Digital Image Processing

Digital Image Fundamentals

• Image Interpolation
• Arithmetic Operations In Image Processing
• Image Registration

Intensity Transformations and Spatial Filtering

• Basic Intensity Tranformation Functions
• Histogram Equalization
• Histogram Matching
• Smoothing (Lowpass) Spatial Filters
• Using Gradient For Edge Enhancement
• Unsharp Masking and HighBoost Filtering

Filtering in Frequency Domain

• Ideal Frequency Domain Filtering
• Gaussian Frequency Domain Filtering
• Butterworth Frequency Domain Filtering

Image Restoration and Reconstruction

• Mean Filters
• Order Statistic Image Filters

Morphological Image Processing

• Using Erosion to Remove Image Components
• Opening and Closing for Morphological Filtering

Image Segmentation

• Detection of Isolated Points in Images
• Global Thresholding
• Image Segmentation using KMeans Clustering
• SLIC (Simple Linear Iterative Clustering

Feature Extraction

• Feature Extraction and Keypoint Matching
• Image Data Association

Computer Vision

• Semantic Segmentation for Self Driving Cars
• Brain Tumor Detection
• EuroSAT Landcover Classification using CLIP
• Soccer Object Detection using YOLOv10

3D Computer Vision

• Voxel-Based 3D Reconstruction

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