100 Hue test108 Megapixel1/f noise1-bit matrix completion180 degree images1 MICRON PIXELS133-MEGAPIXEL1st and 2nd FM generation 3D halftoning
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2AFC2D2.5D2D printing2-D barcodes2D-TO-3D CONVERSION ARTIFACTS2x2 On-chip Lens2D/3D imaging, high performance computing, imaging systems, efficient computations and storage2.5D PRINTING2.5 D printing2D AND 3D CONVERTIBLE DISPLAY2.5D printing2D metrics2-d scale2D to Hologram conversion2D-plus-depth video2D and 3D video2D DCT2D VIEWS2.5D reconstruction
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3D printer3D Photogrammetry3D RECOVERY3D imaging3D audio3D ACQUISITION ARCHITECTURE360° VIDEO3D INTERACTION3D range geometry3D digitization and dissemination3D localization and mapping3D Print Appearance3D colour Digital Image Correlation3D-assisted features3D localization3D/4D SCANNING35MM FILM DIGITIZATION3D mesh simplification3D projector3D human-centered technologies3D point cloud3D-Anisotropic smoothing3DCNN3D Scene Reconstruction and Modeling3D surface structure based halftoning3D COMPRESSION AND ENCRYPTION3D glasses3D encoding3D3DGS3D vision3D IMAGE3D STIMULI3A Algorithms3d video3d3D Range Data Encoding3D-printing3D Color Printing360-degree imaging3D CG Image3D Reconstruction3D cinema and TV360-Degree Video Technology3D PROFILE3D TV3D USER INTERFACES3D DISPLAY3D visual representation3D-high efficiency video coding3A ALGORITHMS360 Video3d mapping3-D SHAPE RECOVERY360x3D scene capture3D reconstruction3DMM3D VISUALIZATION3D Compression and Encryption3D-CNN3D Scene Reconstruction3D Lidar3D MESH3D Iterative Halftoning360° STEREO PANORAMAS3D displays3DViewers3D communications360-degree video3DSR3D Gaussian splatting3D Display3D MESHES360-degree3D Computer Graphics3D Compression3D object shape3D Models3-D RECONSTRUCTION3D MODELLING3d localization3D Image Processing3D RANGE IMAGING3D Quality3D Video Conferencing360-deg quality assessment360-DEGREE IMAGE3D shape analysis3D SHAPE INDEXING AND RETRIEVAL3D SCENE RECONSTRUCTION AND MODELING3D and 2D3D halftoning3D print3D Video3-T pixel3D recursive search3D-human body detection3D Meshes3D SALIENCY3D perception360 panorama3D stereo vision360-degree image projection360 degrees video360-degree art exhibition3D CAMERAS3D-LUT3D video3D/4D Scanning3D MODEL3D face alignment3D PRINTING360-degree images3D Object Detection3D Morphable Model3D Telepresence3D image3D Data Processing3D-shooting3D position measurement of people3D DIGITIZATION METHOD FOR OIL PAINTINGS3DLUT3D theater program listing3D Measurement3D refinement3D display3D-color perception3D mesh3D shape indexing and retrieval3D objects3D warping3D scene classification3D video processing3D optical scans3D data processing3D surface3D Saliency3D Gaussian Splatting360-video3D depth-map360-degree video streaming360VR3D/4D Data Processing and Filtering3D mapping and localization3D adaptive halftoning3D-HEVC3D camera3D Data Sources3D Halftoning3D Digital Image Correlation3D image compression3D Tracking3D EDUCATIONAL MATERIAL3D/4D DATA PROCESSING AND FILTERING3D Shape Indexing and Retrieval3D Video Communications3D connected tube model3D scene flow estimation360-degree videos3D Modeling3D STACK3D surface reproduction3D Range Data360-degree Image3D Imaging3D compression3D model3D TRANSFORMATION3D depth sensing360° video3ARRI footage3D Curvelet3D range scanning3D HALFTONING360 IMAGING3D Immersion3D Vision3D digital halftoning3D RECONSTRUCTION3D rigid transformations3D modeling3D/2D Visuals3D skeletal joint point cloud; deep learning; PointNet++ method3D affine transformation3D Point Cloud3D Printing3D recovery3D modelling3D capture3D scanning3D Mapping3D Range Data Compression360 degree images3D PRINTER3D shape360-degree content3D Communications3D printing
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4D PRINTING4K4D scanning4D-printing4K resolution4-AFC Experiment4T PIXEL4D hyperchaos system
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5.5 Sigma Threshold50% acceptability ellipsoid
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6-DOF60 GHz Wireless6D pose estimation6DoF
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7-1 MICRON PIXELS
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8K SUPER HI-VISION (SHV)8K video8K STEREO IMAGING8K UHDTV8K
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95% perceptibility ellipsoid
