Computer Vision

  1. Implementation and Practical Considerations
    1. Datasets and Benchmarks
      1. Image Classification Datasets
        1. MNIST
          1. CIFAR-10/100
            1. ImageNet
            2. Object Detection Datasets
              1. Pascal VOC
                1. COCO
                  1. Open Images
                  2. Segmentation Datasets
                    1. Cityscapes
                      1. ADE20K
                        1. Pascal Context
                        2. Specialized Datasets
                          1. Face Recognition Datasets
                            1. Medical Imaging Datasets
                              1. Autonomous Driving Datasets
                              2. Data Annotation
                                1. Annotation Tools
                                  1. Quality Control
                                    1. Crowdsourcing
                                    2. Evaluation Protocols
                                      1. Standard Metrics
                                        1. Benchmark Competitions
                                          1. Reproducibility
                                        2. Software Tools and Frameworks
                                          1. Computer Vision Libraries
                                            1. OpenCV
                                              1. scikit-image
                                                1. PIL/Pillow
                                                  1. ImageIO
                                                  2. Deep Learning Frameworks
                                                    1. PyTorch
                                                      1. TensorFlow
                                                        1. Keras
                                                          1. JAX
                                                          2. Specialized Libraries
                                                            1. Detectron2
                                                              1. MMDetection
                                                                1. Torchvision
                                                                  1. Albumentations
                                                                  2. Visualization Tools
                                                                    1. Matplotlib
                                                                      1. Plotly
                                                                        1. TensorBoard
                                                                          1. Weights & Biases
                                                                          2. Development Environment
                                                                            1. Jupyter Notebooks
                                                                              1. IDE Setup
                                                                                1. Version Control
                                                                              2. Computational Infrastructure
                                                                                1. Hardware Considerations
                                                                                  1. CPU vs GPU Computing
                                                                                    1. GPU Architectures
                                                                                      1. TPU Usage
                                                                                        1. Memory Requirements
                                                                                        2. Parallel and Distributed Computing
                                                                                          1. Data Parallelism
                                                                                            1. Model Parallelism
                                                                                              1. Distributed Training
                                                                                              2. Cloud Computing
                                                                                                1. Cloud Platforms
                                                                                                  1. Container Technologies
                                                                                                    1. Serverless Computing
                                                                                                    2. Edge Computing
                                                                                                      1. Mobile Deployment
                                                                                                        1. Embedded Systems
                                                                                                          1. Real-Time Constraints
                                                                                                        2. Model Optimization and Deployment
                                                                                                          1. Model Compression
                                                                                                            1. Quantization
                                                                                                              1. Post-Training Quantization
                                                                                                                1. Quantization-Aware Training
                                                                                                                2. Pruning
                                                                                                                  1. Structured Pruning
                                                                                                                    1. Unstructured Pruning
                                                                                                                    2. Knowledge Distillation
                                                                                                                      1. Teacher-Student Models
                                                                                                                        1. Feature Distillation
                                                                                                                      2. Inference Optimization
                                                                                                                        1. Model Optimization Tools
                                                                                                                          1. Runtime Optimization
                                                                                                                            1. Batch Processing
                                                                                                                            2. Deployment Strategies
                                                                                                                              1. Model Serving
                                                                                                                                1. API Development
                                                                                                                                  1. Monitoring and Logging
                                                                                                                                  2. Performance Evaluation
                                                                                                                                    1. Latency Measurement
                                                                                                                                      1. Throughput Analysis
                                                                                                                                        1. Resource Utilization

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                                                                                                                                    11. Advanced Computer Vision Topics

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                                                                                                                                    13. Ethics and Societal Impact