CHAPTER 01
EP01_01β π Three distance metrics in DIPEP01_02β π Predictive Performance β ML Metrics in CVEP01_03β π Mean Average Precision (mAP) β Precision-Recall CurveEP01_04β πΌοΈ Reading and Information from a Matrix ImageEP01_05β π Negative of a Grayscale ImageEP01_06β π¨ RGB β Grayscale Conversion (ITU-R BT.601)EP01_07β β« Manual Thresholding: Binary ImageEP01_08β π¨ Intensity Range RemappingEP01_09β π Checkerboard Pattern: Chess MatrixEP01_10β π Metadata: Reading a PGM FileEP01_11β π Neighborhood Analysis: 1D Maximum Filter
CHAPTER 02
EP02_01β βοΈ Brightness and Contrast AdjustmentEP02_02β π¬ Spatial SubsamplingEP02_03β π¨ Gray Level QuantizationEP02_04β π Distance Transform in Binary ImagesEP02_05β β‘οΈ Image TranslationEP02_06β π Image RotationEP02_07β π Resizing (Scaling)EP02_08β π Shear TransformationEP02_09β π§© Generic Affine TransformationEP02_10β π― Perspective Correction (Homography)EP02_11β π Perspective Correction (Homography) in a Real Image
CHAPTER 03
EP03_01β β Saturated Addition of a ConstantEP03_02β π Alpha Blending of Two ImagesEP03_03β π Image Inversion (Photographic Negative)EP03_04β π Histogram Equalization (L bits)EP03_05β π² Binary AND Mask ApplicationEP03_06β π«οΈ NΓN Mean Filter KernelEP03_07β π Laplacian Operator (w4) for Edge EnhancementEP03_08β π§ Sobel Gradient: Gx and GyEP03_09β π‘ 3Γ3 Median FilterEP03_10β β¨ Unsharp Masking (USM)
CHAPTER 04
EP04_01β ποΈ Global Thresholding with a Fixed ThresholdEP04_02β π Otsuβs Automatic ThresholdingEP04_03β π± Flat Binary Dilation (mm.dil0)EP04_04β πͺ¨ Binary Erosion by Flat Structuring Element (mm.ero0)EP04_05β π§Ή Morphological Opening (Noise Removal)EP04_06β π§© Morphological Closing (Filling of Gaps)EP04_07β β°οΈ Weighted Dilation and Erosion (mm.dil1 / mm.ero1)EP04_08β π Morphological Gradient, Top-hat, and Black-hatEP04_09β πΊοΈ Distance Transform and the Objectβs βCoreβEP04_10β πͺ Blob Separation, Labeling, and Descriptors
CHAPTER 05
EP05_01β π’ Ideal Low-Pass Filter by Distance in the SpectrumEP05_02β π‘ Notch Filter: Removing Periodic PeaksEP05_03β π DCT Quantization: The True Source of CompressionEP05_04β π΄ Implementing the 2D DFT from the DefinitionEP05_05β π Complete JPEG Pipeline: DCT, Quantization, and Reconstruction