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🐳 Pond Nodes for ComfyUI

Version 1.0.6 - Latest Update

English | 中文


🔄 Recent Updates (v1.0.6)

✨ New Features

  • 🛠️ Math Tools: Added comprehensive mathematical operation nodes including multi-number comparison, aspect ratio calculator, and basic math operations
  • 🎬 Video Processing: New video frame extraction nodes with multiple extraction modes (index, percentage, time-based)
  • 🎭 Pose & Clothing Selection: Rich tag selection system for human poses and clothing with batch generation capabilities
  • 💻 Hardware Monitoring: Real-time system monitoring service for CPU, GPU, and memory usage
  • 🌐 Enhanced Web Interface: Added JavaScript components for better user interaction

🔧 Improvements

  • Updated dependency requirements with new optional packages
  • Enhanced error handling across all nodes
  • Improved documentation with detailed usage guides
  • Better memory management and performance optimization

❌ Removed Features

  • Removed BatchWatermark node (deprecated)
  • Removed aged_damaged_effect node (deprecated)

Chinese

一个为ComfyUI设计的全面自定义节点集合,提供丰富的图像处理和遮罩操作功能,包含计算机视觉、图像处理和工作流优化的高级工具。

✨ 功能特点

该插件集合包含多种实用节点,可以帮助你:

  • 🔍 YOLO对象检测与裁剪

    • YOLO检测裁剪:智能对象检测和裁剪,支持类别过滤和置信度设置
    • YOLO图像拼接:将检测到的对象智能拼接到其他图像上
  • 🎭 高级遮罩操作

    • 遮罩布尔运算:支持交集、并集、差集、异或等操作,带有9种对齐方式
    • 多遮罩运算:支持多个遮罩的连续布尔运算
    • 遮罩合并与合成:提供遮罩合并和多遮罩合并节点
    • 遮罩区域扩展:可在四个方向扩展遮罩区域,支持渐变过渡
    • 遮罩百分比羽化:基于百分比调整羽化半径,可保持锐利边缘
    • 遮罩尺寸对齐:自动对齐不同尺寸的遮罩
    • 遮罩移除:移除图像中的遮罩区域
    • 遮罩切换:在不同遮罩间灵活切换
    • 基于遮罩的图像对齐:使用遮罩进行高级图像对齐
  • 👤 人体部位处理

    • 人体部位选择器:轻松选择并处理人体特定部位
    • 肢体选择器:支持20多个人体部位的选择,如眼睛、嘴巴、手臂等
    • 自动马赛克:基于姿态检测的自动马赛克功能,集成MediaPipe
  • 🖼️ 图像处理

    • RealESRGAN超分辨率:使用ONNX格式的RealESRGAN模型进行高质量图像放大
    • 图像反相:一键反转图像颜色,带有开关控制
    • 去饱和度:基础和高级图像去色功能
    • 像素处理:像素化、像素校正、局部像素化和像素增强
    • 逼真噪点:添加自然外观的噪点,支持多种参数调整
  • 📝 文本处理

    • 文本清理器:清理和优化提示文本,支持标签过滤和句子过滤
  • 📊 元数据工具

    • 删除元数据:从图像中删除元数据
    • 加载图像(清除元数据):加载图像的同时清除元数据
    • 查看元数据:检查图像的元数据信息
    • 批量删除元数据:批量处理多张图像的元数据
  • 🧠 内存管理

    • 内存管理器:优化节点处理过程中的内存使用,提高处理效率
  • 🛠️ 数学工具

    • 多数值比较:支持多个数值的比较运算,包括最大值、最小值、中位数、平均值等
    • 宽高比计算器:智能计算图像宽高比,支持多种约束模式和预设比例
    • 数学运算:基础数学运算包括加减乘除、幂运算、三角函数等
  • 🎬 视频处理

    • 视频帧提取器:从视频中提取指定帧,支持索引、百分比、时间等提取模式
    • 高级帧提取:支持帧范围提取和批量处理
  • 🎭 姿势与服装

    • 姿势选择器:丰富的人体姿势标签选择,包含多种姿势类别和批量生成
    • 服装选择器:全面的服装标签系统,支持多种服装类型和穿搭建议
  • 💻 硬件监控

    • 硬件监控器:实时监控CPU、GPU、内存使用情况,优化工作流性能

📂 节点文件与功能对应

本插件包含以下Python模块文件,每个文件实现了特定的功能节点:

