YOLOv5YOLOv8yoloYou only look once v3 (YOLOv3)YouTubeYOLOXYou only look once (YOLO)YOLOYOLO-RYolov5
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Zero Parallax SettingZoom FatigueZ numberZERNIKEZEISSZebra EmbryoZernike polynomialZERNIKE MOMENTSZ-type SchlierenZero-Shot Classification
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0.8um pixel
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108 Megapixel1/f noise100 Hue test1-bit matrix completion180 degree images133-MEGAPIXEL1 MICRON PIXELS1st and 2nd FM generation 3D halftoning
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2D printing2D-TO-3D CONVERSION ARTIFACTS2-D barcodes2AFC2D2.5D2D AND 3D CONVERTIBLE DISPLAY2.5D printing2.5D PRINTING2D/3D imaging, high performance computing, imaging systems, efficient computations and storage2.5 D printing2D-plus-depth video2D and 3D video2D metrics2-d scale2D to Hologram conversion2D DCT2D VIEWS2.5D reconstruction
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3d3D Range Data Encoding3D-printing3D Reconstruction3D Color Printing360-degree imaging3D3D encoding3D vision3D surface structure based halftoning3D COMPRESSION AND ENCRYPTION3D glasses3D STIMULI3d video3D IMAGE3D visual representation3D-high efficiency video coding3D DISPLAY3d mapping3-D SHAPE RECOVERY360x3D scene capture3A ALGORITHMS360 Video3D TV3D cinema and TV360-Degree Video Technology3D PROFILE3D USER INTERFACES3D range geometry3D Print Appearance3D colour Digital Image Correlation3D digitization and dissemination3D localization and mapping3D imaging3D audio3D ACQUISITION ARCHITECTURE3D INTERACTION360° VIDEO3D printer3D RECOVERY35MM FILM DIGITIZATION3D mesh simplification3D projector3D-Anisotropic smoothing3DCNN3D Scene Reconstruction and Modeling3D human-centered technologies3D point cloud3D-assisted features3D/4D SCANNING3D localization3D Image Processing3D RANGE IMAGING3-D RECONSTRUCTION3D MODELLING3d localization360-deg quality assessment360-DEGREE IMAGE3D shape analysis3D Video Conferencing3D Quality3D Models3D Compression3D Computer Graphics3D object shape3D Video3-T pixel3D-human body detection3D recursive search3D halftoning3D print3D Meshes3D SALIENCY3D SHAPE INDEXING AND RETRIEVAL3D and 2D3D SCENE RECONSTRUCTION AND MODELING3D Scene Reconstruction3D Lidar3D-CNN3D MESH3D Iterative Halftoning360° STEREO PANORAMAS3D reconstruction3DMM3D Compression and Encryption3D VISUALIZATION3D Gaussian splatting3D Display3D MESHES360-degree3D communications360-degree video3D displays3DSR3D optical scans3D data processing3D surface3D Saliency3D objects3D warping3D video processing3D scene classification360VR3D/4D Data Processing and Filtering3D mapping and localization360-video3D depth-map360-degree video streaming3D MODEL3D PRINTING3D face alignment3D Morphable Model360-degree images3D Object Detection360-degree image projection360 degrees video360-degree art exhibition3D CAMERAS3D perception360 panorama3D stereo vision3D/4D Scanning3D-LUT3D video3D display3D-color perception3D refinement3D shape indexing and retrieval3D mesh3D-shooting3D position measurement of people3D DIGITIZATION METHOD FOR OIL PAINTINGS3D Telepresence3D Data Processing3D theater program listing3D Measurement3D RECONSTRUCTION3D rigid transformations3D Immersion3D Vision3D digital halftoning3D/2D Visuals3D modeling360° video3ARRI footage3D Curvelet3D range scanning3D depth sensing3D HALFTONING360 IMAGING3D PRINTER3D shape3D printing360-degree content3D Communications3D Printing3D recovery3D affine transformation3D Point Cloud3D Range Data Compression360 degree images3D modelling3D capture3D scanning3D Mapping3D EDUCATIONAL MATERIAL3D Tracking3D scene flow estimation3D connected tube model360-degree videos3D/4D DATA PROCESSING AND FILTERING3D Shape Indexing and Retrieval3D Video Communications3D camera3D Data Sources3D Halftoning3D adaptive halftoning3D-HEVC3D image compression3D Digital Image Correlation360-degree Image3D TRANSFORMATION3D Imaging3D compression3D model3D STACK3D Modeling3D Range Data3D surface reproduction
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4D PRINTING4K4-AFC Experiment4K resolution4D scanning4D-printing4T PIXEL4D hyperchaos system
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60 GHz Wireless6-DOF6D pose estimation6DoF
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7-1 MICRON PIXELS
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8K SUPER HI-VISION (SHV)8K UHDTV8K STEREO IMAGING8K
