AI Baby Product Photo Enhancer
Budget: $15 – $25 USD
I want a fully-automated pipeline that turns any baby-dress snapshot a parent or photographer uploads into a polished, studio-ready product image. As soon as a photo is dropped in, the background should disappear cleanly, the dress colour must be corrected or subtly recoloured when it looks washed out, and the whole frame needs a layer of professional effects that make it worthy of an e-commerce catalogue.
Here is the flow I have in mind.
• Upload JPEG or PNG → instant background removal (clean white by default, but allow me to swap in themed or seasonal presets later).
• Automatic dress detection → colour enhancement or one-click recolour options.
• Quality lift: sharpening, noise reduction, gentle skin retouch so the baby still looks natural.
• Professional finishing effects: soft shadow or reflection, balanced exposure, and export at multiple resolutions.
On top of the stills I’d like a lightweight generator for short promo clips: the tool should string a few processed images into a 6–10 sec video, trim any silent gaps automatically, add royalty-free background music, simple captions, and tasteful transitions so I can post straight to social media.
I’m open to the underlying tech. If you lean on Python with OpenCV, TensorFlow / PyTorch for segmentation, or use ready APIs like Remove.bg, that’s fine as long as the licence allows commercial use. A small React or Flutter front end that lets me test the workflow locally will be a bonus.
Acceptance criteria
1. One uploaded photo returns a transparent-background PNG plus a white-background JPEG in under 10 seconds on mid-range hardware.
2. Colour enhancement automatically balances exposure and saturation to within 5 % delta of a reference card in test images.
3. Generated promo clip renders without audible silence and meets Instagram 1080×1080 specs.
4. All code, model weights (if custom), and a README with setup and inference instructions are delivered through Git.
If you’ve already built similar product-photo or background-removal tools, point me to a demo and outline how you’ll hit the acceptance marks above.
Here is the flow I have in mind.
• Upload JPEG or PNG → instant background removal (clean white by default, but allow me to swap in themed or seasonal presets later).
• Automatic dress detection → colour enhancement or one-click recolour options.
• Quality lift: sharpening, noise reduction, gentle skin retouch so the baby still looks natural.
• Professional finishing effects: soft shadow or reflection, balanced exposure, and export at multiple resolutions.
On top of the stills I’d like a lightweight generator for short promo clips: the tool should string a few processed images into a 6–10 sec video, trim any silent gaps automatically, add royalty-free background music, simple captions, and tasteful transitions so I can post straight to social media.
I’m open to the underlying tech. If you lean on Python with OpenCV, TensorFlow / PyTorch for segmentation, or use ready APIs like Remove.bg, that’s fine as long as the licence allows commercial use. A small React or Flutter front end that lets me test the workflow locally will be a bonus.
Acceptance criteria
1. One uploaded photo returns a transparent-background PNG plus a white-background JPEG in under 10 seconds on mid-range hardware.
2. Colour enhancement automatically balances exposure and saturation to within 5 % delta of a reference card in test images.
3. Generated promo clip renders without audible silence and meets Instagram 1080×1080 specs.
4. All code, model weights (if custom), and a README with setup and inference instructions are delivered through Git.
If you’ve already built similar product-photo or background-removal tools, point me to a demo and outline how you’ll hit the acceptance marks above.