Is That Still My Product

2026-02-27 13:21:38 UTC · 1031.9s · 4 models · 9 inputs · Total cost: $1.10
#1 flux-kontext 4.8/5 WINNER | Best Value: reve-edit
4 models · 9 inputs (n=9) · $1.10 · 1032s · ⚠ Small sample — scores may vary with more prompts

Model Rankings

Rank Model Visual Quality Input Fidelity Transformation Quality Artifact Detection Overall Conf Success
1 flux-kontextWINNER 5.0 4.6 5.0 4.8 4.8 n=9 95% 9/9
2 reve-edit 5.0 3.6 4.8 4.8 4.5 n=9 94% 9/9
3 seedream-edit 3.2 2.7 3.3 3.3 3.1 n=6 97% 6/9
4 firered-edit 1.1 0.8 1.1 1.1 1.0 n=2 99% 2/9

Dimension Profile

Cost Efficiency

RankModelScoreCost/ImageScore/$vs Winner
1 reve-editBEST VALUE 4.5 $0.0400 113 -0.3 quality, 20% cheaper
2 seedream-edit 3.1 $0.0300 105 -1.7 quality, 40% cheaper
3 flux-kontextWINNER 4.8 $0.0500 97 baseline
4 firered-edit 1.0 $0.0300 34 -3.8 quality, 40% cheaper

reve-edit is 20% cheaper than flux-kontext with only 0.3 points less quality

Place this product on a marble kitchen countertop with morning light

Input Input image
Reference image
seedream-edit seedream-edit
5.0/5
51942ms · $0.0300
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality with sharp details on the main subject and a pleasing depth of field. There are no visible artifacts, distortions, or inconsistencies, and the lighting is natural and well-executed.
Input Fidelity: 5.0/5 (100% conf)
The transformed image perfectly preserves the identity, specific features, and composition of the main subject, the pair of sneakers. While the background and lighting environment have been completely changed, the shoes themselves are identical to the original.
Transformation Quality: 5.0/5 (95% conf)
The transformation successfully recontextualized the shoe into a new environment with highly realistic lighting and shadow integration. The subject is seamlessly blended into the new background, making the output appear as a genuine photograph.
Artifact Detection: 5.0/5 (90% conf)
The transformed image exhibits no visible artifacts, such as halos, blurring, or color shifts, around the subject. The shoe is seamlessly integrated into the new environment, and the lighting and shadows are natural and consistent with the new background.
flux-kontext flux-kontext
4.2/5
23574ms · $0.0500
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality with sharp focus, realistic textures, and accurate reflections. There are no visible artifacts, distortions, or blurring, making it appear professionally rendered.
Input Fidelity: 4.0/5 (70% conf)
The main subject, the sneakers, are perfectly preserved in terms of model, color, and pose, demonstrating strong fidelity to the primary key features. However, the original stylized two-tone geometric background has been completely replaced with a realistic marble surface and plain wall, which is a significant alteration to the overall scene's composition.
Transformation Quality: 5.0/5 (100% conf)
The background transformation is executed flawlessly, seamlessly integrating the original subject onto a new, realistic marble surface. The subject's details are perfectly preserved, and the new shadows and reflections enhance the natural appearance.
Artifact Detection: 3.0/5 (80% conf)
The transformation successfully replaced the background without introducing severe artifacts on the shoe's edges. However, minor artifacts are visible in the integration of the shoe with the new surface, particularly in the reflection and shadow.
firered-edit firered-edit
4.8/5
126620ms · $0.0300
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, with sharp details on the sneaker, accurate textures, and realistic lighting. There are no visible artifacts, distortions, or inconsistencies, making it appear as a professional-grade photograph.
Input Fidelity: 4.0/5 (90% conf)
The transformed image strongly preserves the identity, colorway, and intricate details of the sneaker from the original input. However, the original composition, including the floating pose and the distinct two-tone geometric studio background, has been significantly altered to an indoor setting with the shoe resting on a surface.
Transformation Quality: 5.0/5 (100% conf)
The transformation successfully recontextualizes the sneaker into a new environment, maintaining its details while realistically adapting its lighting and shadows to the new scene. The integration of the subject into the new background is seamless, creating a natural and believable result.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts on the shoe itself. The shoe has been seamlessly extracted from its original background and integrated into the new environment with clean edges and perfectly preserved details, textures, and colors.
reve-edit reve-edit
5.0/5
19734ms · $0.0400
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, resembling a professional product photograph. The shoe is rendered with exceptional sharpness and detail, and the lighting is natural and well-executed, creating realistic shadows and highlights.
Input Fidelity: 5.0/5 (95% conf)
The transformed image perfectly preserves the identity, specific model, and colorway of the sneaker from the original image. The pose and composition of the shoe are also maintained with excellent fidelity, despite a complete change in background and lighting.
Transformation Quality: 5.0/5 (100% conf)
The transformation successfully replaced the original abstract background with a realistic kitchen scene. The sneaker is perfectly masked and seamlessly integrated, with its lighting and shadows convincingly adapted to match the new environment's natural light source.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts. The shoe is seamlessly integrated into the new background with perfectly clean edges, natural lighting, and preserved details, indicating an excellent transformation.

