Test setup<\/h2>\n
All runs used resolution 2K and one output per test. Inputs were standard product and scene photos. Elapsed run times listed in the table below.<\/p>\n
Edits<\/h2>\n1) Product packshot \u2014 water bottle<\/h3>\n\n ![\"Matte](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/before1.jpg\")
Prompt: Photorealistic studio product photo of a matte black stainless steel water bottle standing on a light gray background, soft diffused lighting, crisp edges, 50mm lens, high detail.<\/figcaption><\/figure>\n\n ![\"Water](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/after1.jpg\")
Prompt: Turn this into a clean e-commerce packshot. Replace the background with pure white. Keep the bottle shape and edges unchanged. Add a soft natural shadow under the bottle. Remove harsh reflections. Keep the lighting realistic.<\/figcaption><\/figure>\n2) Product studio cleanup \u2014 sneakers<\/h3>\n\n ![\"White](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/before2.jpg\")
Prompt: Photorealistic close-up of white low-top sneakers on a warm wooden floor, natural window light, shallow depth of field, clean background, high detail, realistic textures.<\/figcaption><\/figure>\n\n ![\"Red](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/after2.jpg\")
Prompt: Replace the wooden floor background with a clean off-white studio backdrop. Change the sneaker color to deep red with matte finish. Remove scuff marks and increase texture detail. Add a soft shadow under the shoes.<\/figcaption><\/figure>\n3) Outfit transfer \u2014 portrait<\/h3>\n\n ![\"Waist](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/before3.jpg\")
Prompt: Photorealistic waist-up portrait of a person wearing a plain light gray t-shirt, neutral studio background, soft even lighting, sharp face detail, natural skin texture, 85mm lens, shallow depth of field.<\/figcaption><\/figure>\n\n ![\"Portrait](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/after3.jpg\")
Prompt: Replace the plain t shirt with the olive green bomber jacket from the reference image. Keep face, pose, and lighting unchanged. Maintain realistic fabric fit and natural shadows.<\/figcaption><\/figure>\n4) Scene relight \u2014 city street<\/h3>\n\n ![\"City](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/before4-scaled.jpg\")
Prompt: Photorealistic wide shot of a modern city street on a clear afternoon, storefronts and pedestrians, a few cars, realistic perspective, crisp details, natural colors.<\/figcaption><\/figure>\n\n ![\"City](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/after4-scaled.jpg\")
Prompt: Transform the scene to a rainy evening. Add wet reflections on the pavement, warm orange streetlights, fewer pedestrians, and moody lighting. Keep camera angle and perspective intact.<\/figcaption><\/figure>\n5) Object removal and fill \u2014 desk scene<\/h3>\n\n ![\"Desk](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/before5.jpg\")
Prompt: Photorealistic desk scene with an open laptop on a light wooden desk, a ceramic coffee cup on the right, a notebook and pen on the left, soft morning window light, realistic shadows, high detail.<\/figcaption><\/figure>\n\n ![\"Desk](\"https:\/\/wiro.ai\/blog\/wp-content\/uploads\/2026\/03\/after5.jpg\")
Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\nSummary table<\/h2>\n
\n\nEdit<\/th>\n Model<\/th>\n Run time (s)<\/th>\n<\/tr>\n \nWater bottle packshot<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 33<\/td>\n<\/tr>\n \nSneakers studio cleanup<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 38<\/td>\n<\/tr>\n \nOutfit transfer<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 36<\/td>\n<\/tr>\n \nCity street relight<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 50<\/td>\n<\/tr>\n \nDesk object removal<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\n
The model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n
\n Prompt: Photorealistic studio product photo of a matte black stainless steel water bottle standing on a light gray background, soft diffused lighting, crisp edges, 50mm lens, high detail.<\/figcaption><\/figure>\n
\n Prompt: Turn this into a clean e-commerce packshot. Replace the background with pure white. Keep the bottle shape and edges unchanged. Add a soft natural shadow under the bottle. Remove harsh reflections. Keep the lighting realistic.<\/figcaption><\/figure>\n2) Product studio cleanup \u2014 sneakers<\/h3>\n
