Digital Image Processing. Instructor: Prof. P.K. Biswas, Department of Electronics and Electrical Communication Engineering, IIT Kharagpur.

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September 25, 2023

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September 25, 2023

Duration:

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FREE

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Unlimited Duration

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Description

Digital Image Processing. Instructor: Prof. P.K. Biswas, Department of Electronics and Electrical Communication Engineering, IIT Kharagpur.

Digital image processing deals with processing of images which are digital in nature. Study of the subject is motivated by three major applications. The first application is in improvement of pictorial information for human perception i.e. enhancing the quality of the image so that the image will have a better look. The second is for autonomous machine applications which have wider applications in industries, particularly for quality control in assembly automation and many similar applications. This course will introduce various image processing techniques, algorithms and their applications. (from nptel.ac.in)

Course Curriculum

  • Lecture 01 – Introduction to Digital Image Processing Unlimited
  • Lecture 02 – Application of Digital Image Processing Unlimited
  • Lecture 03 – Image Digitization, Sampling Quantization and Display Unlimited
  • Lecture 04 – Signal Reconstruction from Samples: Convolution Concept Unlimited
  • Lecture 05 – Signal Reconstruction from Image Unlimited
  • Lecture 06 – Quantizer Design – Image Quantization, Staircase Quantizer, Quantization Error Unlimited
  • Lecture 07 – Relationship between Pixels Unlimited
  • Lecture 08 – Relationship of Adjacency and Connected Components Labeling Unlimited
  • Lecture 09 – Application of Distance Measures – Euclidean Distance, City-Block Distance, … Unlimited
  • Lecture 10 – Basic Transformations (Translation, Rotation, Scaling), Inverse Transformation Unlimited
  • Lecture 11 – Image Formation I Unlimited
  • Lecture 12 – Image Formation II Unlimited
  • Lecture 13 – Image Geometry I Unlimited
  • Lecture 14 – Image Geometry II Unlimited
  • Lecture 15 – Stereo Imaging Model Unlimited
  • Lecture 16 – Interpolation and Resampling Unlimited
  • Lecture 17 – Interpolation Techniques Unlimited
  • Lecture 18 – Interpolation with Examples I Unlimited
  • Lecture 19 – Interpolation with Examples II Unlimited
  • Lecture 20 – Image Transformation I Unlimited
  • Lecture 21 – Image Transformation II Unlimited
  • Lecture 22 – Separable Transformation Unlimited
  • Lecture 23 – Basis Images Unlimited
  • Lecture 24 – Fourier Transform Unlimited
  • Lecture 25 – Properties of Fourier Transform Unlimited
  • Lecture 26 – Fourier Transform Result Display Unlimited
  • Lecture 27 – Rotation Invariance Property Unlimited
  • Lecture 28 – Discrete Cosine Transform (DCT) and Walsh Transform Unlimited
  • Lecture 29 – Hadamard Transformation Unlimited
  • Lecture 30 – Karhunen-Loeve Transform Unlimited
  • Lecture 31 – Karhunen-Loeve Transform (cont.) Unlimited
  • Lecture 32 – Image Enhancement: Point Processing Techniques Unlimited
  • Lecture 33 – Contrast Stretching Operation Unlimited
  • Lecture 34 – Histogram Equalization and Specifications I Unlimited
  • Lecture 35 – Histogram Equalization and Specifications II Unlimited
  • Lecture 36 – Histogram Implementation I Unlimited
  • Lecture 37 – Histogram Implementation II Unlimited
  • Lecture 38 – Image Enhancement: Mask Processing Techniques I Unlimited
  • Lecture 39 – Image Enhancement: Mask Processing Techniques II Unlimited
  • Lecture 40 – Image Enhancement: Mask Processing Techniques III Unlimited
  • Lecture 41 – Frequency Domain Processing Techniques Unlimited
  • Lecture 42 – Image Restoration Techniques I Unlimited
  • Lecture 43 – Image Restoration Techniques II Unlimited
  • Lecture 44 – Estimation of Degradation Model and Restoration Techniques I Unlimited
  • Lecture 45 – Estimation of Degradation Model and Restoration Techniques II Unlimited
  • Lecture 46 – Other Restoration Techniques I: Inverse Filtering Unlimited
  • Lecture 47 – Other Restoration Techniques II: Constrained Least Square Filter Unlimited
  • Lecture 48 – Image Registration I Unlimited
  • Lecture 49 – Image Registration II Unlimited
  • Lecture 50 – Colour Image Processing: Colour Fundamentals Unlimited
  • Lecture 51 – Colour Model Unlimited
  • Lecture 52 – Conversion of One Colour Model to Another I Unlimited
  • Lecture 53 – Conversion of One Colour Model to Another II Unlimited
  • Lecture 54 – Pseudo Colour Image Processing Unlimited
  • Lecture 55 – Full Colour Image Processing Unlimited
  • Lecture 56 – Different Approaches for Image Segmentation Unlimited
  • Lecture 57 – Image Segmentation: Global Processing (Hough Transform) Unlimited
  • Lecture 58 – Region based Segmentation Operations, Thresholding Techniques Unlimited
  • Lecture 59 – Region Splitting and Merging Technique Unlimited

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