Extend and expand images beyond their original boundaries using each::sense AI. Create panoramic views, convert aspect ratios, add backgrounds, and uncrop photos intelligently.
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Extend and expand images beyond their original boundaries using each::sense AI. Create panoramic views, convert aspect ratios, add backgrounds, and uncrop photos intelligently.
metadata
{"author":"eachlabs","version":"2.0"}
Image Outpainting / Extension
Extend images beyond their original boundaries using each::sense. This skill uses AI to intelligently generate new content that seamlessly blends with the original image, enabling aspect ratio conversions, background expansion, and creative image extensions.
Features
Horizontal Extension: Expand images left and right for wider compositions
Vertical Extension: Add content above and below for taller images
Aspect Ratio Conversion: Transform portrait to landscape or vice versa
Background Expansion: Add more context and environment to photos
Uncropping: Recover or imagine content outside the original frame
Panoramic Creation: Turn single images into wide panoramic views
Product Photo Enhancement: Extend product shots for banners and ads
Artwork Extension: Expand illustrations and digital art
'{
"messages": [{"role": "user", "content": "Extend this image horizontally to create a wider 16:9 composition, maintaining the same style and lighting"}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/original-photo.jpg"],
"mode": "max"
}'
Common Outpainting Scenarios
Use Case
Target Ratio
Description
Portrait to Landscape
16:9
Convert vertical photos for video/desktop
Square to Widescreen
21:9
Create cinematic compositions
Product Banner
3:1 or 4:1
Extend product shots for web banners
Social Media
4:5 or 1:1
Optimize for Instagram feed
Panoramic
2:1 or 3:1
Create wide scenic views
Full Bleed
Custom
Add margins for printing
Use Case Examples
1. Extend Image Horizontally
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": "Extend this image horizontally on both sides. Add more of the natural environment while keeping the subject centered. Maintain consistent lighting, color grading, and style throughout the extension."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/landscape-photo.jpg"],
"mode": "max"
}'
2. Extend Image Vertically
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": "Extend this image vertically - add more sky above and more ground/foreground below. Keep the horizon line natural and maintain the same atmosphere and time of day."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/landscape.jpg"],
"mode": "max"
}'
3. Convert Portrait to Landscape
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": "Convert this vertical portrait photo to a horizontal 16:9 landscape format. Extend the background on both sides to create a wider scene. Keep the person as the main subject and ensure the extended areas match the original environment perfectly."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/portrait-photo.jpg"],
"mode": "max"
}'
4. Convert Square to Widescreen
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": "Transform this square 1:1 image into a cinematic 21:9 widescreen format. Extend the scene horizontally while preserving the central composition. Match the lighting, textures, and visual style seamlessly."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/square-image.jpg"],
"mode": "max"
}'
5. Extend Product Photo for Banner
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": "Extend this product photo into a wide banner format (approximately 4:1 ratio). Keep the product on the left third of the image and extend the clean background to the right to create space for text overlay. Maintain the same studio lighting and surface texture."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/product-shot.jpg"],
"mode": "max"
}'
6. Add More Background/Context
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": "Expand this image in all directions to add more environmental context. The subject is too tightly cropped - extend the scene to show more of the surroundings, making it feel less cramped. Keep the original subject size and add approximately 50% more space around it."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/tight-crop.jpg"],
"mode": "max"
}'
7. Uncrop a Cropped Photo
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": "This photo has been tightly cropped - uncrop it to reveal more of the scene. Extend downward to show the full body (currently cut off at the waist) and extend the sides to show more of the room interior. Generate realistic content that matches the existing style."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/cropped-photo.jpg"],