文件名 节点名称 功能描述
yoloCrop.py 🐳YOLO检测裁剪 使用YOLO模型检测图像中的对象并智能裁剪,支持多种检测类别和裁剪模式
yoloPaste.py 🐳YOLO图像拼接 将检测到的对象智能拼接到其他图像上,支持位置调整
MaskBoolean.py 🐳遮罩布尔运算, 🐳多遮罩运算 遮罩对齐布尔运算和多遮罩连续布尔运算,支持多种布尔操作
MaskComposite.py 🐳高级遮罩合成, 🐳基于遮罩的图像合成 复杂的遮罩合成工具,用于创建高级合成效果
MaskMerge.py 🐳多遮罩合并, 🐳遮罩合并 提供简单和高级两种遮罩合并功能
MaskRegionExpand.py 🐳遮罩区域扩展 在四个方向扩展遮罩区域,支持渐变过渡和边缘平滑
MaskFeatherPercentage.py 🐳遮罩百分比羽化 基于图像尺寸百分比调整羽化半径,可保持锐利边缘
MaskSizeAlign.py 🐳遮罩尺寸对齐 将不同尺寸的遮罩调整为相同尺寸,支持多种对齐方式
MaskRemove.py 🐳遮罩移除 从图像中移除遮罩区域,支持多种填充方式
MaskSwitch.py 🐳遮罩切换 在多个遮罩之间进行条件切换
ImageAlignByMask.py 🐳基于遮罩的图像对齐 使用遮罩定位进行高级图像对齐
BodyPartSelector.py 🐳人体部位选择器 人体主要部位的选择器,用于与ControlNet等配合使用
LimbSelector.py 🐳肢体选择器 详细的人体肢体部位选择器,支持20多个人体部位
auto_censor.py 🐳基于OpenPose的自动马赛克 使用OpenPose检测的自动马赛克,集成MediaPipe
RealESRGANUpscaler.py 🐳RealESRGAN超分辨率 使用ONNX格式的RealESRGAN模型进行高质量图像放大
InvertImage.py 🐳图像反相 一键反转图像颜色,带有开关控制
desaturate.py 🐳图像去色, 🐳图像去色(V2) 基础和高级的图像去饱和度处理
square_pixel.py 🐳像素化, 🐳像素校正, 🐳局部像素化, 🐳像素增强 多种像素艺术风格处理工具
RealisticNoise.py 🐳逼真噪点 添加自然外观的噪点,支持多种参数调整
TextCleaner.py 🐳文本清理器 清理和优化提示文本,支持标签过滤和句子过滤
MetadataUtils.py 🐳删除元数据, 🐳加载图像(清除元数据), 🐳查看元数据, 🐳批量删除元数据 图像元数据处理工具集
MemoryManager.py 🐳内存管理器 优化节点处理过程中的内存使用
math_tools.py 🐳多数值比较, 🐳宽高比计算, 🐳数学运算 数学工具集,支持多种数学运算和数值处理
VideoFrameExtractor.py 🐳视频帧提取器, 🐳高级视频帧提取器, 🐳视频帧范围提取器 视频帧提取和处理工具
PoseSelector.py 🐳姿势选择器, 🐳简单姿势选择器, 🐳批量姿势生成器 人体姿势标签选择和批量生成工具
Clothing_Selector.py 🐳服装选择器, 🐳简单服装选择器, 🐳批量服装生成器, 🐳服装穿搭建议 服装标签选择和穿搭建议工具
hardware_monitor.py 硬件监控服务 实时监控系统硬件状态,为其他节点提供性能参考

📋 依赖要求

核心依赖

  • ComfyUI最新版本
  • Python 3.8+
  • torch >= 2.0.0
  • Pillow >= 9.0.0
  • numpy >= 1.22.0

可选依赖(用于特定功能)

  • ultralytics >= 8.0.0 (YOLO功能)
  • onnxruntime >= 1.14.0 (RealESRGAN超分辨率和ONNX模型)
  • scipy >= 1.8.0 (高级遮罩处理)
  • opencv-python >= 4.5.0 (遮罩合成和自动马赛克)
  • mediapipe >= 0.9.0 (自动马赛克姿态检测 - 有回退方案)
  • realesrgan >= 0.3.0 (RealESRGAN超分辨率 - 有回退方案)
  • torchvision >= 0.15.0 (YOLO拼接变换函数)
  • requests >= 2.25.0 (内存管理器网络功能)
  • psutil >= 5.8.0 (硬件监控功能)
  • pynvml >= 8.0.4 (NVIDIA GPU监控 - 硬件监控功能)
  1. 克隆或下载此仓库
  2. 将文件夹放入ComfyUI的custom_nodes目录
  3. 安装所需依赖:
    pip install -r requirements.txt