Show this product in a modern minimalist studio with white background

Input Input image
Reference image
seedream-edit seedream-edit
4.8/5
23475ms · $0.0300
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, characterized by sharp focus, vibrant and accurate colors, and realistic textures. There are no visible artifacts, distortions, or blurring, making it appear professionally rendered.
Input Fidelity: 4.0/5 (90% conf)
The output image demonstrates strong preservation of the main subject, the sneakers, including their identity, colors, textures, and precise pose. However, the background, which was a distinct multi-colored geometric pattern in the input, has been completely replaced with a plain white background, representing a significant alteration to the overall scene.
Transformation Quality: 5.0/5 (100% conf)
The background transformation is excellent, seamlessly replacing the original colorful background with a clean white one. The subject remains perfectly intact with sharp edges and no artifacts.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the background removal and replacement. The edges of the shoe are perfectly clean and sharp, with no halos, blurring, or jagged lines.
flux-kontext flux-kontext
4.8/5
15548ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits professional-level quality with exceptional sharpness, accurate colors, and no visible artifacts or distortions. The details of the sneakers are rendered perfectly, making it indistinguishable from a high-quality photograph.
Input Fidelity: 4.0/5 (80% conf)
The output image excellently preserves the identity, details, and pose of the main subject, the pastel-colored sneakers. However, the original image's distinctive two-toned, geometric background has been completely replaced with a plain white background, which significantly alters the overall scene's composition and aesthetic.
Transformation Quality: 5.0/5 (100% conf)
The transformation perfectly removed the original colorful background and replaced it with a clean, pure white background. The subject (the shoe) remains completely intact with sharp, natural edges.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the background change. The edges of the shoe are perfectly clean and sharp, with no halos, blurring, or color bleeding from the original background.
firered-edit firered-edit
4.5/5
248113ms · $0.0300
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, appearing sharp, clean, and professionally rendered. There are no visible artifacts, distortions, or blurring, and the colors are accurate and vibrant.
Input Fidelity: 3.0/5 (90% conf)
While the main subject, the sneaker, is perfectly preserved in terms of its identity, colors, and details, the overall composition and presentation are significantly altered. The dynamic pose and the specific two-tone geometric background from the input are completely lost in the output.
Transformation Quality: 5.0/5 (95% conf)
The background removal transformation was executed perfectly. The sneaker is cleanly extracted from the original colorful background and placed onto a pristine white background without any artifacts or edge issues.
Artifact Detection: 5.0/5 (95% conf)
The transformed image exhibits no visible artifacts. The background removal is exceptionally clean, with sharp edges around the shoe and no halos or color bleeding from the original background. The shoe's details remain crisp and well-defined.
reve-edit reve-edit
4.2/5
18345ms · $0.0400
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, appearing indistinguishable from a professional photograph. It features exceptional sharpness, natural lighting, and accurate color reproduction without any visible AI artifacts or distortions.
Input Fidelity: 2.0/5 (85% conf)
While the specific sneaker model and colorway are perfectly preserved, the overall composition and context of the image are significantly altered. The original image featured a single, levitating shoe against a unique two-tone geometric background, which is completely lost in the transformed image.
Transformation Quality: 5.0/5 (95% conf)
The background replacement is executed perfectly, seamlessly integrating the sneakers onto a clean, white studio background. The edges of the sneakers are sharp and free from artifacts, and the new lighting and shadows are consistent and natural-looking.
Artifact Detection: 5.0/5 (90% conf)
The transformed image exhibits no visible artifacts. The shoes are cleanly cut out and seamlessly integrated into the new white studio background, with realistic shadows and sharp edges. The addition of the second shoe also appears natural and well-rendered.