2) Product studio cleanup \u2014 sneakers<\/h3>\n\n Prompt: Photorealistic close-up of white low-top sneakers on a warm wooden floor, natural window light, shallow depth of field, clean background, high detail, realistic textures.<\/figcaption><\/figure>\n\n Prompt: Replace the wooden floor background with a clean off-white studio backdrop. Change the sneaker color to deep red with matte finish. Remove scuff marks and increase texture detail. Add a soft shadow under the shoes.<\/figcaption><\/figure>\n3) Outfit transfer \u2014 portrait<\/h3>\n\n Prompt: Photorealistic waist-up portrait of a person wearing a plain light gray t-shirt, neutral studio background, soft even lighting, sharp face detail, natural skin texture, 85mm lens, shallow depth of field.<\/figcaption><\/figure>\n\n Prompt: Replace the plain t shirt with the olive green bomber jacket from the reference image. Keep face, pose, and lighting unchanged. Maintain realistic fabric fit and natural shadows.<\/figcaption><\/figure>\n4) Scene relight \u2014 city street<\/h3>\n\n Prompt: Photorealistic wide shot of a modern city street on a clear afternoon, storefronts and pedestrians, a few cars, realistic perspective, crisp details, natural colors.<\/figcaption><\/figure>\n\n Prompt: Transform the scene to a rainy evening. Add wet reflections on the pavement, warm orange streetlights, fewer pedestrians, and moody lighting. Keep camera angle and perspective intact.<\/figcaption><\/figure>\n5) Object removal and fill \u2014 desk scene<\/h3>\n\n Prompt: Photorealistic desk scene with an open laptop on a light wooden desk, a ceramic coffee cup on the right, a notebook and pen on the left, soft morning window light, realistic shadows, high detail.<\/figcaption><\/figure>\n\n Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\nSummary table<\/h2>\n
\n\nEdit<\/th>\n Model<\/th>\n Run time (s)<\/th>\n<\/tr>\n \nWater bottle packshot<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 33<\/td>\n<\/tr>\n \nSneakers studio cleanup<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 38<\/td>\n<\/tr>\n \nOutfit transfer<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 36<\/td>\n<\/tr>\n \nCity street relight<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 50<\/td>\n<\/tr>\n \nDesk object removal<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\n
The model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n
\n Prompt: Replace the wooden floor background with a clean off-white studio backdrop. Change the sneaker color to deep red with matte finish. Remove scuff marks and increase texture detail. Add a soft shadow under the shoes.<\/figcaption><\/figure>\n3) Outfit transfer \u2014 portrait<\/h3>\n
3) Outfit transfer \u2014 portrait<\/h3>\n\n Prompt: Photorealistic waist-up portrait of a person wearing a plain light gray t-shirt, neutral studio background, soft even lighting, sharp face detail, natural skin texture, 85mm lens, shallow depth of field.<\/figcaption><\/figure>\n\n Prompt: Replace the plain t shirt with the olive green bomber jacket from the reference image. Keep face, pose, and lighting unchanged. Maintain realistic fabric fit and natural shadows.<\/figcaption><\/figure>\n4) Scene relight \u2014 city street<\/h3>\n\n Prompt: Photorealistic wide shot of a modern city street on a clear afternoon, storefronts and pedestrians, a few cars, realistic perspective, crisp details, natural colors.<\/figcaption><\/figure>\n\n Prompt: Transform the scene to a rainy evening. Add wet reflections on the pavement, warm orange streetlights, fewer pedestrians, and moody lighting. Keep camera angle and perspective intact.<\/figcaption><\/figure>\n5) Object removal and fill \u2014 desk scene<\/h3>\n\n Prompt: Photorealistic desk scene with an open laptop on a light wooden desk, a ceramic coffee cup on the right, a notebook and pen on the left, soft morning window light, realistic shadows, high detail.<\/figcaption><\/figure>\n\n Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\nSummary table<\/h2>\n
\n\nEdit<\/th>\n Model<\/th>\n Run time (s)<\/th>\n<\/tr>\n \nWater bottle packshot<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 33<\/td>\n<\/tr>\n \nSneakers studio cleanup<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 38<\/td>\n<\/tr>\n \nOutfit transfer<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 36<\/td>\n<\/tr>\n \nCity street relight<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 50<\/td>\n<\/tr>\n \nDesk object removal<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\n
