Computer Vision

  1. Advanced Computer Vision Topics
    1. Face Analysis
      1. Face Detection
        1. Viola-Jones Detector
          1. CNN-Based Detection
            1. Multi-Scale Detection
            2. Face Recognition
              1. Face Verification
                1. Face Identification
                  1. Deep Face Recognition
                    1. Metric Learning
                    2. Facial Landmark Detection
                      1. Key Point Localization
                        1. Shape Models
                          1. Regression-Based Methods
                          2. Face Alignment
                            1. Geometric Normalization
                              1. Photometric Normalization
                              2. Expression Recognition
                                1. Facial Action Units
                                  1. Emotion Classification
                                  2. Anti-Spoofing
                                    1. Liveness Detection
                                      1. 3D Face Analysis
                                    2. Human Pose Estimation
                                      1. 2D Pose Estimation
                                        1. Keypoint Detection
                                          1. Part Affinity Fields
                                            1. Top-Down vs Bottom-Up
                                            2. 3D Pose Estimation
                                              1. Lifting 2D to 3D
                                                1. Multi-View Approaches
                                                  1. Temporal Consistency
                                                  2. Multi-Person Pose Estimation
                                                    1. Person Detection
                                                      1. Pose Association
                                                      2. Applications
                                                        1. Action Recognition
                                                          1. Human-Computer Interaction
                                                            1. Sports Analysis
                                                          2. 3D Deep Learning
                                                            1. 3D Data Representations
                                                              1. Voxel Grids
                                                                1. Point Clouds
                                                                  1. Meshes
                                                                    1. Implicit Functions
                                                                    2. Point Cloud Processing
                                                                      1. PointNet Architecture
                                                                        1. PointNet++ Extensions
                                                                          1. Graph Neural Networks
                                                                            1. Attention Mechanisms
                                                                            2. 3D Object Detection
                                                                              1. Voxel-Based Methods
                                                                                1. Point-Based Methods
                                                                                  1. Multi-Modal Fusion
                                                                                  2. 3D Scene Understanding
                                                                                    1. Semantic Segmentation
                                                                                      1. Instance Segmentation
                                                                                        1. Scene Completion
                                                                                      2. Vision-Language Understanding
                                                                                        1. Image Captioning
                                                                                          1. Encoder-Decoder Models
                                                                                            1. Attention Mechanisms
                                                                                              1. Beam Search Decoding
                                                                                              2. Visual Question Answering
                                                                                                1. Question Understanding
                                                                                                  1. Visual Reasoning
                                                                                                    1. Multi-Modal Fusion
                                                                                                    2. Vision-Language Pretraining
                                                                                                      1. Contrastive Learning
                                                                                                        1. Masked Language Modeling
                                                                                                          1. Cross-Modal Alignment
                                                                                                          2. Text-to-Image Generation
                                                                                                            1. Conditional GANs
                                                                                                              1. Diffusion Models
                                                                                                                1. CLIP-Guided Generation
                                                                                                              2. Self-Supervised Learning
                                                                                                                1. Pretext Tasks
                                                                                                                  1. Rotation Prediction
                                                                                                                    1. Jigsaw Puzzles
                                                                                                                      1. Colorization
                                                                                                                        1. Inpainting
                                                                                                                        2. Contrastive Learning
                                                                                                                          1. SimCLR
                                                                                                                            1. MoCo
                                                                                                                              1. SwAV
                                                                                                                              2. Masked Image Modeling
                                                                                                                                1. MAE
                                                                                                                                  1. BEiT
                                                                                                                                    1. SimMIM
                                                                                                                                    2. Applications
                                                                                                                                      1. Representation Learning
                                                                                                                                        1. Transfer Learning
                                                                                                                                          1. Few-Shot Learning
                                                                                                                                        2. Neural Rendering
                                                                                                                                          1. Neural Radiance Fields
                                                                                                                                            1. Volume Rendering
                                                                                                                                              1. Positional Encoding
                                                                                                                                                1. View Synthesis
                                                                                                                                                2. 3D Gaussian Splatting
                                                                                                                                                  1. Point-Based Rendering
                                                                                                                                                    1. Differentiable Rasterization
                                                                                                                                                    2. Applications
                                                                                                                                                      1. Novel View Synthesis
                                                                                                                                                        1. 3D Scene Reconstruction
                                                                                                                                                          1. Virtual Reality
                                                                                                                                                        2. Simultaneous Localization and Mapping
                                                                                                                                                          1. Visual Odometry
                                                                                                                                                            1. Feature-Based Methods
                                                                                                                                                              1. Direct Methods
                                                                                                                                                                1. Hybrid Approaches
                                                                                                                                                                2. SLAM Systems
                                                                                                                                                                  1. Monocular SLAM
                                                                                                                                                                    1. Stereo SLAM
                                                                                                                                                                      1. RGB-D SLAM
                                                                                                                                                                      2. Loop Closure Detection
                                                                                                                                                                        1. Place Recognition
                                                                                                                                                                          1. Graph Optimization
                                                                                                                                                                          2. Dense SLAM
                                                                                                                                                                            1. Real-Time Reconstruction
                                                                                                                                                                              1. Volumetric Fusion

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                                                                                                                                                                          10. Core Vision Tasks with Deep Learning

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                                                                                                                                                                          12. Implementation and Practical Considerations