Put this product in a cozy cafe setting with warm ambient lighting

Input Input image
Reference image
seedream-edit
Failed: [{'loc': ['body', 'image'], 'msg': 'The content could not be processed because it contained material flagged by a content checker.', 'type': 'content_policy_violation', 'url': 'https://docs.fal.ai/errors#content_policy_violation', 'input': {'prompt': 'Put this product in a cozy cafe setting with warm ambient lighting', 'image_size': 'auto_2K', 'num_images': 1, 'max_images': 1, 'sync_mode': False, 'enable_safety_checker': True, 'image_urls': ['https://images.unsplash.com/photo-1595950653106-6c9ebd614d3a?w=512']}}]
flux-kontext flux-kontext
5.0/5
10291ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits professional photographic quality with excellent sharpness, natural lighting, and no visible artifacts or distortions. The details of the shoe are perfectly rendered, and the depth of field is handled expertly, creating a realistic and appealing visual.
Input Fidelity: 5.0/5 (95% conf)
The output image perfectly preserves the identity, pose, and intricate details of the pastel-colored sneakers from the input. The transformation primarily alters the lighting and background environment, leaving the core subject unchanged.
Transformation Quality: 5.0/5 (90% conf)
The transformation successfully changed the background and lighting of the sneaker, seamlessly integrating it into a new, darker indoor environment. The lighting on the shoe accurately reflects the new setting, and the overall result is natural and realistic.
Artifact Detection: 5.0/5 (90% conf)
The transformation successfully changed the background and lighting without introducing any noticeable artifacts. The edges of the shoe are clean, and its details remain sharp and well-integrated into the new, darker environment.
firered-edit
Failed: Request fb098cd1-c046-440b-8fef-c3e96aeca0a8 timed out after 300 seconds
reve-edit reve-edit
4.5/5
18443ms · $0.0400
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality with sharp details on the main subject, realistic textures, and a well-executed depth of field. There are no visible artifacts or inconsistencies, making it appear professionally rendered.
Input Fidelity: 5.0/5 (100% conf)
The transformed image perfectly preserves the identity, details, and pose of the sneaker from the original input. While the background and lighting environment have been completely changed, the main subject remains absolutely identical in its appearance and composition within the frame.
Transformation Quality: 3.0/5 (85% conf)
The transformation successfully changed the background while preserving the main subject. However, the integration of the sneaker into the new environment is not seamless, primarily due to a noticeable mismatch in lighting and an unconvincing shadow.
Artifact Detection: 5.0/5 (100% conf)
The transformation successfully extracted the sneaker from its original background and placed it into the new scene without introducing any visible artifacts. The edges of the sneaker are clean and sharp, with no halos, blurring, or ghosting present.

