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depth-map-generation

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Depth Map Generation

深度图生成

Generate accurate depth maps from any image using each::sense. This skill extracts depth information from 2D images for 3D effects, parallax animations, VR/AR applications, computational photography, and more.
借助each::sense从任意图像生成精准的深度图。该技能可从2D图像中提取深度信息，用于3D效果、视差动画、VR/AR应用、计算摄影等场景。

Features

功能特性

  • Monocular Depth Estimation: Extract depth from single images
  • Portrait Depth Maps: Precise depth for portrait photography effects
  • Landscape Depth: Scene depth for panoramic and landscape images
  • Product Depth: 3D-ready depth maps for e-commerce
  • Architectural Depth: Building and interior depth analysis
  • 3D Parallax Effects: Depth data for Ken Burns-style animations
  • VR/AR Depth: Real-time depth estimation for immersive experiences
  • Stereo Image Generation: Convert 2D to stereoscopic 3D
  • Focus Stacking: Depth-based focus plane selection
  • Background Blur: Depth-aware bokeh and blur effects
  • 单目深度估计：从单张图像中提取深度信息
  • 人像深度图：为肖像摄影效果提供精准深度数据
  • 风景深度：为全景图及风景图像提供场景深度信息
  • 商品深度：为电商场景生成可用于3D展示的深度图
  • 建筑深度：对建筑及室内场景进行深度分析
  • 3D视差效果：为Ken Burns风格动画提供深度数据
  • VR/AR深度：为沉浸式体验提供实时深度估计
  • 立体图像生成：将2D图像转换为立体3D图像
  • 焦点堆叠：基于深度选择对焦平面
  • 背景模糊：基于深度实现散景及模糊效果

Quick Start

快速开始

bash
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": "Generate a depth map from this photo"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo.jpg"],
    "mode": "max"
  }'
bash
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": "Generate a depth map from this photo"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo.jpg"],
    "mode": "max"
  }'

Depth Map Output Formats

深度图输出格式

FormatDescriptionUse Case
Grayscale8-bit depth (white=near, black=far)General purpose, visualization
Inverse Grayscale8-bit depth (black=near, white=far)Some 3D software compatibility
Normalized0-1 range depth valuesMachine learning pipelines
MetricReal-world distance estimationAR/VR, robotics
Format说明适用场景
Grayscale8位深度（白色=近处，黑色=远处）通用场景、可视化展示
Inverse Grayscale8位深度（黑色=近处，白色=远处）适配部分3D软件
Normalized0-1范围的深度值机器学习流水线
Metric真实世界距离估计AR/VR、机器人领域

Use Case Examples

应用场景示例

1. Generate Depth Map from Photo

1. 从照片生成深度图

Basic depth extraction from any image.
bash
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": "Generate a depth map from this image. Output as grayscale where white represents closer objects and black represents distant objects."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/scene.jpg"],
    "mode": "max"
  }'
从任意图像提取基础深度信息。
bash
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": "Generate a depth map from this image. Output as grayscale where white represents closer objects and black represents distant objects."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/scene.jpg"],
    "mode": "max"
  }'

2. Portrait Depth Map

2. 人像深度图

Extract precise depth from portrait photos for bokeh effects and 3D portraits.
bash
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 a high-precision depth map from this portrait photo. Focus on accurate edge detection around the subject, especially hair and facial features. I need this for applying realistic depth-of-field effects."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/portrait.jpg"],
    "mode": "max"
  }'
从人像照片提取精准深度数据，用于散景效果及3D人像制作。
bash
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 a high-precision depth map from this portrait photo. Focus on accurate edge detection around the subject, especially hair and facial features. I need this for applying realistic depth-of-field effects."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/portrait.jpg"],
    "mode": "max"
  }'

