LEADER 05007nam 22006255 450 001 9910890181003321 005 20250807140327.0 010 $a981-9753-45-7 024 7 $a10.1007/978-981-97-5345-1 035 $a(MiAaPQ)EBC31692108 035 $a(Au-PeEL)EBL31692108 035 $a(CKB)36213816800041 035 $a(DE-He213)978-981-97-5345-1 035 $a(EXLCZ)9936213816800041 100 $a20240927d2024 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aBiomedical Imaging $eAdvances in Artificial Intelligence and Machine Learning /$fedited by Ankur Gogoi, Nirmal Mazumder 205 $a1st ed. 2024. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2024. 215 $a1 online resource (359 pages) 225 1 $aBiological and Medical Physics, Biomedical Engineering,$x2197-5647 311 08$a981-9753-44-9 327 $aArtificial intelligence (AI) in diagnostic medical image processing: Recent advances and challenges -- Introduction to machine learning -- Artificial intelligence in Raman spectroscopy and microscopy -- Machine learning based analysis in Biomedical applications -- Applications of support vector machine in polarization sensitive fluorescence spectroscopy in biophotonics research -- Tissue optical clearing and machine learning based analysis -- Machine learning based photoacoustic image analysis for cancer diagnosis -- Diffuse optical imaging and spectroscopy as a non-invasive diagnostic tool -- Machine learning in nonlinear optical microscopy -- Deep learning in quantitative phase imaging -- Deep learning in super resolution microcopy -- Machine learning based analysis in Stokes Mueller Polarization light applications -- Polarization resolved second harmonic generation for tissue imaging -- Light microscopy in endoscopy -- Deep learning-based algorithm applied to multiphoton microscopy -- Cross polarization optical coherence tomography applications in brain research -- Machine learning applications in brain research -- Recent trends in survival prediction of malignant brain tumour patients. 330 $aThis book presents the rapidly developing field of artificial intelligence and machine learning and its application in biomedical imaging. As is known, starting from the diagnosis of fractures by using X-rays to understanding the complex structure and function of the brain, biomedical imaging has contributed immensely toward the development of precision diagnosis and treatment strategies for numerous diseases. While continuous evolution in imaging technologies have enabled the acquisition of images having resolution and contrast far better than ever, it significantly increased the volume of data associated with each image scan?making it increasingly difficult for experts to analyze and interpret. In this context, the application of artificial intelligence (AI) and machine learning (ML) tools has become one of the most exciting frontlines of contemporary research in biomedical imaging due to their capability to extract minute traces of various disease signatures from large and complicated datasets and providing clear insight into the potential abnormalities with excellent accuracy, sensitivity, and specificity. The hallmark of this book will be the contributions from international leaders on different AI-aided advanced biomedical imaging modalities and techniques. Included will be comprehensive description of several of the technology-driven spectacular advances made over the past few years that have allowed early detection and delineation of abnormalities with sub-pixel image segmentation and classification. Starting from the fundamentals of biomedical image processing, the book presents a streamlined and focused coverage of the core principles, theoretical and experimental approaches, and state-of-the-art applications of most of the currently used biomedical imaging techniques powered by AI. 410 0$aBiological and Medical Physics, Biomedical Engineering,$x2197-5647 606 $aBiophysics 606 $aBiomedical engineering 606 $aOptical spectroscopy 606 $aCancer$xImaging 606 $aBioanalysis and Bioimaging 606 $aBiomedical Engineering and Bioengineering 606 $aOptical Spectroscopy 606 $aCancer Imaging 615 0$aBiophysics. 615 0$aBiomedical engineering. 615 0$aOptical spectroscopy. 615 0$aCancer$xImaging. 615 14$aBioanalysis and Bioimaging. 615 24$aBiomedical Engineering and Bioengineering. 615 24$aOptical Spectroscopy. 615 24$aCancer Imaging. 676 $a571.4 700 $aGogoi$b Ankur$01771672 701 $aMazumder$b Nirmal$01771673 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910890181003321 996 $aBiomedical Imaging$94264159 997 $aUNINA