Place this product on a marble kitchen countertop with morning light

Input Input image
Reference image
seedream-edit
Failed: [{'loc': ['body', 'image'], 'msg': 'The content could not be processed because it contained material flagged by a content checker.', 'type': 'content_policy_violation', 'url': 'https://docs.fal.ai/errors#content_policy_violation', 'input': {'prompt': 'Place this product on a marble kitchen countertop with morning light', 'image_size': 'auto_2K', 'num_images': 1, 'max_images': 1, 'sync_mode': False, 'enable_safety_checker': True, 'image_urls': ['https://images.unsplash.com/photo-1541643600914-78b084683601?w=512']}}]
flux-kontext flux-kontext
5.0/5
10189ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, resembling a professional product photograph. All elements are rendered with high fidelity, including realistic material properties, sharp details, and accurate reflections.
Input Fidelity: 5.0/5 (100% conf)
The transformed image perfectly preserves the identity, details, and composition of the Chanel No. 5 perfume bottle from the original input. The text on the label, the bottle's shape, the liquid color, and the cap are all identical, with the only significant change being the background.
Transformation Quality: 5.0/5 (90% conf)
The transformation seamlessly integrates the perfume bottle into a new, realistic kitchen environment. The lighting on the bottle appears consistent with the new background, and the addition of a natural-looking reflection on the marble countertop enhances realism.
Artifact Detection: 5.0/5 (100% conf)
The transformation seamlessly integrates the perfume bottle into the new kitchen environment without introducing any noticeable artifacts. The edges of the bottle are clean and sharp, and its reflections and lighting are consistent with the new background, indicating an excellent, clean transformation.
firered-edit
Failed: Request dfe6eccd-0e91-4b61-9244-bfe09e27a6b3 timed out after 300 seconds
reve-edit reve-edit
4.5/5
18280ms · $0.0400
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, resembling a professional product photograph. The subject is sharp and well-rendered, with realistic textures and reflections, and the background blur is smooth and aesthetically pleasing.
Input Fidelity: 3.0/5 (80% conf)
The main subject, the Chanel No. 5 perfume bottle, is clearly preserved in terms of its shape, label, and cap. However, the liquid inside the bottle has changed significantly in color from orange to yellow/gold and now contains glitter, and the entire background and lighting environment have been completely transformed.
Transformation Quality: 5.0/5 (95% conf)
The transformation is excellent, seamlessly integrating the perfume bottle from the original image into a new, realistic environment. The lighting, shadows, and reflections on the bottle perfectly match the new scene, making it appear as if it was originally photographed in that setting.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the transformation. The perfume bottle is seamlessly integrated into the new background, with clean edges and consistent lighting and reflections.

Show this product in a modern minimalist studio with white background

Input Input image
Reference image
seedream-edit seedream-edit
4.5/5
28496ms · $0.0300
Score Details
Visual Quality: 4.0/5 (90% conf)
The image demonstrates good visual quality with a clean composition, sharp text, and realistic reflections. However, minor imperfections are present in the rendering of the glass edges and corners of the bottle, preventing it from achieving an excellent score.
Input Fidelity: 4.0/5 (90% conf)
The main subject, the Chanel No. 5 perfume bottle, is perfectly preserved in terms of its shape, label, liquid color, and cap details. The primary alteration is the background, which has been changed from a light blue gradient to a solid white.
Transformation Quality: 5.0/5 (100% conf)
The transformation successfully changed the background from blue to white without any artifacts or degradation to the main subject. The edges of the perfume bottle are perfectly clean, and the reflection is seamlessly integrated with the new background.
Artifact Detection: 5.0/5 (90% conf)
The transformation successfully changed the background from blue to white without introducing any noticeable artifacts. The edges of the perfume bottle are perfectly clean and sharp against the new background, with no halos, blurring, or seams.
flux-kontext flux-kontext
5.0/5
9036ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, with sharp focus, realistic material rendering, and accurate details. There are no visible artifacts, distortions, or inconsistencies, making it appear like a professional product photograph.
Input Fidelity: 5.0/5 (95% conf)
The transformed image exhibits excellent input fidelity, perfectly preserving the identity, shape, label, and liquid color of the Chanel No. 5 perfume bottle. The only significant alteration is the background color, which changed from light blue to white/light grey, without affecting the core subject.
Transformation Quality: 5.0/5 (100% conf)
The background color was flawlessly changed from blue to white. The transformation also correctly adjusted the reflections and subtle color casts on the bottle and the surface below it to match the new white background, resulting in a natural and seamless appearance.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the background change. The edges of the perfume bottle are perfectly clean and sharp, with no halos, blurring, or color bleeding.
firered-edit
Failed: Request ef605367-e1e3-47a8-9185-e15dbcbe0b98 timed out after 300 seconds
reve-edit reve-edit
4.5/5
19674ms · $0.0400
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits professional-grade visual quality with exceptional sharpness, realistic material rendering, and accurate reflections. There are no visible artifacts, blurring, or inconsistencies, making it an excellent representation of the product.
Input Fidelity: 3.0/5 (90% conf)
The main subject, the Chanel No. 5 perfume bottle, is perfectly preserved in terms of its shape, label, and composition. However, two prominent visual features, the liquid color and the background color, have been significantly altered, changing the overall aesthetic of the image.
Transformation Quality: 5.0/5 (95% conf)
The transformation successfully changed both the background color and the liquid color of the perfume bottle. The changes are seamlessly integrated, maintaining the object's integrity, lighting, and reflections, resulting in a natural and high-quality output.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts. The edges of the perfume bottle, the text on the label, and the reflections are all exceptionally sharp and clean, without any halos, blurring, or ghosting. The new background and liquid color are uniformly applied and free from banding or pixelation, indicating a very clean transformation.