"mode": "max"
}'
8. Create Panoramic from Single 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": "Transform this landscape photo into a wide panoramic image with a 3:1 aspect ratio. Extend the scenic view on both left and right sides, continuing the mountain range, sky, and terrain naturally. Create a sweeping vista that feels like a real panoramic photograph."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/mountain-view.jpg"],
"mode": "max"
}'
9. Extend Artwork/Illustration
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": "Extend this digital illustration horizontally to double its width. Continue the artistic style, color palette, and visual elements seamlessly. This is a fantasy landscape illustration - extend the magical forest and atmospheric elements on both sides while maintaining the same painting technique and mood."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/fantasy-illustration.jpg"],
"mode": "max"
}'
10. Add Environment to Portrait
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": "This is a headshot with a blurred background. Extend the image to show more of the environment - convert to a 3/4 or full body shot by extending downward, and widen the scene to show the cafe/office setting implied by the background. Keep the portrait style and depth of field consistent."}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/headshot.jpg"],
"mode": "max"
}'
Multi-Turn Outpainting Session
Use session_id to iterate on outpainting results:
# Initial extension request
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": "Extend this beach photo horizontally to create a wider 16:9 composition"}],
"model": "eachsense/beta",
"stream": true,
"image_urls": ["https://example.com/beach.jpg"],
"session_id": "outpaint-beach-001",
"mode": "max"
}'# Request adjustments
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 right side extension looks good, but can you add some palm trees on the left side to balance the composition?"}],
"model": "eachsense/beta",
"stream": true,
"session_id": "outpaint-beach-001"
}'# Further refinement
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 extend it vertically as well - add more dramatic sky with sunset clouds above"}],
"model": "eachsense/beta",
"stream": true,
"session_id": "outpaint-beach-001"
}'
Prompt Tips for Outpainting
When requesting image extensions, include these details in your prompt:
Direction: Specify horizontal, vertical, or all directions
Target Ratio: Mention the desired aspect ratio (16:9, 21:9, 3:1, etc.)
Content Guidance: Describe what should appear in extended areas
Style Matching: Request consistent lighting, colors, and atmosphere
Subject Position: Specify where the original subject should be placed
Use Case: Mention if it's for a banner, social media, print, etc.
Example Prompt Structure
"Extend this [image type] [direction] to [target ratio/size].
[Describe what to add in extended areas].
Maintain [lighting/style/atmosphere] consistency.
Position the original [subject] in the [location]."
Mode Selection
Ask your users before generating:
"Do you want fast & cheap, or high quality?"
Mode
Best For
Speed
Quality
max
Final outputs, professional use, complex scenes
Slower
Highest
eco
Quick previews, testing compositions, iterations
Faster
Good
Best Practices
For Best Results
High-quality source: Start with a high-resolution original image
Clear edges: Images with distinct edges outpaint more seamlessly
Consistent lighting: Describe the lighting in your prompt for better matching
Reasonable extensions: Extending 2-3x the original size works best
Iterate: Use sessions to refine results progressively
Common Pitfalls to Avoid
Don't extend too far in one step - do it gradually
Avoid extending images with complex foreground elements at edges
Don't expect perfect results with heavily stylized or abstract images
Be specific about what should appear in extended areas
Aspect Ratio Reference
Name
Ratio
Common Use
Square
1:1
Instagram, thumbnails
Standard Photo
4:3
Traditional photography
Instagram Portrait
4:5
Instagram feed
HD Video
16:9
YouTube, presentations
Cinematic
21:9
Film, ultrawide monitors
Panoramic
2:1, 3:1
Scenic views, banners
Banner
4:1, 5:1
Website headers, ads
Error Handling
Error
Cause
Solution
Failed to create prediction: HTTP 422
Insufficient balance
Top up at eachlabs.ai
Content policy violation
Prohibited content
Adjust prompt to comply with content policies
Timeout
Complex generation
Set client timeout to minimum 10 minutes
Poor edge blending
Low quality source
Use higher resolution source image
Related Skills
each-sense - Core API documentation
image-inpainting - Edit specific regions within images
image-upscaling - Enhance image resolution
background-removal - Remove and replace backgrounds
