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Major Methods Involved In Image Processing Applications Major Methods Involved In Image Processing Applications Image Preprocessing And Enhancement Image Preprocessing And Enhancement Contrast enhancement and stretching(edge enhancement, gamma value adjustment, decorrelation stretching, and also Histogram equalization ) Noise filtering(Low pass, Mean and also median filters, high pass, linear and adaptive filters ) Color adjustment and conversion(Psuedo-coloring, Gray to RGB conversion, and also CIE color modeling etc) Sharpening and also magnifying (Remap functions, deblurring, resizing ) Filters with Morphological operators (Dilation and also closure, opening and closing) Image filtering and arithmetic’s(convolution, correlation, and also edge preserving filters) Image Analysis Image Analysis Object ,texture and shape analysis(Quad tree decomposition, boundary tracing, Entropy and standard deviation filtering, and also gray level co-occurrence matrix) Image quality analysis(Peak signal to noise ratio, SSIM image quality metrics, and also Mean squared error) Image transforms(Fourier, radon, Hough, fan beam transforms) Device independent color management And so on Image Segmentation Image Segmentation Edge detection(Canny method) Region growing and also segmentation Thresholding(Otsu’s method) Morphological Operators(Watershed segmentation) Color based segmentation(K-mean clustering) Texture segmentation using texture filters Graph partition methods Multi scale and model based segmentation Variational methods and also partial differential equation based method And so on Feature Extraction And Selection Methods (Shape, Color, Texture) Feature Extraction And Selection Methods (Shape, Color, Texture) Principal component analysis Multi-factor dimensionality reduction Partial least squares Latent semantic analysis Non linear dimensionality reduction Multi-linear subspace learning And so on Image Classification Techniques (Supervised and Unsupervised Learning Techniques) Image Classification Techniques (Supervised and Unsupervised Learning Techniques) Artificial neural networks Decision tree Fuzzy logics Support vector machine Post processing applications (Output as image and data)-Apply required method And so on Major Applications Of Image Processing Major Applications Of Image Processing Intelligent transportation system Remote sensing(City planning, flood control, resource mobilization, agricultural production monitoring) Textiles and forensic studies Graphics arts and printing Industry Material science and non destructive evaluation Military applications Film industry and document processing Moving object tracking(Motion based and also recognition based tracking) Aerial surveillance (Land and also ocean surveillance) Automatic visual inspection system (Incandescent lamp filaments, surface inspection systems, faulty component identification ) Biomedical Imaging techniques(Heart and lung disease identification, digital mammograms –Imaging tools like CT, X-ray ,MRI and also ultrasound) We have provided comprehensive information about the significant methods and applications of Image processing
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