Put this product in a cozy cafe setting with warm ambient lighting

Input Input image
Reference image
seedream-edit
Failed: [{'loc': ['body', 'image'], 'msg': 'The content could not be processed because it contained material flagged by a content checker.', 'type': 'content_policy_violation', 'url': 'https://docs.fal.ai/errors#content_policy_violation', 'input': {'prompt': 'Put this product in a cozy cafe setting with warm ambient lighting', 'image_size': 'auto_2K', 'num_images': 1, 'max_images': 1, 'sync_mode': False, 'enable_safety_checker': True, 'image_urls': ['https://images.unsplash.com/photo-1541643600914-78b084683601?w=512']}}]
flux-kontext flux-kontext
5.0/5
9744ms · $0.0500
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, with sharp details, realistic textures, and natural lighting. There are no visible artifacts, distortions, or inconsistencies, making it appear professionally rendered.
Input Fidelity: 5.0/5 (100% conf)
The transformed image perfectly preserves the identity, details, and composition of the main subject, the Chanel No. 5 perfume bottle, from the input image. The only significant change is the background, which does not detract from the fidelity of the key feature.
Transformation Quality: 5.0/5 (95% conf)
The transformation successfully replaced the plain background with a realistic indoor setting, seamlessly integrating the perfume bottle. The lighting, reflections, and shadows on the bottle are consistent with the new environment, resulting in a natural and high-quality image.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts on the perfume bottle. The object is seamlessly integrated into the new background, maintaining sharp details and realistic reflections without any blurring, ghosting, or halos.
firered-edit
Failed: Request 5b235caf-0cec-491c-8ff6-7fae45dc5c07 timed out after 300 seconds
reve-edit reve-edit
4.5/5
17536ms · $0.0400
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits professional quality with exceptional sharpness on the main subject, realistic textures, and a well-executed depth of field. There are no visible artifacts, distortions, or inconsistencies, making it an excellent example of visual fidelity.
Input Fidelity: 5.0/5 (90% conf)
The output image perfectly preserves the identity of the main subject, the Chanel No. 5 perfume bottle. Despite significant changes to the background, lighting, and the color of the liquid inside the bottle, the bottle's unique shape, label text, and cap design are flawlessly maintained.
Transformation Quality: 5.0/5 (90% conf)
The perfume bottle is seamlessly integrated into the new environment, with highly realistic lighting, reflections, and shadows that perfectly match the new background. The transformation successfully recontextualizes the object while maintaining its core identity and enhancing its visual realism within the new setting.
Artifact Detection: 3.0/5 (60% conf)
The transformation introduces a noticeable color shift in the perfume liquid, changing it from a reddish-orange in the original to a golden amber in the transformed image. While the integration of the bottle into the new scene is otherwise excellent with clean edges and realistic reflections, this significant alteration of the product's intrinsic color is a clear artifact of the transformation.