3. Landscape Depth Map

3. 风景深度图

Generate depth from landscape and outdoor scenes with extended depth range.
bash
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": "Generate a depth map from this landscape photo. The scene has foreground elements, mid-ground terrain, and distant mountains. Capture the full depth range from near to far with good separation between depth layers."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/landscape.jpg"],
    "mode": "max"
  }'
从风景及户外场景生成深度图，覆盖更广的深度范围。
bash
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": "Generate a depth map from this landscape photo. The scene has foreground elements, mid-ground terrain, and distant mountains. Capture the full depth range from near to far with good separation between depth layers."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/landscape.jpg"],
    "mode": "max"
  }'

4. Product Depth for 3D Effect

4. 用于3D效果的商品深度图

Create depth maps for product images to enable 3D viewing experiences.
bash
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": "Extract a depth map from this product photo. I need accurate depth information to create a 3D interactive view for an e-commerce website. Focus on capturing the product shape and surface details."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/product-sneaker.jpg"],
    "mode": "max"
  }'
为商品图像创建深度图，实现3D浏览体验。
bash
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": "Extract a depth map from this product photo. I need accurate depth information to create a 3D interactive view for an e-commerce website. Focus on capturing the product shape and surface details."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/product-sneaker.jpg"],
    "mode": "max"
  }'

5. Architectural Depth Map

5. 建筑深度图

Generate depth from architectural and interior photos for visualization.
bash
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 a depth map from this interior architecture photo. Capture the spatial relationships between walls, furniture, and architectural elements. I need this for a virtual tour with depth-based transitions."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/interior.jpg"],
    "mode": "max"
  }'
从建筑及室内照片生成深度图，用于可视化展示。
bash
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 a depth map from this interior architecture photo. Capture the spatial relationships between walls, furniture, and architectural elements. I need this for a virtual tour with depth-based transitions."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/interior.jpg"],
    "mode": "max"
  }'

6. 3D Parallax Effect Creation

6. 3D视差效果制作

Generate depth maps optimized for creating parallax animations and Ken Burns effects.
bash
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": "Generate a depth map from this photo that I will use for a 3D parallax animation. I need clear depth separation between foreground, midground, and background elements. The depth should be smooth with distinct layers for a compelling parallax effect."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/scene-for-parallax.jpg"],
    "mode": "max"
  }'
生成优化后的深度图，用于制作视差动画及Ken Burns效果。
bash
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": "Generate a depth map from this photo that I will use for a 3D parallax animation. I need clear depth separation between foreground, midground, and background elements. The depth should be smooth with distinct layers for a compelling parallax effect."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/scene-for-parallax.jpg"],
    "mode": "max"
  }'

7. VR/AR Depth Estimation

7. VR/AR深度估计

Create depth maps suitable for virtual and augmented reality applications.
bash
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": "Generate a depth map from this room photo for AR/VR use. I need metric depth estimation that accurately represents real-world distances. This will be used for placing virtual objects in an augmented reality application."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/room.jpg"],
    "mode": "max"
  }'
创建适用于虚拟现实及增强现实应用的深度图。
bash
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": "Generate a depth map from this room photo for AR/VR use. I need metric depth estimation that accurately represents real-world distances. This will be used for placing virtual objects in an augmented reality application."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/room.jpg"],
    "mode": "max"
  }'

8. Stereo Image Generation

8. 立体图像生成

Convert 2D images to stereoscopic 3D using depth estimation.
bash
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": "Generate a depth map from this photo and use it to create a stereoscopic 3D image pair (left and right eye views). The stereo effect should be subtle enough for comfortable viewing but noticeable enough to create depth perception."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo-for-stereo.jpg"],
    "mode": "max"
  }'
借助深度估计将2D图像转换为立体3D图像。
bash
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": "Generate a depth map from this photo and use it to create a stereoscopic 3D image pair (left and right eye views). The stereo effect should be subtle enough for comfortable viewing but noticeable enough to create depth perception."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo-for-stereo.jpg"],
    "mode": "max"
  }'