📌 模型设置

YOLO模型

  • 将YOLO模型文件(.pt)放入ComfyUI/models/yolo/目录
  • 推荐使用YOLOv8模型,如yolov8n.pt或yolov8s.pt

RealESRGAN模型

  • 将RealESRGAN ONNX模型放入ComfyUI/models/upscale_models/目录
  • 默认使用RealESRGAN_x4plus.pth

⚠️ 重要说明

  • 依赖项:某些节点需要可选依赖项,按需安装:

    • YOLO节点需要ultralytics
    • 自动马赛克需要mediapipe(有回退方案)
    • RealESRGAN超分辨率需要realesrgan(有回退方案)
    • 高级遮罩操作需要opencv-python
  • 模型文件:确保将模型文件放在上述指定的正确目录中。

  • 内存使用:对于大图像或批处理,考虑使用内存管理器节点来优化性能。

  • 错误处理:大多数节点包含优雅的错误处理,如果缺少依赖项或找不到模型,会提供信息性消息。

  • 冲突:本节点与comfyui_HiDream-Sampler有依赖冲突,如果发现终端控制台在进行不断刷屏,请检查你是否安装了这个插件!!!


English

A comprehensive collection of custom nodes for ComfyUI, providing rich image processing and mask operation functionality with advanced tools for computer vision, image manipulation, and workflow optimization.

✨ Features

This plugin collection includes various practical nodes to help you with:

  • 🔍 YOLO Object Detection & Cropping:

    • YOLO Detection Crop: Intelligent object detection and cropping with class filtering and confidence settings
    • YOLO Image Paste: Paste detected objects onto other images with smart positioning
  • 🎭 Advanced Mask Operations:

    • Mask Boolean Operations: Support intersection, union, difference, XOR operations with 9 alignment modes
    • Multi-Mask Operations: Support continuous boolean operations on multiple masks
    • Mask Merge & Composite: Provide mask merging and multi-mask merging nodes
    • Mask Region Expand: Expand mask regions in four directions with gradient transitions
    • Mask Percentage Feathering: Adjust feathering radius based on percentage, can preserve sharp edges
    • Mask Size Alignment: Automatically align masks of different sizes
    • Mask Remove: Remove mask regions from images with various fill methods
    • Mask Switch: Flexible switching between different masks
    • Image Align by Mask: Advanced image alignment using mask-based positioning
  • 👤 Human Body Part Processing:

    • Body Part Selector: Easily select and process specific human body parts
    • Limb Selector: Support selection of 20+ human body parts like eyes, mouth, arms, etc.
    • Auto Censor: Automatic censoring using pose detection with MediaPipe integration
  • 🖼️ Image Processing:

    • RealESRGAN Upscaler: High-quality image upscaling using ONNX format RealESRGAN models
    • Image Invert: One-click color inversion with toggle control
    • Desaturate: Basic and advanced image desaturation functionality
    • Pixel Processing: Pixelization, pixel correction, partial pixelization, and pixel enhancement
    • Realistic Noise: Add natural-looking noise with multiple parameter adjustments
  • 📝 Text Processing:

    • Text Cleaner: Clean and optimize prompt text with tag filtering and sentence filtering
  • 📊 Metadata Tools:

    • Remove Metadata: Remove metadata from images
    • Load Image (Clear Metadata): Load images while clearing metadata
    • View Metadata: Check image metadata information
    • Batch Remove Metadata: Batch process metadata from multiple images
  • 🧠 Memory Management:

    • Memory Manager: Optimize memory usage during node processing for improved efficiency
  • 🛠️ Math Tools:

    • Multi Number Compare: Support comparison operations on multiple values including max, min, median, average, etc.
    • Aspect Ratio Calculator: Smart aspect ratio calculation with multiple constraint modes and preset ratios
    • Math Operations: Basic mathematical operations including arithmetic, power, trigonometric functions, etc.
  • 🎬 Video Processing:

