# Background Removal Extract subjects from images with transparent backgrounds. ## Tools ### remove.bg (API) ```bash curl -X POST "https://api.remove.bg/v1.0/removebg" \ -H "X-Api-Key: YOUR_API_KEY" \ -F "image_file=@photo.jpg" \ -F "size=auto" \ -o "result.png" ``` ```python import requests response = requests.post( "https://api.remove.bg/v1.0/removebg", files={"image_file": open("photo.jpg", "rb")}, data={"size": "auto"}, headers={"X-Api-Key": "YOUR_API_KEY"} ) with open("result.png", "wb") as f: f.write(response.content) ``` **Pricing:** ~$0.20/image (50 free/month) ### ClipDrop (Stability AI) ```python import requests response = requests.post( "https://clipdrop-api.co/remove-background/v1", files={"image_file": open("photo.jpg", "rb")}, headers={"x-api-key": "YOUR_API_KEY"} ) ``` **Features:** Background removal, cleanup, relighting ### Photoroom API ```python response = requests.post( "https://sdk.photoroom.com/v1/segment", files={"image_file": open("photo.jpg", "rb")}, headers={"x-api-key": "YOUR_API_KEY"} ) ``` ### Local (rembg) ```bash pip install rembg # CLI rembg i input.jpg output.png # Python from rembg import remove from PIL import Image output = remove(Image.open("input.jpg")) output.save("output.png") ``` **Models:** - `u2net` — General purpose (default) - `u2net_human_seg` — Optimized for people - `silueta` — Faster, smaller ## Batch Processing ```python from rembg import remove from pathlib import Path for img_path in Path("input/").glob("*.jpg"): result = remove(Image.open(img_path)) result.save(f"output/{img_path.stem}.png") ``` ## Edge Refinement Raw removal often has rough edges: 1. **Feather edges** — Gaussian blur on alpha channel 2. **Matting models** — Use dedicated matting for hair/fur 3. **Manual cleanup** — Touch up in photo editor ## Use Cases - Product photography - Profile pictures - Compositing - E-commerce listings - Marketing materials ## Quality Tips - **Good lighting** — clear subject separation helps - **High contrast** — distinct foreground/background - **Clean backgrounds** — simpler = better results - **Check hair/fur** — often needs manual refinement