Chatbot Adversarial attacks domain adaptation Spectrally extended imaging canola seeds capture and post processing workflow Machine Learning FPN compensation AI Image Re-Identification Pose estimation Mining image quality Procedural Rhetoric Image Orientation Neural net accelerators effectiveness of training correlation analysis Algorithms Discolorization color distribution image classification Performance assessment Image Forensics Visual resolution Neural Networks Documentation time of flight Digitization Fourier ring correlation Digital Pixel Sensor Cybersickness multiple conversion gain Mixed Reality Computer vision workflow management transfer learning Schizophrenia Deformation assessment MEMS specular detection optical simulation Video Artifacts Sensor Fusion Sentinel-1 Light spectrum analysis Correlation Predictor Disocclusion texture perception Poisson-Gaussian Noise image processing Driving Automation Subjective visual experiment Automotive Point cloud Drawing Vulkan Event simulation Visual Design content detection archives Hair dye Epipolar Image Plane BRDF unpaired color difference retro-reflector diffraction. Multispectral statistical analysis Smart City. 3D displays method DRA building evacuation Video Quality Interactive Narrative Integrity verification Image alignment Color space Object Detector semantics RTI Rendering Image processing studio photography Latency Open Source spectral database geometric distortion Convolutional Neural Networks emotions Mean Opinion Score halftoning AV TCG signal processing Neural networks mean opinion score (MOS) Art camera response function Image Processing Acne Surgery Visualization Archaeology LED illumination Data collection Multispectral RTI localization Archival theory Column-parallel ADC SfM layout RGBIR Sensor dataset generation pixel error model Artificial Intelligence multimedia security Multi-label Machine learning explainability Visualization Discomfort deep learning Natural Language Processing systematic review A/D converters weighted integral Microscopy EfficientDet. convolutional neural network automated labeling Writing Reconstruction Deep Learning inverse problems Demosaicing Principal Component Analysis Neuromorphic Imaging optimization Conditional Random Fields IoU UAV measurement system Preservation Stereoscopic display Nursing Education prediction of despeckling efficiency Classification optical phased array video frame interpolation ghost Automated vision testing 3D interaction techniques immersive VR Explainable Artificial Intelligence Psycho-Physiological Measurement Certification panorama Automobile small and medium-sized enterprises Multi-scale Autoencoder Network Hair AR service Fisheye images Augmented Reality object recognition Forchheim Image Database Pruned ResNet Locally Weighted Regression Image Database FIAF Camera ISP Autonomous vehicle Drones game model Calibration Multi lane detection image embedding Computer Vision Optical Model hedonics Visualization. Image color adjustment Subjective experiment H.265/HEVC Image Edges image matching Remosaicing image enhancement Data Visualization Style Transfer Signal Falloff e-SFR image quality assessment Support Vector Classification (SVC) extrapolation image inpainting ISO 12233 Infrared Image Generation Denoising convolutional neural network all pixel AF Heat Map Naked-eye 3D display smartphone app high dynamic range imaging de-mosaic color correction U-Net Virtual Reality silicon-on-insulator (SOI) image perturbations Point clouds Max-Margin object detection (MMOD) Faster RCNN Transfer Learning discharge of justice variable precision illuminant Meanings super-resolution Color Blind Offset calibration Environment Simulation enhancement 3D sensor Virtual reality (VR) Artifact Field-of-View film restoration Information processing Thermal Image Lidar False color Visual noise camera calibration Multitask Learning Cattle traits Image quality metrics Modulation transfer function Machine-to-Machine transmission svBRDF 360° videos Non-RGB embodiment OCR segmentation TDA Processor IEEE P2020 Dentistry non-expert White point Artificial intelligence computational imaging depth encoding Crossed mirror arrays Pattern artifact Embedded Systems Compression performance synthetic data thermal image prism medical perception Interactive object classification Neural Network Paradata Eye Trackers Object Detection s-SFR Stereoscopic. Augmented reality Realistic mannequins RGB-D camera Depth sensing circle detection Open source Remote operation Human Factors and Ergonomics Video Conferencing Interferometry odors SNR10 IMU dichromatic reflection model Multicamera Signal-to-Noise Ratio Changed Based Segmentation NLP color cube quantum efficiency User Study Hand gesture Art Analysis System Simulation image visual quality assessment haptic perception SFR Semantic Augmented Telepresence Event modeling Original negative ancient Hebrew dataset bonding Quantifying Quality Wrinkle Structural artifact white balance Image classification H.264 bitstream Geometry Comparison Multi-Gene genetic programming forgery T1-weighted Hololens Illumination Awareness Network light-field Noise Gaming Workflow Genetic gain. image distortion Camera identification Image Segmentation Vison psychophysics specular and translucent materials MLICs Interdisciplinary aspects Camera Digital restorer image stacking