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In this research, the knowledge of the geography of Thailand and mathematics by applying the knowledge of image processing and image segmentation to apply to basic medical such as photos of different parts of cancer, x-ray images, ultrasound images, or other images. To be used for accurate medical imaging analysis and reducing the initial error diagnosis of doctors which in this research we have applied the knowledge of the watershed method and image segmentation using mathematical morphology the methodology used depends on the watershed dynamics. To avoid over-segmentation, the watershed change is combined with a fast algorithm using the contour configuration method. Thresholding active contours and differential operators do well in the segmentation of isolated regions, while regional growth has a greater advantage, yielding good results. and there are numerical tests that have demonstrated the effectiveness of our method for segmenting images.
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S. Beucher and F. Meyer, The morphological approach to segmentation: the watershed transformation, In Mathematical Morphology in Image Processing, E. R. Dougherty, Ed. Marcel Dekker, New York. (12) (1993) 433–481.
F. Meyer, Topographic distance and watershed lines, Signal Processing. (38) (1994) 113-125.
T. Jun, A Color Image Segmentation Algorithm Based on Region Growing, IEEE, (6) (2010) 634-637.
Z. GuiMei and Z. Ming-Ming, Labelling watershed algorithm based on Morphological Reconstruction in Color Space, IEEE. (12) (2011) 51-55.
L. Boren and P. Mao, An Improved Segmentation of High Spatial Resolution Remote Sensing Image using Marker-based Watershed Algorithm, IEEE. (4) (2012) 98-104.
L. Quan, “Automatic Segmentation method of Touching Corn Kernels in Digital Image Based on Improved Watershed Algorithm,” IEEE. (2) (2011) 33-37.
V. Mok and J. S. Kim, Prevention and Management of Cerebral Small Vessel Disease, J Stroke, (17) (2) (2015) 111–122.
A. Verma, The Marker-Based Watershed Segmentation- A Review, Int. J. Eng. Innov. Technol, (3) (2013) 171–174.
L. J. Belaid and W. Mourou, Image segmentation: A watershed transformation algorithm, Image Anal. Stereol. (28) (2) (2009) 93–102.
J. Weickert, Efficient Image Segmentation Using Partial Differential Equations and Morphology Introd uction. (98) (2000)
Khaosod online.(2012). The girl was suffering for 19 years! After detecting AIDS, the doctor made a mistake. Retrieved June 18, 2020, from: https://www.khaosod.co.th/around-thailand/news_377160 (in Thai)
khaosod Online. (2014). A woman, mother and child of 6, complained to a famous hospital for a false test, saying she was infected with AIDS for 5 years, ruining her life and causing the hospital to take responsibility. Retrieved July 1, 2020, from: https://www.khaosod.co.th/around-thailand/news_2676509 (in Thai)
Youtube. (2017). A 22-year-old woman scolded the doctor for a false test for HIV, her life was broken for 10 years, even though she knew she wasn't AIDS. Retrieved May 19, 2017, from: https://www.youtube.com/watch?v=ZnG6RnawHD4 (in Thai)
Youtube. (2019). The girl cried from the hospital for a false test, saying she was infected with HIV and changed her life. Retrieved July 3, 2019, from: https://www.youtube.com/watch?v=CtwQe2J-Q7U (in Thai)
Youtube. (2019). The girl called the doctor said she was suffering from AIDS for 5 years before finding out that she wasn't. Retrieved June 11, 2019, from: https://www.youtube.com/watch?v=w3syvNiXKDA (in Thai)
Youtube. (2019). Woman pleads guilty to hospital testing for HIV. Retrieved July 3, 2019, from: https://www.youtube.com/watch?v=2xMJajVHpKM (in Thai)
Youtube. (2019). Mother of 6 children tested positive for HIV. Retrieved July 4, 2019, from: https://www.youtube.com/watch?v=NmC9uwXHLk8 (in Thai)
Khaosod Online. (2014). Mother of 6 weeps for HIV test victim who missed 5 years of hell and is shunned by unsold rice. Retrieved July 4, 2019, from: https://www.khaosod.co.th/special-stories/news_2677292
A. Padcharoen, P. Kumam, Fixed Point Optimization Method for Image Restoration, Thai J. Math., Vol 18, No 3 (2020), 1581–1596.
A. H. Ibrahim, P. Kumam and W. Kumam, “A Family of Derivative-Free Conjugate Gradient Methods for Constrained Nonlinear Equations and Image Restoration,” in IEEE Access, Volume 8, 2020; Pages 162714–162729. (2019 Impact Factor 3.745) doi: 10.1109/ACCESS.2020.3020969.
AS. Aji, P. Kumam, P. Siricharoen, A. B. Abubakar and M. M. Yahaya, “A Modified Conjugate Descent Projection Method for Monotone Nonlinear Equations and Image Restoration,” in IEEE Access, Volume 8, 2020; Pages 158656–158665. (2019 Impact Factor 3.745) doi: 10.1109/ACCESS.2020.3020334
A.B. Abubakar, P. Kumam and H. Mohammad et al., A Barzilai-Borwein gradient projection method for sparse signal and blurred image restoration, Journal of the Franklin Institute, https://doi.org/10.1016/j.jfranklin.2020.04.022
A. Padcharoen, P. Kumam, J. Martínez-Moreno, “Augmented Lagrangian method for TV-$l_1$-$l_2$ based colour image restoration”, Journal of Computational and Applied Mathematics, Volume354,Pages507519.https://doi.org/10.1016/j.cam.2018.09.053
Medicinenet (2021). Nose cancer. Retrieved Feb 18, 2021, from: https://www.medicinenet.com/imagecollection/basal_cell_carcinoma_nose_picture/picture.htm
Healthcareforbes (2021). Gallstones. Retrieved Feb 18, 2021, from: https://healthcareforbes.com/cholelithiasis-gallstones/
International Youth Neuroscience Association (2021). Brain cancer. Retrieved Feb 18, 2021, from: https://youthneuro.org/journal/article/144/
Healthline (2021). Gallstones. Retrieved Feb 18, 2021, from: https://www.healthline.com/health/renal-cell-carcinoma