AV halftoning TCG Neural networks signal processing Open Source spectral database geometric distortion emotions Convolutional Neural Networks Mean Opinion Score localization Column-parallel ADC Archival theory SfM layout mean opinion score (MOS) Art camera response function Image Processing Acne Surgery Visualization Archaeology LED illumination Data collection Multispectral RTI 3D displays method DRA building evacuation Video Quality color difference retro-reflector diffraction. Multispectral statistical analysis Smart City. semantics Rendering RTI studio photography Latency Image processing Interactive Narrative Integrity verification Image alignment Color space Object Detector Reconstruction Deep Learning inverse problems Demosaicing convolutional neural network EfficientDet. automated labeling Writing UAV measurement system Preservation Stereoscopic display Nursing Education Principal Component Analysis Neuromorphic Imaging Conditional Random Fields optimization IoU Multi-label RGBIR Sensor dataset generation pixel error model multimedia security Artificial Intelligence A/D converters systematic review weighted integral Microscopy explainability Machine learning Discomfort Visualization deep learning Natural Language Processing image classification Performance assessment Image Forensics Visual resolution Neural Networks Documentation time of flight Discolorization color distribution multiple conversion gain Mixed Reality Computer vision Digitization Fourier ring correlation Digital Pixel Sensor Cybersickness FPN compensation AI Image Re-Identification Pose estimation Mining Chatbot Adversarial attacks domain adaptation Machine Learning Spectrally extended imaging canola seeds capture and post processing workflow correlation analysis Algorithms image quality Procedural Rhetoric Neural net accelerators Image Orientation effectiveness of training Point cloud Drawing Vulkan Subjective visual experiment Driving Automation Automotive Epipolar Image Plane Hair dye BRDF unpaired Event simulation Visual Design content detection archives Video Artifacts optical simulation Sensor Fusion Sentinel-1 Light spectrum analysis workflow management transfer learning specular detection Schizophrenia Deformation assessment MEMS texture perception Poisson-Gaussian Noise image processing Correlation Predictor Disocclusion Information processing Thermal Image film restoration Modulation transfer function Machine-to-Machine transmission Image quality metrics svBRDF 360° videos Non-RGB False color Lidar Visual noise camera calibration Cattle traits Multitask Learning Offset calibration Color Blind enhancement Environment Simulation 3D sensor Virtual reality (VR) variable precision illuminant Meanings super-resolution Artifact Field-of-View medical perception object classification Interactive Neural Network Paradata synthetic data thermal image prism Depth sensing Open source Remote operation circle detection Eye Trackers Object Detection s-SFR Stereoscopic. RGB-D camera Augmented reality Realistic mannequins IEEE P2020 non-expert Dentistry White point Artificial intelligence embodiment segmentation OCR TDA Processor Pattern artifact Embedded Systems Compression performance computational imaging depth encoding Crossed mirror arrays Image Database Locally Weighted Regression Autonomous vehicle FIAF Camera ISP Augmented Reality object recognition Forchheim Image Database Pruned ResNet Image color adjustment hedonics Visualization. H.265/HEVC Subjective experiment Drones game model Calibration Multi lane detection image embedding Computer Vision Optical Model ghost 3D interaction techniques Automated vision testing immersive VR Explainable Artificial Intelligence prediction of despeckling efficiency Classification optical phased array video frame interpolation small and medium-sized enterprises Hair AR service Multi-scale Autoencoder Network Fisheye images Psycho-Physiological Measurement Certification panorama Automobile high dynamic range imaging de-mosaic smartphone app Faster RCNN Transfer Learning discharge of justice color correction U-Net Virtual Reality image perturbations silicon-on-insulator (SOI) Point clouds Max-Margin object detection (MMOD) Remosaicing image enhancement image matching Data Visualization Style Transfer e-SFR Signal Falloff image quality assessment Support Vector Classification (SVC) extrapolation Image Edges Infrared Image Generation Denoising convolutional neural network all pixel AF Heat Map Naked-eye 3D display image inpainting ISO 12233 Focal Stack Vision testing colors convolutional neural networks strategic improvements Shack-Hartmann Wavefront Sensor Domain Adaption Quality control ADAS open-source software caustics Color tolerance noise evaluation low noise Full Reference Method ESP32-CAM In-Cabin Monitoring silicon photonics Direct Sparse Odometry Collaboration ISO12233 Multi layer perceptron Computer vision task Phase reconstruction Virtual Reality least squares fit scatterplot Self-supervised learning Deep learning. multiclass olfactory integration face recognition Unity game engine Mental Commands Authentically-Distorted Database barely