9. Focus Stacking Depth

9. 焦点堆叠深度图

Generate depth maps for computational focus stacking and all-in-focus composites.
bash
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 a depth map from this macro/close-up photo. I need precise depth information to identify focus planes for computational focus stacking. Each depth layer should be clearly defined so I can select which areas should be in focus."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/macro-photo.jpg"],
    "mode": "max"
  }'
生成深度图用于计算焦点堆叠及全焦合成。
bash
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 a depth map from this macro/close-up photo. I need precise depth information to identify focus planes for computational focus stacking. Each depth layer should be clearly defined so I can select which areas should be in focus."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/macro-photo.jpg"],
    "mode": "max"
  }'

10. Depth-Aware Background Blur

10. 基于深度的背景模糊

Generate depth for applying realistic bokeh and background blur effects.
bash
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": "Generate a depth map from this photo for applying depth-aware background blur. The subject in the foreground should be clearly separated from the background. I need accurate edge detection so the blur transition looks natural, similar to a portrait mode effect."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo-for-blur.jpg"],
    "mode": "max"
  }'
生成深度数据用于实现真实的散景及背景模糊效果。
bash
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": "Generate a depth map from this photo for applying depth-aware background blur. The subject in the foreground should be clearly separated from the background. I need accurate edge detection so the blur transition looks natural, similar to a portrait mode effect."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/photo-for-blur.jpg"],
    "mode": "max"
  }'

Multi-Turn Depth Processing

多轮深度处理

Use 
session_id
to refine depth maps or process multiple related images:
bash
undefined
使用
session_id
优化深度图或处理多张相关图像：
bash
undefined

Initial depth estimation

初始深度估计

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": "Generate a depth map from this photo"}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/scene.jpg"], "session_id": "depth-project-001" }'
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": "Generate a depth map from this photo"}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/scene.jpg"], "session_id": "depth-project-001" }'

Refine the depth map

优化深度图

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 depth map looks good but can you enhance the edge detection around the main subject? The boundaries are a bit fuzzy."}], "model": "eachsense/beta", "stream": true, "session_id": "depth-project-001" }'
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 depth map looks good but can you enhance the edge detection around the main subject? The boundaries are a bit fuzzy."}], "model": "eachsense/beta", "stream": true, "session_id": "depth-project-001" }'

Apply the depth map for an effect

应用深度图实现效果

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 use this depth map to create a 3D parallax video animation with subtle camera movement"}], "model": "eachsense/beta", "stream": true, "session_id": "depth-project-001" }'
undefined
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 use this depth map to create a 3D parallax video animation with subtle camera movement"}], "model": "eachsense/beta", "stream": true, "session_id": "depth-project-001" }'
undefined

Batch Depth Processing

批量深度处理

Process multiple images for consistent depth estimation:
bash
undefined
处理多张图像以获得一致的深度估计结果：
bash
undefined

Process first image

处理第一张图像

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": "Generate a depth map from this product photo. I will be sending more product images that need consistent depth estimation."}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/product1.jpg"], "session_id": "product-depth-batch", "mode": "eco" }'
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": "Generate a depth map from this product photo. I will be sending more product images that need consistent depth estimation."}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/product1.jpg"], "session_id": "product-depth-batch", "mode": "eco" }'

Process second image with same settings

使用相同设置处理第二张图像

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": "Generate depth map for this product using the same approach as before"}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/product2.jpg"], "session_id": "product-depth-batch", "mode": "eco" }'
undefined
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": "Generate depth map for this product using the same approach as before"}], "model": "eachsense/beta", "stream": true, "image_urls": ["https://example.com/product2.jpg"], "session_id": "product-depth-batch", "mode": "eco" }'
undefined

