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The Computer Vision Workshop
最新章節:
8. OpenVINO with OpenCV
ComputerVision(CV)hasbecomeanimportantaspectofAItechnology.Fromdriverlesscarstomedicaldiagnosticsandmonitoringthehealthofcropstofrauddetectioninbanking,computervisionisusedacrossalldomainstoautomatetasks.TheComputerVisionWorkshopwillhelpyouunderstandhowcomputersmastertheartofprocessingdigitalimagesandvideostomimichumanactivities.StartingwithanintroductiontotheOpenCVlibrary,you’lllearnhowtowriteyourfirstscriptusingbasicimageprocessingoperations.You’llthengettogripswithessentialimageandvideoprocessingtechniquessuchashistograms,contours,andfaceprocessing.Asyouprogress,you’llbecomefamiliarwithadvancedcomputervisionanddeeplearningconcepts,suchasobjectdetection,tracking,andrecognition,andfinallyshiftyourfocusfrom2Dto3Dvisualization.ThisCVcoursewillenableyoutoexperimentwithcameracalibrationandexplorebothpassiveandactivecanonical3Dreconstructionmethods.Bytheendofthisbook,you’llhavedevelopedthepracticalskillsnecessaryforbuildingpowerfulapplicationstosolvecomputervisionproblems.
目錄(53章)
倒序
- 封面
- 版權信息
- Preface
- 1. Basics of Image Processing
- Introduction
- NumPy Arrays
- Pixels in Images
- Introduction to OpenCV
- Summary
- 2. Common Operations When Working with Images
- Introduction
- Geometric Transformations
- Image Arithmetic
- Binary Images
- Summary
- 3. Working with Histograms
- Introduction
- Introduction to Matplotlib
- Histograms with OpenCV
- Summary
- 4. Working with contours
- Introduction
- Contours – Basic Detection and Plotting
- Hierarchy
- Contour Matching
- Summary
- 5. Face Processing in Image and Video
- Introduction
- Introduction to Haar Cascades
- GrabCut Technique
- Summary
- 6. Object Tracking
- Introduction
- Summary
- 7. Object Detection and Face Recognition
- Introduction
- Face Recognition
- Object Detection
- Summary
- 8. OpenVINO with OpenCV
- Introduction
- Exploring the OpenVINO Toolkit
- Model Conversion Using Model Optimizer
- Summary
- Appendix
- 1. Basics of Image Processing
- 2. Common Operations When Working with Images
- 3. Working with Histograms
- 4. Working with contours
- 5. Face Processing in Image and Video
- 6. Object Tracking
- 7. Object Detection and Face Recognition
- 8. OpenVINO with OpenCV 更新時間:2021-06-18 18:20:47
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