Optimizing Infrared Camera Resolution for Small Object Detection using Subpixel Rendering and PIFS in Multiresolution Image Analysis

سال انتشار: 1399
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 45

فایل این مقاله در 12 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_JBPE-10-3_003

تاریخ نمایه سازی: 30 دی 1402

چکیده مقاله:

Background: Breast cancer screening techniques have been developing rapidly in the field of imaging systems. One of these techniques is thermography, which is an alternative modality for mammography to detect breast lesions. Thermography utilization has been progressively developing as various models and methods of object processing improvement. Currently, the Fluke TIS۲۰ infrared camera, with a resolution of ۳۲۰ × ۲۴۰, has not been used to measure precisely small objects such as early breast cancer lesions. Retrieval and processing of single images lead into imprecise object measurements and false positive results. Objective: Problems have been arisen due to the limitations of the camera resolution, object retrieval techniques and suboptimal image processing. The aim of this study was to detect accurately breast cancer lesions in rats, which were induced by carcinogenic compounds. Material and Methods: In this experimental study, development of models was conducted based on increasing image by optimizing the ability of low-resolution infrared (IR) cameras to identify s mall objects precisely. Image pixel density increased by adjusting the distance of the objects from the camera and multiple images of objects gradually shifting were used to measure object dimensions precisely. Results: The results showed that cancerous lesions as small as ۱.۲۷ mm could be detected. This method of lesion detection had a sensitivity and specificity of ۹۳% and ۷۷ % respectively. Conclusion: Small objects (cancerous lesions) were measured by increasing image resolution through splitting pixels into subpixels and combining several images using Partitioned Iterated Function Systems (PIFS).

نویسندگان

E Poerbaningtyas

MT, Doctoral Program of Medical Science, Faculty of Medicine, Brawijaya University, Malang, Indonesia

R S Dradjat

PhD, Department of Orthopaedic, Saiful Anwar Hospital, Faculty of Medicine, Brawijaya University, Malang, Indonesia

A T Endharti

PhD, Department of Parasitology, Faculty of Medicine, Brawijaya University, Malang, Indonesia

S P Sakti

PhD, Department of Physics, Brawijaya University, Malang, Indonesia

E Widjajanto

PhD, Department of Clinical Pathology, Faculty of Medicine, Brawijaya University, Malang, Indonesia

Y Yueniwati

PhD, Department of Radiology, Faculty of Medicine, Brawijaya University, Malang, Indonesia

M H Purnomo

PhD, Department of Electrical, Faculty of Electric, ITS, Surabaya, Indonesia

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • Han F, Liang CW, Shi GL, Wang L, Li KY. ...
  • Yao X, Wei W, Li J, Wang L, Xu Z, ...
  • Arena F, Barone C, DiCicco T, editors. Use of digital ...
  • Mehdy MM, Ng PY, Shair EF, Saleh NIM, Gomes C. ...
  • Kennedy DA, Lee T, Seely D. A comparative review of ...
  • Whiteford JK, Whiteford JR. Screening for breast cancer. Ann Intern ...
  • Ghayoumi Zadeh H, Haddadnia J, Montazeri A. A Model for ...
  • Zadeh HG, Haddadnia J, Zadeh FJS, Zadeh ZE, Kianersi S, ...
  • Serrano RC, Motta L, Batista M, Conci A, editors. Using ...
  • Prabha S, Suganthi SS, Sujatha CM. An approach to analyze ...
  • Francis SV, Sasikala M, Saranya S. Detection of breast abnormality ...
  • Kermani S, Samadzadehaghdam N, EtehadTavakol M. Automatic color segmentation of ...
  • Malczewski K, Stasinski R. Super-Resolution Thermal Image Reconstruction. ۱۷th International ...
  • S. Committee. CIPA DCG-۰۰۱-Translation-۲۰۰۵. Guidel Camera Imaging Prod Assoc; ۲۰۰۵. ...
  • Ring E, Ammer K. The technique of infrared imaging in ...
  • Mitra S, Murthy C, Kundu M. Partitioned iterative function system: ...
  • Economopoulos TL, Asvestas PA, Matsopoulos GK. Contrast enhancement of images ...
  • Kubatka P, Ahlersova E, Ahlers I, Bojkova B, Kalicka K, ...
  • Thajeel HA. Numerical modeling of infrared thermography techniques via ANSYS. ...
  • Hajian-Tilaki K. Receiver Operating Characteristic (ROC) Curve Analysis for Medical ...
  • نمایش کامل مراجع