NUST Institutions Library Catalogue Search for 'au:"Kamran, Muhammad"'

Treatment Of Inland Brackish Water Using Capacitive Deionization

By Aamir Khan, Aitzaz Ahsan, Hussain Kamran, Muhammad Ahmad. Islamabad IESE (SCEE) NUST 2014 . 48 p. , Thesis UG EE

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AN EFFICIENT APPROACH TO IDENTIFY KEY CLASSES OF SOFTWARE TO ASSIST INITIAL PROGRAM COMPREHENSION /

By Kamran, Muhammad. Islamabad: CEME - NUST, 2013 . 81 p.: ill.; 30cm..

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A Numerical and Experimental Investigation of "Open-hole Compression" Testing Method for 3D Woven Fibre Reinforced Polymeric /

By Kamran, Muhammad. Islamabad : CEME - NUST, 2013 . 102 p. : ill. ; 30cm..

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Detection of Hypochromic Erythrocytes in Blood Smear by using Edge Contours of Cells as Trigonometric Projections /

By Kamran, Muhammad Hamza . . 75p. , Hypochromic erythrocytes are red blood cells (RBC) with central pallor larger than normal and hence overall appears paler. This paleness is due to lack of hemoglobin responsible for carrying oxygen and giving red color to erythrocytes. Hypochromic erythrocytes are commonly associated with iron deficiency anemia. Anemia is manually diagnosed through peripheral blood smear (PBS) test. The monolayer of blood smear is observed by pathologist as its the only region with erythrocytes is observably visible. PBS test is the gold standard in analyzing blood cells yet its time consuming tedious task. Automated techniques are applied to analyze the cells but did not properly addressed the overlapped anemia cells. Overlapped cells are also overlooked by pathologist as well in manual PBS test. Trigonometric projection is mapped from the detected enclosed edges of cells from microscopic images. Prior to edge detection, the images are color processed to remove all leukocytes and platelets leaving only Erythrocytes and later eroded and dilated to remove small residue preserving the cells. The proposed method performance metric is 95.27 %, 82.45% and 88.39% for precision, recall and F1 score respectively. 30.

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