Computer Vision with OpenCV

  1. Deep Learning Integration
    1. DNN Module Overview
      1. Supported Frameworks
        1. Caffe
          1. TensorFlow
            1. PyTorch
              1. Darknet
                1. ONNX
                2. Model Loading Process
                  1. Inference Pipeline
                  2. Image Classification
                    1. Pre-trained Models
                      1. Input Preprocessing
                        1. Image Resizing
                          1. Normalization
                            1. Mean Subtraction
                            2. Forward Pass Execution
                              1. Output Interpretation
                                1. Top-K Predictions
                                2. Object Detection Networks
                                  1. Single Shot MultiBox Detector
                                    1. SSD Architecture
                                      1. Anchor Box Concepts
                                        1. Multi-scale Detection
                                        2. YOLO Family
                                          1. YOLOv3 Implementation
                                            1. YOLOv4 Implementation
                                              1. YOLOv5 Integration
                                              2. Detection Pipeline
                                                1. Blob Creation
                                                  1. Network Inference
                                                    1. Post-processing
                                                      1. Non-Maximum Suppression
                                                    2. Semantic Segmentation
                                                      1. Segmentation Models
                                                        1. Pixel-wise Classification
                                                          1. Mask Generation
                                                            1. Visualization Techniques

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                                                          9. Camera Calibration and 3D Vision

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                                                          1. Introduction to OpenCV