The model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n
\n Prompt: Replace the plain t shirt with the olive green bomber jacket from the reference image. Keep face, pose, and lighting unchanged. Maintain realistic fabric fit and natural shadows.<\/figcaption><\/figure>\n4) Scene relight \u2014 city street<\/h3>\n
4) Scene relight \u2014 city street<\/h3>\n\n Prompt: Photorealistic wide shot of a modern city street on a clear afternoon, storefronts and pedestrians, a few cars, realistic perspective, crisp details, natural colors.<\/figcaption><\/figure>\n\n Prompt: Transform the scene to a rainy evening. Add wet reflections on the pavement, warm orange streetlights, fewer pedestrians, and moody lighting. Keep camera angle and perspective intact.<\/figcaption><\/figure>\n5) Object removal and fill \u2014 desk scene<\/h3>\n\n Prompt: Photorealistic desk scene with an open laptop on a light wooden desk, a ceramic coffee cup on the right, a notebook and pen on the left, soft morning window light, realistic shadows, high detail.<\/figcaption><\/figure>\n\n Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\nSummary table<\/h2>\n
\n\nEdit<\/th>\n Model<\/th>\n Run time (s)<\/th>\n<\/tr>\n \nWater bottle packshot<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 33<\/td>\n<\/tr>\n \nSneakers studio cleanup<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 38<\/td>\n<\/tr>\n \nOutfit transfer<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 36<\/td>\n<\/tr>\n \nCity street relight<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 50<\/td>\n<\/tr>\n \nDesk object removal<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\n
The model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n
\n Prompt: Transform the scene to a rainy evening. Add wet reflections on the pavement, warm orange streetlights, fewer pedestrians, and moody lighting. Keep camera angle and perspective intact.<\/figcaption><\/figure>\n5) Object removal and fill \u2014 desk scene<\/h3>\n
5) Object removal and fill \u2014 desk scene<\/h3>\n\n Prompt: Photorealistic desk scene with an open laptop on a light wooden desk, a ceramic coffee cup on the right, a notebook and pen on the left, soft morning window light, realistic shadows, high detail.<\/figcaption><\/figure>\n\n Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\nSummary table<\/h2>\n
\n\nEdit<\/th>\n Model<\/th>\n Run time (s)<\/th>\n<\/tr>\n \nWater bottle packshot<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 33<\/td>\n<\/tr>\n \nSneakers studio cleanup<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 38<\/td>\n<\/tr>\n \nOutfit transfer<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 36<\/td>\n<\/tr>\n \nCity street relight<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 50<\/td>\n<\/tr>\n \nDesk object removal<\/td>\n Seedream V5 Lite Uncensored<\/a><\/td>\n 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\n
The model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n
\n Prompt: Remove the ceramic coffee cup from the desk. Extend the wooden desk surface seamlessly to the right to fill the gap. Keep all shadows consistent and maintain realistic textures.<\/figcaption><\/figure>\n\n
Summary table<\/h2>\n
| Edit<\/th>\n | Model<\/th>\n | Run time (s)<\/th>\n<\/tr>\n |
|---|---|---|
| Water bottle packshot<\/td>\n | Seedream V5 Lite Uncensored<\/a><\/td>\n | 33<\/td>\n<\/tr>\n |
| Sneakers studio cleanup<\/td>\n | Seedream V5 Lite Uncensored<\/a><\/td>\n | 38<\/td>\n<\/tr>\n |
| Outfit transfer<\/td>\n | Seedream V5 Lite Uncensored<\/a><\/td>\n | 36<\/td>\n<\/tr>\n |
| City street relight<\/td>\n | Seedream V5 Lite Uncensored<\/a><\/td>\n | 50<\/td>\n<\/tr>\n |
| Desk object removal<\/td>\n | Seedream V5 Lite Uncensored<\/a><\/td>\n | 37<\/td>\n<\/tr>\n<\/table>\nQuick verdict<\/h2>\nThe model handles background swaps and object removal well for clean studio shots. Outfit transfer keeps face and pose stable most of the time but can alter fine fabric folds. Complex relighting works but needs careful prompt wording to keep reflections consistent. Overall, Seedream V5 Lite Uncensored produces usable edits for e-commerce and editorial workflows when prompts focus on shape preservation and lighting.<\/p>\n |