    • Video Frame Extractor: Extract specific frames from videos with index, percentage, time-based modes
    • Advanced Frame Extraction: Support frame range extraction and batch processing
  • 🎭 Pose & Clothing:

    • Pose Selector: Rich human pose tag selection with multiple pose categories and batch generation
    • Clothing Selector: Comprehensive clothing tag system with various clothing types and outfit suggestions
  • 💻 Hardware Monitoring:

    • Hardware Monitor: Real-time monitoring of CPU, GPU, memory usage for workflow performance optimization

📂 Node Files and Function Mapping

This plugin contains the following Python module files, each implementing specific function nodes:

File Name Node Names Function Description
yoloCrop.py 🐳YOLO Detection Crop Use YOLO models to detect objects in images and intelligently crop, supporting multiple detection classes and cropping modes
yoloPaste.py 🐳YOLO Image Paste Intelligently paste detected objects onto other images with position adjustment support
MaskBoolean.py 🐳Mask Boolean Operations, 🐳Multi-Mask Operations Mask alignment boolean operations and multi-mask continuous boolean operations with various boolean operations
MaskComposite.py 🐳Advanced Mask Composite, 🐳Mask-Based Image Composite Complex mask compositing tools for creating advanced composite effects
MaskMerge.py 🐳Multi-Mask Merge, 🐳Mask Merge Provide simple and advanced mask merging functionality
MaskRegionExpand.py 🐳Mask Region Expand Expand mask regions in four directions with gradient transitions and edge smoothing
MaskFeatherPercentage.py 🐳Mask Percentage Feathering Adjust feathering radius based on image size percentage, can preserve sharp edges
MaskSizeAlign.py 🐳Mask Size Alignment Adjust masks of different sizes to the same size with multiple alignment modes
MaskRemove.py 🐳Mask Remove Remove mask regions from images with multiple fill methods
MaskSwitch.py 🐳Mask Switch Conditional switching between multiple masks
ImageAlignByMask.py 🐳Image Align by Mask Advanced image alignment using mask positioning
BodyPartSelector.py 🐳Body Part Selector Human body main part selector for use with ControlNet and other tools
LimbSelector.py 🐳Limb Selector Detailed human limb part selector supporting 20+ human body parts
auto_censor.py 🐳Auto Censor with OpenPose Automatic censoring using OpenPose detection with MediaPipe integration
RealESRGANUpscaler.py 🐳RealESRGAN Upscaler High-quality image upscaling using ONNX format RealESRGAN models
InvertImage.py 🐳Image Invert One-click color inversion with toggle control
desaturate.py 🐳Image Desaturate, 🐳Image Desaturate (V2) Basic and advanced image desaturation processing
square_pixel.py 🐳Pixelization, 🐳Pixel Correction, 🐳Partial Pixelization, 🐳Pixel Enhancement Multiple pixel art style processing tools
RealisticNoise.py 🐳Realistic Noise Add natural-looking noise with multiple parameter adjustments
TextCleaner.py 🐳Text Cleaner Clean and optimize prompt text with tag filtering and sentence filtering
MetadataUtils.py 🐳Remove Metadata, 🐳Load Image (Clear Metadata), 🐳View Metadata, 🐳Batch Remove Metadata Image metadata processing toolset
MemoryManager.py 🐳Memory Manager Optimize memory usage during node processing
math_tools.py 🐳Multi Number Compare, 🐳Aspect Ratio Calculator, 🐳Math Operations Mathematical tools supporting various operations and numerical processing
VideoFrameExtractor.py 🐳Video Frame Extractor, 🐳Advanced Video Frame Extractor, 🐳Video Frame Range Extractor Video frame extraction and processing tools
PoseSelector.py 🐳Pose Selector, 🐳Simple Pose Selector, 🐳Batch Pose Generator Human pose tag selection and batch generation tools
Clothing_Selector.py 🐳Clothing Selector, 🐳Simple Clothing Selector, 🐳Batch Clothing Generator, 🐳Clothing Outfit Suggestion Clothing tag selection and outfit suggestion tools
hardware_monitor.py Hardware Monitor Service Real-time system hardware monitoring service for performance reference

📋 Dependencies

Core Requirements

  • ComfyUI latest version
  • Python 3.8+
  • torch >= 2.0.0
  • Pillow >= 9.0.0
  • numpy >= 1.22.0