Mode Selection

模式选择

ModeBest ForSpeedQuality
max
Final production depth maps, VR/AR applications, professional compositingSlowerHighest precision
eco
Quick previews, batch processing, prototypingFasterGood quality
Recommendation: Use 
max
mode when depth accuracy is critical (VR/AR, 3D conversion, professional compositing). Use 
eco
mode for rapid iteration and batch processing.
Mode适用场景速度质量
max
最终生产级深度图、VR/AR应用、专业合成较慢最高精度
eco
快速预览、批量处理、原型制作较快良好质量
建议：当深度精度至关重要时（如VR/AR、3D转换、专业合成），使用
max
模式。快速迭代及批量处理时使用
eco
模式。

Best Practices

最佳实践

Input Image Quality

输入图像质量

  • Resolution: Higher resolution inputs produce more detailed depth maps
  • Lighting: Even lighting helps with accurate depth estimation
  • Contrast: Clear contrast between objects improves depth separation
  • Focus: Sharp images yield better edge detection in depth maps
  • 分辨率：更高分辨率的输入图像可生成更精细的深度图
  • 光照：均匀光照有助于精准的深度估计
  • 对比度：物体间清晰的对比度可提升深度分离效果
  • 对焦：清晰的图像能在深度图中实现更好的边缘检测

Depth Map Applications

深度图应用

  • Parallax Effects: Use 3-5 distinct depth layers for best results
  • Bokeh/Blur: Ensure clean subject edges for natural blur falloff
  • 3D Conversion: Provide context about scene scale for metric depth
  • VR/AR: Request metric depth for real-world distance accuracy
  • 视差效果：使用3-5个不同的深度层可获得最佳效果
  • 散景/模糊：确保主体边缘清晰，实现自然的模糊过渡
  • 3D转换：提供场景尺度信息以获取度量深度
  • VR/AR：请求度量深度以保证真实世界距离的准确性

Prompt Tips

提示词技巧

  1. Specify output format: Grayscale, normalized, or metric depth
  2. Describe the scene: Help the model understand spatial relationships
  3. State your use case: Different applications benefit from different depth characteristics
  4. Request edge quality: Specify if you need sharp or smooth depth transitions
  1. 指定输出格式：灰度图、归一化或度量深度
  2. 描述场景：帮助模型理解空间关系
  3. 说明使用场景：不同应用场景需要不同特性的深度数据
  4. 要求边缘质量：明确是否需要锐利或平滑的深度过渡

Error Handling

错误处理

ErrorCauseSolution
Failed to create prediction: HTTP 422
Insufficient balanceTop up at eachlabs.ai
Image loading failedInvalid or inaccessible image URLVerify image URL is publicly accessible
TimeoutComplex or high-resolution imageSet client timeout to minimum 10 minutes
Low quality depth outputPoor input image qualityUse higher resolution, better lit source image
错误原因解决方案
Failed to create prediction: HTTP 422
余额不足在eachlabs.ai进行充值
图像加载失败图像URL无效或无法访问验证图像URL可公开访问
超时图像复杂或分辨率过高将客户端超时设置为至少10分钟
深度图质量低下输入图像质量差使用更高分辨率、光照更好的源图像

Technical Notes

技术说明

  • Client Timeout: Set your HTTP client timeout to minimum 10 minutes for complex depth estimation
  • Image Formats: Supports JPEG, PNG, WebP input images
  • Output Format: Depth maps are typically output as grayscale PNG images
  • Depth Range: Relative depth (0-1) by default; metric depth available on request
  • 客户端超时：对于复杂的深度估计，将HTTP客户端超时设置为至少10分钟
  • 图像格式：支持JPEG、PNG、WebP输入图像
  • 输出格式：深度图通常以灰度PNG图像输出
  • 深度范围：默认提供相对深度（0-1）；可请求度量深度

Related Skills

相关技能

  • each-sense
    - Core API documentation
  • image-to-3d
    - Full 3D model generation from images
  • image-editing
    - Apply depth-based effects to images
  • video-generation
    - Create parallax videos from depth maps
  • each-sense
    - 核心API文档
  • image-to-3d
    - 从图像生成完整3D模型
  • image-editing
    - 为图像应用基于深度的效果
  • video-generation
    - 从深度图生成视差视频