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This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations.
gestörte Detektionenfeature-based --- probabilistic --- merkmalsbasiert --- probabilistisch --- Datenassoziation --- object tracking --- corrupted detections --- data association --- Objektverfolgung
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Audiology --- Vestibular apparatus --- Auditory pathways --- Audiology. --- Hearing. --- Hearing Disorders. --- Psychoacoustics. --- Psychophysiology. --- Signal Detection, Psychological. --- Auditory pathways. --- Vestibular apparatus. --- Auditory system --- Signal Detection Analysis --- Signal Detection Theory --- Signal Detection (Psychology) --- Analyses, Signal Detection --- Analysis, Signal Detection --- Detection, Psychological Signal --- Detection, Signal (Psychology) --- Detections, Psychological Signal --- Detections, Signal (Psychology) --- Psychological Signal Detection --- Psychological Signal Detections --- Signal Detection Analyses --- Signal Detection Theories --- Signal Detections (Psychology) --- Signal Detections, Psychological --- Theories, Signal Detection --- Theory, Signal Detection --- Mind-Body Relationship (Physiology) --- Physiologic Psychology --- Physiological Psychology --- Psychology, Physiologic --- Mind-Body Relations (Physiology) --- Psychology, Physiological --- Mind Body Relations (Physiology) --- Mind Body Relationship (Physiology) --- Mind-Body Relation (Physiology) --- Mind-Body Relationships (Physiology) --- Physiologic Psychologies --- Psychologies, Physiologic --- Relation, Mind-Body (Physiology) --- Relations, Mind-Body (Physiology) --- Relationship, Mind-Body (Physiology) --- Relationships, Mind-Body (Physiology) --- Psychoacoustic --- Distorted Hearing --- Dysacusis --- Paracousis --- Paracusis --- Hearing Disorder --- Hearing, Distorted --- Audition --- Equilibrium (Physiology) --- Labyrinth (Ear) --- Afferent pathways --- Hearing --- Sensory Thresholds --- Psychosomatic Medicine --- Mind-Body Relations, Metaphysical --- Acoustics --- Otolaryngology
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With recent technological advances in multiple research fields such as materials science, micro-/nano-technology, cellular and molecular biology, bioengineering and the environment, much attention is shifting toward the development of new detection tools that not only address needs for high sensitivity and specificity but fulfil economic, environmental, and rapid point-of-care needs for groups and individuals with constrained resources and, possibly, limited training. Miniaturized fluidics-based platforms that precisely manipulate tiny body fluid volumes can be used for medical, healthcare or even environmental (e.g., heavy metal detection) diagnosis in a rapid and accurate manner. These new detection technologies are potentially applicable to different healthcare or environmental issues, since they are disposable, inexpensive, portable, and easy to use for the detection of human diseases or environmental issues—especially when they are manufactured based on low-cost materials, such as paper. The topics in this book (original and review articles) would cover point-of-care detection devices, microfluidic or paper-based detection devices, new materials for making detection devices, and others.