Optional Dependencies (for specific features)

  • ultralytics >= 8.0.0 (for YOLO functionality)
  • onnxruntime >= 1.14.0 (for RealESRGAN upscaling and ONNX models)
  • scipy >= 1.8.0 (for advanced mask processing)
  • opencv-python >= 4.5.0 (for mask compositing and auto censor)
  • mediapipe >= 0.9.0 (for auto censor pose detection - fallback available)
  • realesrgan >= 0.3.0 (for RealESRGAN upscaling - fallback available)
  • torchvision >= 0.15.0 (for YOLO paste transform functions)
  • requests >= 2.25.0 (for memory manager network functionality)
  • psutil >= 5.8.0 (for hardware monitoring functionality)
  • pynvml >= 8.0.4 (for NVIDIA GPU monitoring - hardware monitoring functionality)
  1. Clone or download this repository
  2. Place the folder in ComfyUI's custom_nodes directory
  3. Install required dependencies:
    pip install -r requirements.txt

📌 Model Setup

YOLO Models

  • Place YOLO model files (.pt) in ComfyUI/models/yolo/ directory
  • Recommended to use YOLOv8 models such as yolov8n.pt or yolov8s.pt
  • Download from: Ultralytics YOLOv8

RealESRGAN Models

  • Place RealESRGAN ONNX models in ComfyUI/models/upscale_models/ directory
  • Default uses RealESRGAN_x4plus.pth
  • Download from: Real-ESRGAN releases

⚠️ Important Notes

  • Dependencies: Some nodes require optional dependencies. Install them as needed:

    • YOLO nodes require ultralytics
    • Auto Censor requires mediapipe (has fallback)
    • RealESRGAN Upscaler requires realesrgan (has fallback)
    • Advanced mask operations require opencv-python
  • Model Files: Make sure to place model files in the correct directories as specified above.

  • Memory Usage: For large images or batch processing, consider using the Memory Manager node to optimize performance.

  • Error Handling: Most nodes include graceful error handling and will provide informative messages if dependencies are missing or models are not found.

🚀 Usage Guide

YOLO Nodes

  1. YOLO Detection Crop:

    • Input image and select YOLO model
    • Set confidence threshold and class filtering
    • Support multiple cropping modes: all objects, single object, by class
    • Adjustable crop region expansion range
  2. YOLO Image Paste:

    • Intelligently paste detected objects onto other images
    • Support automatic alignment and position adjustment

Mask Operation Nodes

  1. Mask Boolean Operations:

    • Provide two masks and select alignment mode (9 different alignment modes)
    • Support intersection, union, difference A-B, difference B-A, XOR, NOT A, NOT B boolean operations
    • Can add X-axis and Y-axis offsets and threshold settings
  2. Multi-Mask Operations:

    • Support continuous boolean operations on multiple masks
    • Flexible configuration of operation methods for each step
  3. Mask Merge:

    • Merge multiple masks with different blend modes
    • Adjust opacity and priority
  4. Mask Region Expand:

    • Expand mask regions in left, top, right, bottom four directions
    • Support expanding black or white regions
    • Provide edge smoothing and gradient transition options
  5. Mask Percentage Feathering:

    • Adjust feathering radius based on image size percentage
    • Option to preserve sharp edges
  6. Image Align by Mask:

    • Advanced image alignment using mask positioning
    • Multiple alignment modes and offset controls

Image Processing Nodes

  1. RealESRGAN Upscaler:

    • Use ONNX format RealESRGAN models for image upscaling
    • Support blend parameter adjustment for smooth transition effects
  2. Image Invert:

    • One-click color inversion
    • Toggle control for easy workflow use
  3. Desaturate:

    • Basic desaturation and advanced desaturation options
    • Support brightness preservation and different desaturation algorithms
  4. Pixel Processing:

    • Pixelization: Convert images to pixel art style
    • Pixel Correction: Fix pixel ratio issues
    • Partial Pixelization: Only pixelize specific parts of the image
    • Pixel Enhancement: Enhance quality of pixel art style images
  5. Realistic Noise:

    • Add natural-looking noise
    • Support multiple noise types, intensity, and random seed settings
  6. Auto Censor:

    • Automatic censoring using pose detection
    • Support face, chest, and groin area detection
    • Configurable blur strength and censor area size

