awesome-genmedia AI Clothing Try-On
Virtually try clothes on photos of real people using each::sense — the intelligent AI agent that automatically selects the best model for your request.
Quick Start
Requires an each::labs API key. Get one at eachlabs.ai.
Using curl
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [
{
"role": "user",
"content": [
{"type": "text", "text": "Put the clothing from the second image onto the person in the first image. Keep the person identity, pose, and background the same. Realistic fit and natural fabric draping."},
{"type": "image_url", "image_url": {"url": "https://example.com/person-photo.jpg"}},
{"type": "image_url", "image_url": {"url": "https://example.com/garment-photo.jpg"}}
]
}
],
"stream": false
}'
Using Python (OpenAI SDK)
from openai import OpenAI
client = OpenAI(
api_key="YOUR_EACHLABS_API_KEY",
base_url="https://eachsense-agent.core.eachlabs.run/v1"
)
response = client.chat.completions.create(
model="eachsense/beta",
messages=[{
"role": "user",
"content": "Put the clothing from the second image onto the person in the first image. Keep the person identity, pose, and background the same. Realistic fit and natural fabric draping."
}],
# Images are included in the message content array above
)
print(response.choices[0].message.content)
With Reference Image
This skill is inherently image-driven. Always provide at least one image (the person), and optionally a second image (the garment):
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [
{
"role": "user",
"content": [
{"type": "text", "text": "Dress the person in the first image in a classic black leather biker jacket over a white t-shirt with slim dark jeans. Maintain the original pose and face. Photorealistic result."},
{"type": "image_url", "image_url": {"url": "https://example.com/person-photo.jpg"}}
]
}
],
"stream": false
}'
Images are sent inside messages using the OpenAI multimodal content format. Maximum 4 images per request.
Streaming
Set "stream": true for real-time SSE responses, or "stream": false for complete result in a single response. Streaming is useful for showing progress in UIs; non-streaming is simpler for scripts and automation.
Best Practices for Input Photos
Person Photo
- Clear, well-lit front-facing or three-quarter pose
- Full body or half body depending on garment type (full body for dresses/pants, half body for tops)
- Simple background improves results; busy backgrounds may interfere
- Neutral pose with arms at sides gives the cleanest try-on
Garment Photo
- Flat lay or mannequin shots work best
- Clean background (white preferred)
- Single garment per image, no styling accessories unless you want them included
- Good lighting showing fabric texture and color accurately
Examples
Dress Try-On with Two Images
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [
{
"role": "user",
"content": [
{"type": "text", "text": "Put this red silk midi dress from the second image onto the woman in the first image. Preserve her face, hairstyle, and the outdoor park background. Natural draping, realistic shadows."},
{"type": "image_url", "image_url": {"url": "https://example.com/woman-standing-park.jpg"}},
{"type": "image_url", "image_url": {"url": "https://example.com/red-silk-dress-flatlay.jpg"}}
]
}
],
"stream": false
}'
Text-Described Outfit on Person
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [
{
"role": "user",
"content": [
{"type": "text", "text": "Change the outfit on the person in this image to a navy pinstripe three-piece suit with a crisp white shirt and burgundy silk tie. Keep the face, hair, and background identical. Professional photo quality."},
{"type": "image_url", "image_url": {"url": "https://example.com/man-office.jpg"}}
]
}
],
"stream": false
}'
Jacket Try-On
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d '{
"messages": [
{
"role": "user",
"content": [
{"type": "text", "text": "Put the denim jacket from the second image onto the person in the first image. Keep everything else the same: face, pose, pants, shoes, background. Only replace the upper body outerwear."},
{"type": "image_url", "image_url": {"url": "https://example.com/person-casual.jpg"}},
{"type": "image_url", "image_url": {"url": "https://example.com/denim-jacket.jpg"}}
]
}
],
"stream": false
}'
E-commerce Integration Workflow
# Try multiple garments on the same person photo
PERSON="https://example.com/model-photo.jpg"
GARMENTS=(
"https://example.com/product-001-blouse.jpg"
"https://example.com/product-002-jacket.jpg"
"https://example.com/product-003-dress.jpg"
)
for GARMENT in "${GARMENTS[@]}"; do
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-API-Key: $EACHLABS_API_KEY" \
-d "{
\"messages\": [{\"role\": \"user\", \"content\": \"Put the garment from the second image onto the person in the first image. Preserve identity, pose, and background. Realistic fabric draping, e-commerce quality.\"}],
\"image_urls\": [\"$PERSON\", \"$GARMENT\"],
\"stream\": false
}"
echo "---"
done
Common Pitfalls
- Arms covering torso make it hard to place upper-body garments. Use photos with arms at the sides.
- Extreme poses (jumping, bending) produce less accurate results than standing poses.
- Multiple people in frame — the model may not know which person to dress. Crop to a single person.
- Accessory conflicts — if the person wears a scarf or bag, specify whether to keep or remove them.
- Resolution mismatch — a low-res person photo with a high-res garment (or vice versa) can look unnatural.
Related Skills
- AI Fashion Model — Generate virtual models from scratch
- AI Outfit Generator — Create complete outfit ideas
- AI Product Photo — Professional garment photography
- AI Lifestyle Photo — Products in real-world settings
Related Models
- flux-2-max — Highest quality image generation
- flux-kontext-pro — Best for image-guided edits
- nano-banana-pro — Fast iterations