image clarity enhancement color appearance multispectral software Ground truth Dresden Image Database HDR10 Temporal chromatic adaptation noise model co-presence Multi layer perceptron Computer vision task Phase reconstruction Virtual Reality least squares fit In-Cabin Monitoring silicon photonics Direct Sparse Odometry Collaboration ISO12233 multiclass olfactory integration Self-supervised learning scatterplot Deep learning. Quality control ADAS open-source software caustics Focal Stack Vision testing colors convolutional neural networks Shack-Hartmann Wavefront Sensor strategic improvements Domain Adaption low noise Full Reference Method ESP32-CAM Color tolerance noise evaluation Autonomous Driving Facsimile Biometrics Knowledge Graph auditing Local binary pattern histogram (LSBH) Reinforcement Learning acrylic paint despeckling Skilled Subject Alignment MRI Ligament Analysis Mapping RGB-D image head-mounted display computer vision Mathematical visualization Smartphone image quality evaluation Spectral Analysis Recurrent Neural Network image denoising Frameworks Authentically-Distorted Database barely open books photography Novice Subject Hair Rendering Magic Leap One R&D Partnership Portal face recognition Unity game engine Mental Commands Visual Attention History Vision processors compression Spatial frequency response machine learning redundant discrete wavelet transform (RDWT) Navigation DCRA Loss Function Pigmentation color model image analysis 3D Haar cascade classifier Multimodal Sensor Fusion SME video reconstruction image super-resolution 3D camera Duplicating positive remote sensing image crossmodal associations phase-shifting Webcam Socrates Variance-stabilizing Transformation UX Design judiciary Multiobjective Optimization Performance evaluation Material Capture binary segmentation Convolutional neural network imbalanced data cinematography depth compression Coco format Layers Forensic Data Model AV1 Single value decomposition multicolor LED Method of adjustment eye tracking Near Infrared Imaging Multispectral imaging visible image U-net Quality of Experience (QoE) mobile phone Evaluation Icon texture synthesis slanted edge Sketching ATR Cultural heritage infrared imagery 3D integration Pyramid SLAM Photon Transfer Curve Image processing image demosaicing KG Painting Deep learning Subjective quality evaluation GIS neural network Quantization Optical Coherence Tomography (OCT) visualization exposure bracketing Image Restoration Saliency prediction CNN DXOMARK Image quality evaluation Timecourse Organic video SPD of illumination Color distortion Interaction Design situational awareness color filter array (CFA) virtual target virtual reality Image Quality Spatial Frequency Response (SFR) New perspective views. modulation transfer function (MTF) information behaviors maniscripts Robust camera calilbration camouflage Data Augmentation Dual-energy CT artificial intelligence data visualization. Symbolic Regression single-slope ADC Access Convolutional Neural Network Montage Detection Paper Fixatives Trustworthiness Quality Assurance Scanner glossiness Volumetric Reconstruction material appearance Metal artifact reduction image analysis. Medical Application Traffic light differentiation Accountability camera pose Dolby Vision Yellow/Blue forced-choice experiment cosmetic recommendation Gray-Level Co-Occurrence Matrix (GLCM) Noise reduction temporal dependency model Face recognition moving-object detection DeepFake Detection Open Access style transfer VIS-NIR Imaging scanning back ResNet Vanitas impulse noise removal expert Visual attention Adversarial Network low power see-through HDR laboratory setup Storytelling skin color image deblurring MTF Natural language understanding Camera Noise
Muralikrishnan Gopalakrishnan Meena, Amir K. Ziabari, Singanallur V. Venkatakrishnan, Isaac R. Lyngaas, Matthew R. Norman, Balint Joo, Thomas L. Beck, Charles A. Bouman, Anuj J. Kapadia, Xiao Wang
We introduce a physics guided data-driven method for image-based multi-material decomposition for dual-energy computed tomography (CT) scans. The method is demonstrated for CT scans of virtual human phantoms containing more than two types of tissues. The method is a physics-driven supervised learning technique. We take advantage of the mass attenuation coefficient of dense materials compared to that of muscle tissues to perform a preliminary extraction of the dense material from the images using unsupervised methods. We then perform supervised deep learning on the images processed by the extracted dense material to obtain the final multi-material tissue map. The method is demonstrated on simulated breast models with calcifications as the dense material placed amongst the muscle tissues. The physics-guided machine learning method accurately decomposes the various tissues from input images, achieving a normalized root-mean-squared error of 2.75%.