README 未给出依赖清单，需自行安装 OpenCV、NumPy 等库；Haar 级联等脚本可能需额外下载模型文件；实时类脚本需本地摄像头且部分依赖特定视频/图片输入
Computer-Vision-Projects
avs-abhishek123更新放缓一套从入门到进阶的计算机视觉实战项目合集，用 OpenCV 和 Python 覆盖目标检测、识别与跟踪等常见任务，适合边做边学。
All Computer Vision Projects - Beginner to Advanced
computer-vision发布于 2023-07-03 12:23 UTC234star45fork同步于 2026-11-07 07:32 UTC
git clone https://github.com/avs-abhishek123/Computer-Vision-Projects.git 硬件要求按 README 说明
README 未说明；实时摄像头类脚本需摄像头，深度学习笔记本可能需 GPU，但 README 未给出显存要求
一个按主题分目录的计算机视觉练手项目合集，从模糊检测到实时目标检测都有现成脚本
一套从入门到进阶的计算机视觉实战项目合集，用 OpenCV 和 Python 覆盖目标检测、识别与跟踪等常见任务，适合边做边学。
核心能力
- 按项目分目录收录模糊检测、边缘检测、轮廓检测等基础脚本
- 提供 Haar 级联的人脸与眼睛检测、HOG+SVM 示例
- 包含实时摄像头类脚本如姿态检测、二维码读取、球体跟踪
- 收录深度学习笔记本如 LSTM/GRU、DCGAN 图像生成与图像描述生成
- 提供视频转帧、视频转 GIF、图像标注等实用工具脚本
容易踩的坑
内容由模型根据 README 生成，可能不完整或不准确，以官方文档为准。看原文 README
- computer-vision40 Computer Vision Use Cases Added最新正式版2023-07-03 · 2023-07-03 12:23 UTC
40 Computer Vision Use Cases Added:
- Real-Time Angle Detector
- Live Pose Detector
- Live QR Code Reader
- Real-Time Object Detection
- Real-Time Sudoku Solver
- Real-Time Click Recognizer
- Live Image Cartoonifier
- Live Car Detector
- Blink Detection
- Live Ball Tracking
- Real-Time Document Scanner
- Real-Time Face Detector
- Facial Landmarking
- Real-Time Finger Counter
- Live HTM
- Real-Time Object Size Detector
- OMR Evaluator
- Real-Time Painter of Camera Screen
- Gray Scale Converter
- Real-Time Image Finder
- Real-Time Volume Controller
- Live Color Picker
- Crop Resize Image using OpenCV
- Custom Object Detection
- Real-Time Object Measurement
- Real-Time Color Detection
- Real-Time Shape Detection
- Watermarking on Image using OpenCV
- Live Virtual Pen
- Contrast Enhancing of Color Images
- Contrast Enhancing of Gray Scale Image using OpenCV
- Drawing Vertical Lines of Coin
- Image Blurring using OpenCV
- Live Motion Blurring
- Sharpening of Images using OpenCV
- Number Plate Detection
- Pencil Drawing Effect
- Non-photorealistic Rendering
- Image Segmentation
- Image Resizing using OpenCV
- Funny Cartoonizing Images using OpenCV
- Joining Multiple Images to Display
- Detecting Clicks on Images
- Face Detection
- Face Mask Detection
- Face, Gender & Ethnicity Recognizer Model
- Real-Time Text Detection
- Finger Counter
- Reversing Video using OpenCV
- Augmented Reality Face Filters
- Human Pose Estimation
- Video Stabilization
- Automatic Image Captioning
- Lane Detection
- Hand Gesture Recognition
- Optical Character Recognition (OCR)
- Face Recognition Attendance System
- Image Filtering and Effects
- Object Tracking
- Emotion Detection
- Background Subtraction
用户点评
登录用户的真实使用记录，可按版本和硬件筛选共 0 条
还没有人点评。第一个说出真实体验的人最有价值。
Computer Vision Projects
keep supporting this repository with stars that will encourage me to add more!