Text Processing Nodes

  1. Text Cleaner:
    • Remove tags/prompts or entire sentences containing these words
    • Support multiple separators and Chinese/English punctuation recognition

Metadata Tool Nodes

  1. Remove Metadata:

    • Remove metadata from single images
    • Preserve image quality unchanged
  2. Load Image (Clear Metadata):

    • Clear metadata while loading images
    • Avoid sensitive information transfer
  3. View Metadata:

    • Check metadata information contained in images
    • Display in readable format
  4. Batch Remove Metadata:

    • Process metadata from multiple images
    • Improve work efficiency

Memory Management Nodes

  1. Memory Manager:
    • Optimize memory usage during node processing
    • Monitor and manage memory allocation for improved performance

Math Tools Nodes

  1. Multi Number Compare:

    • Compare multiple numeric values (up to 10 inputs)
    • Support various comparison modes: max, min, median, average, sum, sorted, range
    • Return primary result, secondary result, and detailed information
  2. Aspect Ratio Calculator:

    • Calculate optimal dimensions based on aspect ratios
    • Support preset ratios (1:1, 4:3, 16:9, etc.) and custom ratios
    • Multiple constraint modes: keep ratio, max total, min total
    • Automatic rounding to specified multiples (e.g., 8, 16, 32)
  3. Math Operations:

    • Perform basic arithmetic operations: add, subtract, multiply, divide
    • Advanced operations: power, modulo, logarithm, trigonometric functions
    • Support up to 3 input values for complex calculations

Video Processing Nodes

  1. Video Frame Extractor:

    • Extract specific frames from video sequences
    • Support frame index-based extraction
    • Handle frame boundary checking automatically
  2. Advanced Video Frame Extractor:

    • Multiple extraction modes: index, percentage, time-based
    • FPS-aware time extraction
    • Return both extracted frame and frame index
  3. Video Frame Range Extractor:

    • Extract frame ranges with customizable step intervals
    • Efficient batch frame processing
    • Support start frame, end frame, and step configuration

Pose & Clothing Selection Nodes

  1. Pose Selector:

    • Rich collection of human pose tags organized by categories
    • Multiple selection boxes per category for flexible combinations
    • Support both Chinese and English output formats
    • Custom tag input support
  2. Simple Pose Selector:

    • Number-based selection system for easier use
    • Quick preset combinations for common poses
    • Range selection support (e.g., 1-5, 8, 10)
  3. Batch Pose Generator:

    • Generate multiple pose combinations automatically
    • Weighted category selection for balanced results
    • Customizable batch count and tags per batch
  4. Clothing Selector Series:

    • Comprehensive clothing tag system covering all garment types
    • Categories: dresses, tops, bottoms, swimwear, sportswear, underwear, outerwear, special
    • Similar functionality to pose selectors with batch generation
    • Outfit suggestion system with style-based recommendations

Hardware Monitoring

  1. Hardware Monitor Service:
    • Real-time CPU, GPU, and memory monitoring
    • NVIDIA GPU specific monitoring (temperature, utilization, VRAM)
    • WebSocket-based real-time updates to ComfyUI interface
    • Automatic fallback when hardware monitoring libraries unavailable

🛠️ Troubleshooting

Common Issues

  1. Missing Dependencies: Install required packages using pip
  2. Model Not Found: Ensure model files are in correct directories
  3. Memory Issues: Use Memory Manager node for large batch processing
  4. YOLO Detection Issues: Check model compatibility and image quality

Performance Tips

  • Use appropriate model sizes for your hardware
  • Enable GPU acceleration when available
  • Use Memory Manager for large workflows
  • Consider batch processing for multiple images

📄 License

This project is provided as-is for ComfyUI users. Please respect the licenses of individual dependencies and model files.

🤝 Contributing

Feel free to submit issues and pull requests to improve this node collection. All contributions are welcome!

📞 Support

If you encounter any issues or have suggestions:

  • Open an issue on GitHub
  • Check the troubleshooting section above
  • Ensure all dependencies are properly installed
  • Verify model files are in correct directories

🏷️ Tags

ComfyUI, Custom Nodes, Image Processing, Mask Operations, YOLO, Object Detection, Video Processing, Math Tools, Pose Selection, Clothing Tags, Hardware Monitoring, AI Tools


Note: This documentation reflects the current state after adding new features in version 1.0.6. All node names, parameters, and descriptions are available in both Chinese and English for international users.

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