Vizuara Books
Computer Vision Bootcamp
From OpenCV pixels to detection, segmentation, and deployment.
A hands-on tour through modern computer vision: image processing with OpenCV, object detection with the R-CNN family and YOLO, and pixel-level segmentation with Mask R-CNN and U-Net. Every architecture is built, coded from scratch, and shipped as a real project — from a burglar alarm to license-plate recognition and fall detection.
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00Foundations of Computer Vision4 capsules
Foundations of Computer Vision — 4 chapters.
01What Is Computer Vision?conceptfree14 min02An Image Is a Tensorintuition🔒12 min03The CV Task Landscapeconcept🔒14 min04Your Toolchain: Python, NumPy, OpenCVcode🔒12 min01OpenCV and Classical Image Processing5 capsules
OpenCV and Classical Image Processing — 5 chapters.
05Reading Images and Videocode🔒13 min06Resizing, Cropping, and Color Spacescode🔒13 min07Blurring and Canny Edge Detectioncode🔒13 min08Drawing and Annotation on Imagescode🔒12 min09Project: A Motion-Based Burglar Alarmproject🔒13 min02OpenCV Meets Deep Learning3 capsules
OpenCV Meets Deep Learning — 3 chapters.
10Detection, Tracking, Counting, Segmentationconcept🔒13 min11The COCO Dataset and Pretrained YOLOconcept🔒13 min12Project: Real-Time Object Counting on Videoproject🔒14 min03Object Detection: The R-CNN Family5 capsules
Object Detection: The R-CNN Family — 5 chapters.
13What Object Detection Really Asksconcept🔒13 min14Intersection over Union (IoU)math🔒14 min15R-CNN: Selective Search and Warpsconcept🔒12 min16Fast R-CNN and Faster R-CNNconcept🔒13 min17Project: Faster R-CNN in Colabproject🔒14 min04Instance Segmentation with Mask R-CNN4 capsules
Instance Segmentation with Mask R-CNN — 4 chapters.
18Detection vs Segmentationconcept🔒11 min19The Mask R-CNN Architectureconcept🔒13 min20RoI Pooling vs RoI Aligndeep-dive🔒13 min21Project: Mask R-CNN for Pedestriansproject🔒11 min05Semantic Segmentation with U-Net5 capsules
Semantic Segmentation with U-Net — 5 chapters.
22The Encoder-Decoder Ideaintuition🔒13 min23U-Net Architecture and Skip Connectionsconcept🔒13 min24Training U-Net: Loss and Metricsmath🔒14 min25U-Net Variants: Attention, Residual, U-Net++deep-dive🔒14 min26Project: Crack Detection and Hugging Face Hostingproject🔒14 min06Real-Time Detection with YOLO5 capsules
Real-Time Detection with YOLO — 5 chapters.
27You Only Look Onceconcept🔒14 min28The Grid, Boxes, and Class Probabilitiesmath🔒14 min29Confidence, NMS, and YOLO vs R-CNNconcept🔒14 min30Fine-Tuning YOLOv8 with Transfer Learningcode🔒13 min31Project: License Plate Recognition with OCRproject🔒12 min07Data, Roboflow, and Shipping Apps4 capsules
Data, Roboflow, and Shipping Apps — 4 chapters.
32Datasets, Annotation, and Roboflowconcept🔒14 min33Training and Roboflow Universecode🔒15 min34Deploying with Streamlitcode🔒14 min35Project: Elderly Fall Detectionproject🔒14 min08Putting It All Together2 capsules
Putting It All Together — 2 chapters.
36Choosing the Right Architectureintuition🔒13 min37Capstone: Ship Your Own Vision Systemproject🔒13 minRatings & reviews
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