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object-removal

object-removal

github.com/eachlabs创意与媒体44417 次安装今天更新
代码仓库

关于 object-removal

object-removal 是基于 each::sense 的图像编辑技能，可按文字描述移除照片中的物体并补全区域，适合需要清理人物、文字或瑕疵的图片处理者。支持多轮细化处理。

主要功能

  1. 01移除人物与物体
  2. 02清除文字、水印和标志
  3. 03修复瑕疵、阴影与线缆
  4. 04按背景内容补全移除区域
  5. 05通过多轮会话迭代修改

适用场景

  1. 01从风景照中移除路人或杂物
  2. 02清理商品图中的标签与反光
  3. 03移除照片水印并恢复背景

安装

复制下面的命令，在终端中运行。

$npx skills add https://github.com/eachlabs/skills --skill object-removal

安装后在 Claude Code 中输入/object-removal确认已加载。

附带文件references/SSE-EVENTS.md

详细介绍

对象移除与图像修补

使用 each::sense 移除照片中的不需要元素。此技能可智能移除对象、人物、文字、水印和瑕疵，同时以符合上下文的内容无缝填充移除区域。

功能

  • 对象移除：从任意照片中移除不需要的物品
  • 人物移除：干净地移除背景中的人物
  • 文字／水印移除：清理叠加了不需要文字的图像
  • 瑕疵移除：移除皮肤瑕疵和照片伪影
  • 电线／线缆移除：清理电线、电缆和线路
  • Logo 移除：从图像中移除品牌标识和 Logo
  • 阴影移除：消除不需要的阴影
  • 背景清理：移除分散注意力的背景元素

快速开始

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 person standing on the left side of this photo"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/beach-photo.jpg"],
    "mode": "max"
  }'

使用示例

1. 从照片中移除人物

从合照或风景照中移除不需要的人物。

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 person in the red shirt from this beach photo. Fill the area naturally with the ocean and sand background."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/beach-group.jpg"],
    "mode": "max"
  }'
2. 移除不需要的对象

通过移除分散注意力的对象来清理照片。

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 trash can and bench from the right side of this park landscape photo. Make it look like a clean natural scene."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/park-landscape.jpg"],
    "mode": "max"
  }'
3. 移除文字／水印

清理叠加了不需要文字或水印的图像。

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": "Remove the watermark from the bottom right corner of this image. Restore the original background seamlessly."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/watermarked-image.jpg"],
    "mode": "max"
  }'
4. 移除瑕疵／缺陷

清理皮肤瑕疵或照片伪影。

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 skin blemishes and acne marks from this portrait photo. Keep the skin looking natural and maintain the original skin texture."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/portrait.jpg"],
    "mode": "max"
  }'
5. 移除电线／线路

通过移除碍眼的电线，清理风景照和建筑照片。

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 all the power lines and electrical wires from this sunset cityscape photo. Make the sky look clean and unobstructed."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/cityscape-wires.jpg"],
    "mode": "max"
  }'
6. 从地标照片中移除游客

移除人群，拍出空无一人的完美地标照。

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 all the tourists and people from this Eiffel Tower photo. I want it to look like an empty plaza with just the monument."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/eiffel-tower-crowded.jpg"],
    "mode": "max"
  }'
7. 从照片中移除前任

从个人照片中移除某人，留住美好回忆。

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 person on the right side of this vacation photo. Fill in with the background scenery naturally so it looks like a solo travel photo."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/vacation-couple.jpg"],
    "mode": "max"
  }'
8. 移除 Logo／品牌标识

清理产品照片或带有不需要品牌标识的图像。

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": "Remove the brand logo from the t-shirt in this photo. Replace it with plain fabric that matches the shirt color and texture."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/branded-shirt.jpg"],
    "mode": "max"
  }'
9. 清理产品照片

从电商产品照中移除分散注意力的元素。

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": "Clean up this product photo by removing the price tag, dust spots, and the reflection of the photographer in the surface. Make it look professional and ready for e-commerce."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/product-raw.jpg"],
    "mode": "max"
  }'
10. 移除阴影

消除照片中不需要的阴影。

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 harsh shadow cast by the photographer on the ground in this outdoor portrait. Make the lighting look natural and even."}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/portrait-shadow.jpg"],
    "mode": "max"
  }'

多轮对象移除

使用 session_id 进行迭代移除和优化：

# First 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 car parked on the left side of this street photo"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/street-scene.jpg"],
    "session_id": "cleanup-project-001"
  }'

# Second removal (same session)
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 also remove the garbage bins near the building entrance"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "cleanup-project-001"
  }'

# Refinement (same session)
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 area where the car was removed looks a bit blurry. Can you improve the texture to match the surrounding pavement better?"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "cleanup-project-001"
  }'

对象移除提示词技巧

请求移除对象时，请在提示词中包含以下信息：

  1. 移除内容：具体说明要移除的对象
  2. 位置：描述对象在图像中的位置（左侧、右侧、中心、背景）
  3. 填充说明：描述移除区域应填充的内容
  4. 保留背景信息：说明是否需要保持某些元素完整
提示词结构示例
"Remove [object description] from [location in image].
Fill the area with [expected background/content].
Keep [elements to preserve] intact."
良好的提示词示例
  • “移除左侧喷泉附近穿蓝色夹克的人”
  • “从图像中移除所有文字和水印，恢复原始背景”
  • “移除汽车，并用匹配的草地和小路填充”
应避免的提示词
  • “清理这张照片”（过于模糊）
  • “移除一些东西”（不够具体）
  • “让它更好看”（目标不明确）

模式选择

模式适用场景速度质量
max最终成品、复杂移除、专业工作较慢最高
eco快速预览、简单移除、批量处理较快良好

建议：复杂移除（人物、大型对象）使用 max 模式，简单清理（小瑕疵、灰尘斑点）使用 eco 模式。

最佳实践

获得最佳效果
  • 高分辨率源图：使用可获取的最高质量源图像
  • 清晰描述：具体说明要移除什么以及其位置
  • 简单背景：前方背景简单、重复的对象更容易干净地移除
  • 多轮处理：对于复杂场景，可使用多轮移除，一次处理一个元素
棘手场景
  • 复杂背景：位于细节丰富、独特背景前的对象可能需要手动优化
  • 大型对象：移除非常大的对象（占图像面积超过 30%）可能会产生不够真实的效果
  • 倒影：带有倒影的对象可能需要分别请求移除对象及其倒影
  • 阴影：如果对象投下了明显阴影，请记得请求移除阴影

错误处理

错误原因解决方案
Failed to create prediction: HTTP 422余额不足在 eachlabs.ai 充值
内容策略违规禁止的内容查看内容指南
超时生成内容复杂将客户端超时设置为至少 10 分钟
移除效果不佳提示词含糊更具体地说明位置和填充内容

客户端超时配置

移除对象可能需要一些时间，尤其是在场景复杂时。请将 HTTP 客户端的超时时间配置为至少 10 分钟，以避免过早断开连接。

# Example with extended timeout
curl --max-time 600 -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 all people from this crowded plaza photo"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/crowded-plaza.jpg"],
    "mode": "max"
  }'

相关技能

  • each-sense - 核心 API 文档
  • image-edit - 通用图像编辑功能
  • background-removal - 移除并替换背景

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