Place this product on a marble kitchen countertop with morning light

Input Input image
Reference image
seedream-edit seedream-edit
5.0/5
30532ms · $0.0300
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits professional quality with no visible artifacts, distortions, or inconsistencies. Details are sharp, textures are realistic, and the lighting is natural and well-rendered, making it indistinguishable from a real photograph.
Input Fidelity: 5.0/5 (90% conf)
The output image perfectly preserves the identity, specific model, and exact pose of the headphones from the input. Although the background and lighting environment are completely different, the core subject remains flawlessly identical to the original.
Transformation Quality: 5.0/5 (95% conf)
The transformation is excellent, seamlessly integrating the headphones into a new environment. The lighting and shadows are perfectly re-rendered to match the new scene, creating a highly natural and convincing result.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the transformation. The headphones are seamlessly integrated into the new background with clean, sharp edges and consistent lighting, indicating an excellent transformation.
flux-kontext flux-kontext
4.8/5
8957ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image demonstrates excellent visual quality, appearing sharp, well-lit, and highly realistic. There are no discernible artifacts, distortions, or inconsistencies typically associated with AI generation, making it indistinguishable from a professional photograph.
Input Fidelity: 4.0/5 (80% conf)
The output image strongly preserves the identity and specific features of the main subject, the headphones. However, the background and overall scene composition have been significantly altered, introducing new elements and a different environment.
Transformation Quality: 5.0/5 (100% conf)
The transformation successfully replaced the background while maintaining the integrity and realism of the main subject. The headphones are seamlessly integrated into the new environment with consistent lighting and realistic shadows.
Artifact Detection: 5.0/5 (95% conf)
The transformed image exhibits no visible artifacts. The headphones are seamlessly integrated into the new background, with clean edges and natural-looking shadows that blend perfectly with the marble surface.
firered-edit
Failed: Request ce0a1e72-b5a3-4479-887c-1a09eecdf482 timed out after 300 seconds
reve-edit reve-edit
4.2/5
18973ms · $0.0400
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, appearing indistinguishable from a professional photograph. The rendering of materials, lighting, and depth of field are highly realistic with no visible artifacts.
Input Fidelity: 2.0/5 (90% conf)
The output image fails to preserve the specific identity and key features of the headphones from the input. While both images depict black over-ear headphones, the model, design details, and orientation of the headphones are significantly different.
Transformation Quality: 5.0/5 (95% conf)
The headphones from the original image have been seamlessly integrated into a new, realistic kitchen environment. The lighting on the headphones perfectly matches the ambient lighting of the new scene, and realistic shadows are cast, making the transformation appear natural and authentic.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts from the background replacement. The headphones are seamlessly integrated into the new kitchen environment, with clean edges and realistic lighting and shadows that match the scene.

Show this product in a modern minimalist studio with white background

Input Input image
Reference image
seedream-edit seedream-edit
4.8/5
28910ms · $0.0300
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality with sharp details, clear textures, and no visible artifacts or distortions. The lighting is even, and the subject is well-rendered against a clean background.
Input Fidelity: 4.0/5 (90% conf)
The output image strongly preserves the identity, specific model, and orientation of the headphones from the input. The compositional placement of the headphones is also very similar. However, the background color has been completely changed from yellow to white, and the lighting conditions are noticeably different, introducing a sharper shadow and a background wall element.
Transformation Quality: 5.0/5 (95% conf)
The background color was flawlessly changed from yellow to white while perfectly preserving the headphones. The new white background is clean, and the shadows cast by the headphones are natural and consistent with the original lighting.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts. The edges of the headphones are perfectly clean and sharp against the new white background, with no halos, blurring, or jagged lines. The integration of the object into the new environment is seamless and natural.
flux-kontext flux-kontext
4.8/5
15794ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, characterized by sharp details, realistic textures, and a clean, artifact-free rendering. The lighting is well-executed, contributing to a professional and coherent appearance.
Input Fidelity: 4.0/5 (90% conf)
The specific model and design of the headphones are perfectly preserved, maintaining their identity. However, the background and lighting have been completely changed from a solid yellow to a white studio setting, altering the overall scene composition.
Transformation Quality: 5.0/5 (100% conf)
The headphones have been perfectly extracted from the original yellow background and seamlessly integrated into a new white studio environment. The lighting and shadows on the headphones have been adjusted naturally to match the new setting, resulting in a highly realistic transformation.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts. The headphones are seamlessly integrated into the new white background, with clean edges and realistic shadows, indicating a high-quality transformation.
firered-edit
Failed: Request c8ad9ebf-842e-4ca6-81fa-dc13fc3105da timed out after 300 seconds
reve-edit reve-edit
5.0/5
17129ms · $0.0400
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality, characterized by sharp focus, realistic textures, and professional lighting. There are no visible artifacts, blurring, or distortions, making the headphones appear highly detailed and coherent.
Input Fidelity: 5.0/5 (100% conf)
The transformed image perfectly preserves the identity, shape, and specific details of the headphones, including their composition and lighting. The only alteration is the background color, which does not impact the fidelity of the main subject.
Transformation Quality: 5.0/5 (95% conf)
The background color was perfectly transformed from yellow to a clean white/light grey. The headphones remain sharp and intact, with no artifacts, haloing, or color bleeding around their edges, and the shadows are naturally integrated into the new background.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits no visible artifacts introduced by the background change. The edges of the headphones are perfectly clean, with no halos, blurring, or remnants of the original yellow background. The new white background is smooth and consistent.