Star History
| Project Name | Contents | Link |
|---|---|---|
| Blur_detection | Blur_detection_using_laplacian.py | Link |
| boundingbox_draw | solid_blue_rectangle_on_a_whitebg.py | Link |
| Cartooning-an-Image-using-Machine-Learning | cartoonising_an_image_using_ML.ipynb | Link |
| README.md | Link | |
| Contour_detection | Find_and_draw_contour.ipynb | Link |
| Find_contour.py | Link | |
| Contrast_detection | low_contrast_image_detection.py | Link |
| convert_video_to_frames | video_to_frames.py | Link |
| Corner_Detection | Harris_corner_detector.py | Link |
| Shi_tomasi_corner_detector.py | Link | |
| CV_Algos | Monte-Carlo-Localization | Link |
| SIFT_and_SURF.py | Link | |
| Deep_Learning | Internal_2__VDSS09_Abhishek_122021601009.ipynb | Link |
| LSTM_and_GRU.ipynb | Link | |
| Edge_Detection | Edge_detection_Canny.py | Link |
| Edge_detection_Sobel.py | Link | |
| Edge_detection_with_laplacian_kernel.py | Link | |
| Edge_detection_with_PIL_fn.py | Link | |
| Face-and-object-detection | ball_detection_and_tracking.py | Link |
| ball_detection.py | Link | |
| Detecting_and_cartooning_an_image.ipynb | Link | |
| Haar-eye-detection.py | Link | |
| Haar-face-detection.py | Link | |
| HOG_SVM.ipynb | Link | |
| read_display_save.py | Link | |
| Hand-detection | hand-detection.py | Link |
| hand-recognition.py | Link | |
| Hand-Tracking-Keypoint.py | Link | |
| L-R-hand-detection-of-image.py | Link | |
| Image_annotation_and_caption_generator | Find_coordinates_on_image.py | Link |
| Image_caption_generator.ipynb | Link | |
| Image-Caption-Generator | Link | |
| Image_caption_generator.ipynb | Link | |
| image-caption-generator-covnet | Link | |
| image_manipulation | Adding_noise_to_image.ipynb | Link |
| image_bluring.py | Link | |
| image_viewer | image_viewer.ipynb | Link |
| image_viewer.py | Link | |
| Image-Creation-Using-GANs-master | Deep Convolutional Generator Adversarial Network.ipynb | Link |
| images | images | Link |
| module | module | Link |
| output | Link | |
| moving_averages | moving_averages_numpy | Link |
| moving_averages | moving_averages_pandas.py | Link |
| Sliding_window | Sliding_window.ipynb | Link |
| Template-matching | template_image.py | Link |
| Toonification | Toonification | Link |
| Video_to_gif_or_frames | Specific_part_of_video_to_gif | Link |
| Video_to_50_frames.py | Link | |
| video_to_gif_imageio.py | Link | |
| Video2frames.py | Link | |
| videos | Videos | Link |
| FPS-display-webcam | FPS-display-webcam.py | Link |
| Real_time_angle_detector | Real_time_angle_detector.py | Link |
| Live_Pose_Detector | Live-Pose-Detector.py | Link |
| Live_QR_Code_Reader | Live_QR_Code_Reader.py | Link |
| Real_Time_Sudoku_Solver | Real_Time_Sudoku_Solver.py | Link |
| Real_Time_Object_Detection | Real_Time_Object_Detection.py | Link |
| Manual_labelling | Manual_labelling.py | Link |
| Live_Car_Detector | Live_Car_Detector.py | Link |
| Live_Image_Cartoonifier | Live_Image_Cartoonifier.py | Link |
| Eye_and_Blink_Detection | Blink_Detection.py | Link |
| Eye_Detection.py | Link | |
| Live_Ball_Tracking | Live_Ball_Tracking.py | Link |
Work in progress.
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