History of engineering & technology --- sepsis --- PCT --- procalcitonin --- immunoassay --- antibiotic --- chemiluminescence --- immunofluorescence --- origami-based paper analytic device --- origami ELISA --- IgG --- paraquat --- diabetes mellitus --- ketone bodies --- human breath --- acetone --- beta-hydroxybutyrate --- acetoacetate --- gas chromatography-mass spectrometry (GC-MS) --- type 2 diabetes --- diabetic peripheral neuropathy (DPN) --- electrocardiogram (ECG) --- photoplethysmography (PPG) --- percussion entropy index (PEI) --- decision making, computer-assisted --- decision support systems, clinical --- precision medicine --- computational biology --- molecular tumor board --- cBioPortal --- requirements analysis --- neoplasms --- pH value --- diagnosis --- skin --- wound --- blood --- coagulation --- hemostasis --- point of care --- ROTEM --- TEG --- thromboelastography --- VHA --- viscoelastic testing --- partial-thickness burn injury --- burn blister fluid --- P-ELISA --- angiogenin --- burn wound healing --- Alzheimer's disease --- β-amyloid peptide --- paper-based ELISA --- P-ELISA, point of care testing --- microfluidics --- point-of-care diagnostics --- antimicrobial resistance --- lab-on-a-chip --- capillary-driven flow --- capillary action --- detections --- smartphone imaging --- lateral flow assay --- immuno-chromatographic --- gold nanoparticles sensor --- UV/Vis spectrophotometer --- malaria pan rapid diagnostic strip --- point-of-care --- sepsis --- PCT --- procalcitonin --- immunoassay --- antibiotic --- chemiluminescence --- immunofluorescence --- origami-based paper analytic device --- origami ELISA --- IgG --- paraquat --- diabetes mellitus --- ketone bodies --- human breath --- acetone --- beta-hydroxybutyrate --- acetoacetate --- gas chromatography-mass spectrometry (GC-MS) --- type 2 diabetes --- diabetic peripheral neuropathy (DPN) --- electrocardiogram (ECG) --- photoplethysmography (PPG) --- percussion entropy index (PEI) --- decision making, computer-assisted --- decision support systems, clinical --- precision medicine --- computational biology --- molecular tumor board --- cBioPortal --- requirements analysis --- neoplasms --- pH value --- diagnosis --- skin --- wound --- blood --- coagulation --- hemostasis --- point of care --- ROTEM --- TEG --- thromboelastography --- VHA --- viscoelastic testing --- partial-thickness burn injury --- burn blister fluid --- P-ELISA --- angiogenin --- burn wound healing --- Alzheimer's disease --- β-amyloid peptide --- paper-based ELISA --- P-ELISA, point of care testing --- microfluidics --- point-of-care diagnostics --- antimicrobial resistance --- lab-on-a-chip --- capillary-driven flow --- capillary action --- detections --- smartphone imaging --- lateral flow assay --- immuno-chromatographic --- gold nanoparticles sensor --- UV/Vis spectrophotometer --- malaria pan rapid diagnostic strip --- point-of-care
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The reprint focuses on artificial intelligence-based learning approaches and their applications in remote sensing fields. The explosive development of machine learning, deep learning approaches and its wide applications in signal processing have been witnessed in remote sensing. The new developments in remote sensing have led to a high resolution monitoring of ground on a global scale, giving a huge amount of ground observation data. Thus, artificial intelligence-based deep learning approaches and its applied signal processing are required for remote sensing. These approaches can be universal or specific tools of artificial intelligence, including well known neural networks, regression methods, decision trees, etc. It is worth compiling the various cutting-edge techniques and reporting on their promising applications.
Technology: general issues --- History of engineering & technology --- Environmental science, engineering & technology --- pine wilt disease dataset --- GIS application visualization --- test-time augmentation --- object detection --- hard negative mining --- video synthetic aperture radar (SAR) --- moving target --- shadow detection --- deep learning --- false alarms --- missed detections --- synthetic aperture radar (SAR) --- on-board --- ship detection --- YOLOv5 --- lightweight detector --- remote sensing image --- spectral domain translation --- generative adversarial network --- paired translation --- synthetic aperture radar --- ship instance segmentation --- global context modeling --- boundary-aware box prediction --- land-use and land-cover --- built-up expansion --- probability modelling --- landscape fragmentation --- machine learning --- support vector machine --- frequency ratio --- fuzzy logic --- artificial intelligence --- remote sensing --- interferometric phase filtering --- sparse regularization (SR) --- deep learning (DL) --- neural convolutional network (CNN) --- semantic segmentation --- open data --- building extraction --- unet --- deeplab --- classifying-inversion method --- AIS --- atmospheric duct --- ship detection and classification --- rotated bounding box --- attention --- feature alignment --- weather nowcasting --- ResNeXt --- radar data --- spectral-spatial interaction network --- spectral-spatial attention --- pansharpening --- UAV visual navigation --- Siamese network --- multi-order feature --- MIoU --- imbalanced data classification --- data over-sampling --- graph convolutional network --- semi-supervised learning --- troposcatter --- tropospheric turbulence --- intercity co-channel interference --- concrete bridge --- visual inspection --- defect --- deep convolutional neural network --- transfer learning --- interpretation techniques --- weakly supervised semantic segmentation --- n/a
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