COURSE LOG

NAME OF INSTITUTION Lahore Garrison University
PROGRAM (S) TO BE EVALUATED Computer Science
Course Name Advanced Image Processing
Catalog Number
Instructor Name Dr. Muhammad Asif
WeekDurationTopics Covered Evaluation Instruments UsedSignature
11-October-2021 1.5 hours What is Digital Image Processing (DIP)? Origins of DIP, Applications of DIP.
1.5 hours Fundamental steps in DIP, Components of DIP system
18-October-2021 1.5 hours Elements of visual perception, Light and electromagnetic spectrum, Image sampling and quantization
1.5 hours Image Sensors, Digital Camera technologies
25-October-2021 1.5 hours Basic relationships, between pixels, Neighbors of pixel, Adjacency, Connectivity
1.5 hours Distance Measures, Euclidean, City Block, Chess-Board distance, Path, Region and Boundaries
1-November-2021 1.5 hours Arithmetic and Logical Operations on Images: Addition, Subtraction, Multiplication and Division operations and their applications. Logical operations on images (OR, AND, NOT, NAND, NOR, XOR, XNOR) and their application
1.5 hours Image Enhancement: Types of image enhancement operations, Basics concepts, Linear and Non-linear operations. Basic gray level transformation
8-November-2021 1.5 hours Image enhancement using arithmetic/logical operations, Contrast stretching, Log transformation, power law transformation, Gamma correction, Piecewise-linear transformation, Bit Plan slicing
1.5 hours Histogram, Applications of Histogram and Interpreting Image Histograms
15-November-2021 1.5 hours Histogram equalization and Matching
1.5 hours Histogram Sliding, stretching and shrinking, Local histogram processing, Local enhancement using statistical parameters from histogram.
22-November-2021 1.5 hours Spatial domain operations, Types of spatial domain operations, Basics of spatial filtering, Linear vs no-linear filtering, Correlation and convolution
1.5 hours Low pass and high pass filtering, smoothing and sharpening spatial filter, Order statistics filters
29-November-2021 1 Hour Mid Term
6-December-2021 1.5 hours Spatial filtering for image sharpening, 1st order and 2nd order derivatives Laplacian operators for image enhancements
1.5 hours Sharpening filters: Unsharp masking, High Boost filtering, Gradient operators
13-December-2021 1.5 hours Image restoration, Degradation model for digital Image, Noise and its models.
1.5 hours Effect of noise on images and histogram , Noise parameters estimation, Noise reduction techniques: Mean Filters (Arithmetic mean, Geometric mean, Harmonic mean, Contraharmonic mean )
20-December-2021 1.5 hours Noise reduction techniques: Order-statistics filters (Median filter, Max and Min filters, Midpoint filter, Alpha-trimmed mean filters)
1.5 hours Noise reduction techniques: Adaptive filters (Adaptive local noise reduction filter and Adaptive median filter)
27-December-2021 1.5 hours Image registration and its Applications, Control point image registration
1.5 hours Geometric Spatial Transformation: Translation, Rotation, Scaling and Affine transformation, Mapping schemes, Interpolation
3-January-2022 1.5 hours Morphological Image Processing, Structuring element, Dilation and Erosion
1.5 hours Compound operations (Opening and Closing), Basic morphological algorithms
10-January-2022 1.5 hours Fourier series and Fourier transform, Application of Fourier transform, Discrete Fourier Transform, Properties of Fourier Transform, Image enhancement in frequency domain
1.5 hours Frequency domain filtering, Low pass, band pass and high pass filtering
17-January-2022 1.5 hours Color Fundamentals, Color models, Pseudo color image processing, basics of color image processing
1.5 hours Color transformation, smoothing and sharpening of color images
24-January-2022 1.5 hours Basics of Image compression, Image compression models, Error free compression, Lossy Compression
1.5 hours JPEG compression standards (JPEG and JPEG2000)
31-January-2022 2 Hour Final Term
Instructor Name Dr. Muhammad Asif
Instructor Signature
Date