open books Novice Subject photography Hair Rendering R&D Partnership Portal Magic Leap One Spatial frequency response machine learning redundant discrete wavelet transform (RDWT) DCRA Navigation Visual Attention History Vision processors compression acrylic paint despeckling Skilled Subject Alignment Autonomous Driving Biometrics Facsimile Knowledge Graph auditing Reinforcement Learning Local binary pattern histogram (LSBH) Mathematical visualization Smartphone image quality evaluation Spectral Analysis Recurrent Neural Network Frameworks image denoising MRI Ligament Analysis Mapping RGB-D image head-mounted display computer vision Augmented Telepresence Event modeling ancient Hebrew dataset Original negative bonding image visual quality assessment haptic perception Semantic SFR Image classification H.264 bitstream Geometry Comparison Quantifying Quality Wrinkle Structural artifact white balance SNR10 odors IMU Human Factors and Ergonomics Video Conferencing Interferometry color cube User Study quantum efficiency Art Analysis Hand gesture System Simulation dichromatic reflection model Multicamera Signal-to-Noise Ratio Changed Based Segmentation NLP Interdisciplinary aspects Camera Digital restorer image stacking image clarity enhancement Dresden Image Database HDR10 Temporal chromatic adaptation noise model co-presence color appearance multispectral software Ground truth Illumination Awareness Network light-field Gaming Noise Workflow Multi-Gene genetic programming forgery T1-weighted Hololens psychophysics specular and translucent materials MLICs Genetic gain. image distortion Camera identification Vison Image Segmentation Dual-energy CT artificial intelligence data visualization. Robust maniscripts camera calilbration Data Augmentation camouflage single-slope ADC Access Convolutional Neural Network Paper Fixatives Montage Detection Symbolic Regression situational awareness color filter array (CFA) virtual reality virtual target Image Quality Saliency prediction CNN DXOMARK Image quality evaluation Timecourse Organic video SPD of illumination Color distortion Interaction Design information behaviors Spatial Frequency Response (SFR) New perspective views. modulation transfer function (MTF) scanning back ResNet Vanitas impulse noise removal moving-object detection DeepFake Detection style transfer Open Access VIS-NIR Imaging MTF Natural language understanding Camera Noise Adversarial Network Visual attention expert see-through low power HDR laboratory setup Storytelling skin color image deblurring material appearance Medical Application image analysis. Metal artifact reduction Traffic light differentiation Trustworthiness Scanner Quality Assurance glossiness Volumetric Reconstruction Noise reduction Gray-Level Co-Occurrence Matrix (GLCM) temporal dependency model Face recognition Accountability camera pose Dolby Vision Yellow/Blue forced-choice experiment cosmetic recommendation cinematography depth compression Coco format Layers Forensic Data Model binary segmentation Material Capture imbalanced data Convolutional neural network multicolor LED Method of adjustment eye tracking Near Infrared Imaging Multispectral imaging visible image AV1 Single value decomposition 3D Multimodal Sensor Fusion Haar cascade classifier SME video reconstruction image super-resolution Loss Function Pigmentation image analysis color model Webcam phase-shifting Socrates UX Design Variance-stabilizing Transformation judiciary Multiobjective Optimization Performance evaluation 3D camera Duplicating positive remote sensing image crossmodal associations Painting Deep learning image demosaicing KG Optical Coherence Tomography (OCT) visualization exposure bracketing Image Restoration Subjective quality evaluation GIS neural network Quantization Icon texture synthesis slanted edge Sketching ATR U-net Quality of Experience (QoE) mobile phone Evaluation Pyramid SLAM Photon Transfer Curve Image processing Cultural heritage 3D integration infrared imagery
This paper analyzes how an experimenter can balance errors in subjective video quality tests between the statistical power of finding an effect if it is there and not claiming that an effect is there if the effect it is not there i.e. balancing Type I and Type II errors. The risk of
committing Type I errors increases with the number of comparisons that are performed in statistical tests. We will show that when controlling for this and at the same time keeping the power of the experiment at a reasonably high level, it will require more test subjects than are normally used
and recommended by international standardization bodies like the ITU. Examples will also be given for the influence of Type I error on the statistical significance of comparing objective metrics by correlation.