − The background beach lacks some of the dramatic coastal cliffs typical of California.
P-Image Edit
- + Great composition showing more of the man's face while driving.
- + Superior background scenery that perfectly captures the California coastline with cliffs and palm trees.
- + Maintains very high fidelity to the car's design from the source image.
- − The transition between the man's shoulder and the car seat is slightly muddy.
Verdict: Both models handled the image editing task exceptionally well, preserving the specific details of the white Rolls Royce and the man's identity. P-Image Edit is the winner because it provides a much better view of the man driving—whereas FLUX.2 only shows the top of his head—and offers a more iconic, visually interesting California coastal background.
Pose & Character Mashup
Editing“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.”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Perfectly replicates the complex pose and body positioning from Image 1.
- + Accurately combines the character's facial features, sunglasses, and clothes into the new scene.
- + Excellent anatomical coherence while maintaining the difficult balance on the ottoman.
- − The head angle is slightly less tilted than the original pose, but still very close.
P-Image Edit
- + Matches the facial features and accessories of the character in Image 2 well.
- − Failed to follow the pose accurately, with an extra leg extending upwards instead of being grounded.
- − Anatomical failure with a hand merging into the ottoman and conflicting clothing colors from both images.
- − Retained long hair from Image 1 which was not part of the character reference in Image 2.
Verdict: FLUX.2 [klein] 9B successfully executed a very difficult pose-transfer task, accurately placing the character from Image 2 into the exact stance of Image 1 with realistic anatomy and lighting. P-Image Edit failed significantly on the composition, creating a nonsensical body structure with an extra limb and failing to properly clean up the long hair from the pose reference. FLUX.2 [klein] 9B is the clear winner for its precision and logical integration.
Outfit Transfer Challenge
Editing“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.”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Excellent preservation of the person's face, hair, and the sand details on the cheek.
- + Accurately recreates the specific plaid pattern and dark blue/black tones of the pea coat and scarf.
- + Maintains high fidelity with the background and wooden structure from the original image.
- − Adds excessive gold bead necklaces that were not present in the style image.
- − Changes the subject's pose slightly by tucking a hand into a pocket that wasn't there.
P-Image Edit
- + Successfully includes the shoes as requested in the instructions.
- + Good preservation of the subject's unique birthmarks and facial features.
- − The coat color is overly saturated and vibrant blue compared to the muted source.
- − Significant distortion of the subject's proportions, making the legs appear very short and stocky.
- − The plaid scarf pattern is less accurate and looks more like a printed texture.
Verdict: FLUX.2 [klein] 9B provides a far more realistic integration of the clothing with the lighting and environment, perfectly preserving the subject's face and the original image's texture. P-Image Edit manages to include the shoes, but fails significantly on human anatomy and the subtle color palette of the requested outfit. FLUX.2 is the clear winner for its superior visual quality and adherence to the person's identity.
Bald man challenge
Image Editing“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Excellent texture matching the beard's graying pattern.
- + Preserves the original skin texture and facial details perfectly.
- + Natural integration with the glasses and temples.
- − None notable; the edit is highly seamless.
P-Image Edit
- + Successfully adds a full head of hair.
- + Matches the lighting of the scene.
- − The curls look repetitive and somewhat artificial.
- − The hair texture doesn't quite match the coarser, graying texture of the man's beard.
- − The forehead/hairline transition is slightly less natural than Model A.
Verdict: FLUX.2 [klein] 9B provides a significantly more realistic result by matching the hair's color and graying pattern to the existing beard, making the addition look believable. P-Image Edit adds a dense afro-style head of hair that, while technically correct, feels like a clip-on piece due to the uniform curl pattern and lack of color integration with the facial hair.
Over-the-top cartoon caricature
Editing“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.”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Expertly captures the caricature art style with exaggerated proportions.
- + Effectively integrates all prompt elements including the anchor desk, numerous dogs, and a stadium crowd with hockey sticks.
- + Maintains a strong likeness to the subject's facial features from the source image.
P-Image Edit
- + Consistent caricature style across the foreground and background characters.
- + Preserves the denim jacket from the source image while changing the context.
- + Clear inclusion of the hockey rink and hockey players in the background.
- − The 'dogs' element is very minimal and oddly rendered compared to the other prompt requirements.
- − Anatomical issues with the hands, including a missing finger on the hand holding the pen.
- − The text on the monitors is nonsensical and distracting.
Verdict: FLUX.2 [klein] 9B is the superior model for this task because it fully embraces the 'humorous and exaggerated' instruction by filling the scene with expressive dogs and a vibrant anchor desk setup. While P-Image Edit does a good job of preserving the subject's outfit and setting the scene in a hockey rink, it fails to meaningfully incorporate the love for dogs and contains several anatomical errors in the hands.
Studio Ghibli Anime Style
Editing“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”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Excellent adherence to the 'hand-painted' and 'watercolor' Ghibli texture style.
- + The character faces are redrawn in a genuine anime/Ghibli style while maintaining their identities.
- + Successfully transforms the urban background into a dreamy, rural Ghibli-esque landscape.
- − Loss of the specific 'distracted' and 'outraged' facial expressions, making the scene feel too friendly.
- − The man's hand on his lower back is slightly malformed.
P-Image Edit
- + Preserves the original facial expressions perfectly, maintaining the 'distracted boyfriend' meme context.
- + Accurately replicates the character designs and clothing patterns of the source image.
- + Includes a vibrant, painterly background that fits the prompt.
- − The style looks more like a standard webcomic or digital painting than a 'hand-painted' Ghibli illustration.
- − The faces feel like filtered versions of the original photo rather than being redrawn in the requested style.
Verdict: FLUX.2 [klein] 9B achieves a much more authentic Studio Ghibli aesthetic with its soft watercolor textures and line work, though it loses the humorous facial expressions of the original meme. P-Image Edit preserves the source content and expressions much better, but fails to truly capture the specific hand-painted texture requested, resulting in a more generic digital illustration look. FLUX.2 is the winner for stylistic transformation, while P-Image Edit is better for content preservation.
Golden Hour Stroll
Image Editing“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
AI Judge Analysis
FLUX.2 [klein] 9B
- + Excellent adherence to the 'flying leaves' instruction with various sizes and depths.
- + Maintains the identity and facial structure of the subject very well.
- + Adds a subtle wind effect to the dog's fur for consistency.
- − The hair flow looks slightly synthetic and clumpy compared to the original.
P-Image Edit
- + Successfully implements the hair blowing effect and adds leaves.
- + Preserves the background and subject composition accurately.
- − The leaves are very small and concentrated primarily in the upper area, making them look more like confetti than realistic autumn foliage.
- − The hair flow animation creates some strange artifacts near the subject's ears.
Verdict: FLUX.2 [klein] 9B followed the prompt more effectively by adding a significant amount of leaves with varied motion blur and scale, which created much more 'dynamic motion' than P-Image Edit. While both models handled the hair blowing effect well, FLUX.2 was more successful in creating the requested lively and energetic feel throughout the entire frame.
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PrunaAI's sub-1-second multi-image editing model supporting up to 5 reference images with state-of-the-art quality