Remove backgrounds from images using each::sense AI. Create transparent PNGs, replace backgrounds with solid colors or scenes, and handle complex edges like hair with precision.
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Remove backgrounds from images using each::sense AI. Create transparent PNGs, replace backgrounds with solid colors or scenes, and handle complex edges like hair with precision.
metadata
{"author":"eachlabs","version":"2.0"}
Background Removal
Remove backgrounds from images using each::sense. This skill creates professional cutouts with transparent backgrounds, replaces backgrounds with solid colors or scenes, and handles complex edges including hair and fur with precision.
Features
Transparent PNG Export: Clean cutouts with alpha channel transparency
Solid Color Replacement: Replace backgrounds with any solid color
Scene Replacement: Place subjects in new environments
Hair Detail Preservation: Advanced edge detection for fine details
Complex Edge Handling: Accurate cutouts for difficult subjects
Batch Processing: Remove backgrounds from multiple images
E-commerce Ready: Product cutouts optimized for online stores
Portrait Optimization: Professional headshots and profile photos
Quick Start
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this image and export as transparent PNG"}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/my-photo.jpg"],
"mode": "max"
}'
Use Case Examples
1. Product Background Removal
Clean cutouts for e-commerce product listings.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this product photo. Create a clean cutout with transparent background, preserving all product details and shadows. Output as PNG."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-shoe.jpg"],
"mode": "max"
}'
2. Portrait Background Removal
Professional headshot cutouts for business or personal use.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this portrait photo. Preserve all hair details and create clean edges around the person. Export as transparent PNG for professional use."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/headshot.jpg"],
"mode": "max"
}'
3. Transparent PNG Export
Export with alpha channel for use in design software.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this image and export as a high-quality transparent PNG. Ensure clean alpha channel edges suitable for compositing in Photoshop or Figma."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/object.jpg"],
"mode": "max"
}'
4. Background Replacement with Solid Color
Replace background with a specific solid color.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this product image and replace it with a pure white background (#FFFFFF). Keep the product shadows for a natural look."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product.jpg"],
"mode": "max"
}'
5. Background Replacement with Scene
Place subject in a completely new environment.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this person photo and place them in a modern office environment with soft natural lighting from large windows. Make it look natural and professional."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/person.jpg"],
"mode": "max"
}'
6. Hair Detail Preservation
Handle complex hair edges with precision.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this portrait. Pay special attention to preserving fine hair details, flyaway strands, and wispy edges. The subject has curly hair that needs careful edge handling. Export as transparent PNG."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/curly-hair-portrait.jpg"],
"mode": "max"
}'
7. Complex Edge Handling
Handle difficult subjects like fur, feathers, or translucent objects.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this image of a fluffy cat. Preserve all the fur details including the soft edges and individual hair strands. The cat has white fur which is challenging - maintain clean edges without halos."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/fluffy-cat.jpg"],
"mode": "max"
}'
8. Batch Background Removal
Process multiple product images with consistent results.
# First image in batch
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this product image. Export as transparent PNG with consistent edge quality."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-1.jpg"],
"session_id": "batch-background-removal-001",
"mode": "eco"
}'# Second image (same session for consistency)
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this product image with the same settings as before."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-2.jpg"],
"session_id": "batch-background-removal-001",
"mode": "eco"
}'# Third image
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this product image, same approach."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-3.jpg"],
"session_id": "batch-background-removal-001",
"mode": "eco"
}'
9. E-commerce Product Cutouts
Amazon/Shopify-ready product images with white backgrounds.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Create an e-commerce ready product cutout from this image. Remove the background and replace with pure white. The product should be centered with clean edges. This is for Amazon/Shopify listing - must meet marketplace image requirements."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-handbag.jpg"],
"mode": "max"
}'
10. Social Media Profile Photos
Create professional profile pictures with clean backgrounds.
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this selfie and replace with a professional gradient background (dark blue to light blue). Preserve all hair details. This is for a LinkedIn profile photo - make it look polished and professional."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/selfie.jpg"],
"mode": "max"
}'
Multi-Turn Creative Iteration
Use session_id to refine background removal results:
# Initial removal
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Remove the background from this portrait photo"}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/portrait.jpg"],
"session_id": "portrait-project-001"
}'# Refine the result
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "The hair edges look a bit rough. Can you refine them to be smoother and more natural?"}],
"model": "eachsense/beta",
"stream": true,
"session_id": "portrait-project-001"
}'# Change background
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-H "Accept: text/event-stream" \
-d '{
"messages": [{"role": "user", "content": "Now place this cutout on a beach sunset background"}],
"model": "eachsense/beta",
"stream": true,
"session_id": "portrait-project-001"
}'
Mode Selection
Ask your users before generating:
"Do you want fast & cheap, or high quality?"
Mode
Best For
Speed
Quality
max
Final production images, complex edges, hair details
Slower
Highest
eco
Quick previews, batch processing, simple objects
Faster
Good
Best Practices
For Products
Lighting: Original image should have even lighting for best results
Contrast: High contrast between product and background helps accuracy
Shadows: Request shadow preservation for natural-looking results
Hair: Mention hair type in prompt for better edge detection
Clothing: Describe clothing edges if they blend with background
Accessories: Note glasses, jewelry, or items that need preservation
For Complex Subjects
Transparency: Mention glass, smoke, or translucent elements
Fine Details: Specify fur, feathers, or intricate patterns
Multiple Subjects: Describe what should be kept vs removed
Prompt Tips
When requesting background removal, include:
Subject Type: Product, person, animal, object
Edge Complexity: Simple edges vs hair/fur/fine details
Output Format: Transparent PNG or replacement background
Background Color: Specific hex code if replacing with solid color
Use Case: E-commerce, social media, compositing, etc.
Example Prompt Structure
"Remove the background from this [subject type].
[Specific edge requirements like hair or fur details].
Output as [transparent PNG / white background / specific scene].
This is for [use case] - [any specific requirements]."
Error Handling
Error
Cause
Solution
Failed to create prediction: HTTP 422
Insufficient balance
Top up at eachlabs.ai
Poor edge quality
Low resolution input
Use higher resolution source image
Halos around edges
Complex background colors
Use max mode for better edge detection
Timeout
Large image or complex processing
Set client timeout to minimum 10 minutes
Related Skills
each-sense - Core API documentation
product-photo-generation - Generate product images from scratch