Put this product in a cozy cafe setting with warm ambient lighting

Input Input image
Reference image
seedream-edit seedream-edit
4.2/5
30008ms · $0.0300
Score Details
Visual Quality: 5.0/5 (95% conf)
The image exhibits excellent visual quality with professional-grade rendering. There are no visible artifacts, distortions, or inconsistencies, and the focus and depth of field are expertly handled.
Input Fidelity: 2.0/5 (80% conf)
The transformation significantly alters the input image's key features. While the main subject (black over-ear headphones) is present, its original context, composition, and specific angle are completely lost and replaced by an entirely new scene with additional elements.
Transformation Quality: 5.0/5 (95% conf)
The transformation perfectly recontextualized the headphones into a new environment. The subject is seamlessly integrated into the cafe scene with realistic lighting, shadows, and the addition of a coffee cup, resulting in a natural-looking image.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits excellent integration of the headphones into the new environment. There are no visible artifacts such as halos, blurring, or unnatural edges around the headphones, and the lighting and shadows are consistent with the new scene.
flux-kontext flux-kontext
5.0/5
8911ms · $0.0500
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, appearing highly photorealistic with sharp details on the subject (headphones) and a natural, pleasing bokeh effect in the background. There are no visible artifacts, distortions, or inconsistencies typically associated with AI generation, making it indistinguishable from a professional photograph.
Input Fidelity: 5.0/5 (95% conf)
The transformed image perfectly preserves the identity, shape, and specific details of the headphones from the original input. The pose and orientation of the headphones are also maintained with excellent fidelity, despite the complete change in background and lighting.
Transformation Quality: 5.0/5 (100% conf)
The headphones are perfectly preserved and seamlessly integrated into the new environment. The lighting and reflections on the headphones and the table are consistent with the dimly lit room, creating a natural and realistic scene.
Artifact Detection: 5.0/5 (90% conf)
The transformed image exhibits no visible artifacts around the headphones or in their integration into the new background. The edges are clean and sharp, and the lighting on the object is consistent with the new, dimly lit environment, indicating a seamless transformation.
firered-edit
Failed: Request d7e86433-e66a-41ef-b3ab-7ff97ddd780e timed out after 300 seconds
reve-edit reve-edit
4.2/5
19070ms · $0.0400
Score Details
Visual Quality: 5.0/5 (100% conf)
The image exhibits excellent visual quality, appearing highly realistic with sharp details on the main subject and a natural depth of field. There are no visible artifacts, distortions, or inconsistencies commonly found in AI-generated content, making it indistinguishable from a high-quality photograph.
Input Fidelity: 2.0/5 (90% conf)
The output image features headphones, but they are a different model with distinct design features and branding compared to the input. The background, lighting, and overall composition are entirely changed, indicating a significant loss of key features from the original image.
Transformation Quality: 5.0/5 (95% conf)
The transformation successfully recontextualized the headphones into a new environment. The subject is seamlessly integrated into the new scene with consistent lighting and realistic reflections, making the result appear natural and high quality.
Artifact Detection: 5.0/5 (100% conf)
The transformed image exhibits excellent quality with no visible artifacts. The headphones are seamlessly integrated into the new environment, displaying consistent lighting, realistic shadows, and sharp details without any blurring, halos, or color inconsistencies.

Cost Summary

CategoryRequestsCost
fal.ai generation26$1.0500
gemini-2.5-flash judge104$0.0520
Total$1.1020

Configuration

Modelsseedream-edit, flux-kontext, firered-edit, reve-edit
Judgegemini-2.5-flash
Dimensionsvisual_quality, input_fidelity, transformation_quality, artifact_detection
Pipelineimg2img
Evalytic Version0.2.1
Platformdarwin-arm64