100 Hue test108 Megapixel1/f noise1-bit matrix completion180 degree images1 MICRON PIXELS133-MEGAPIXEL1st and 2nd FM generation 3D halftoning
2
2D2.5D2AFC2-D barcodes2D-TO-3D CONVERSION ARTIFACTS2D printing2.5 D printing2D/3D imaging, high performance computing, imaging systems, efficient computations and storage2.5D PRINTING2.5D printing2D AND 3D CONVERTIBLE DISPLAY2D to Hologram conversion2D metrics2-d scale2D and 3D video2D-plus-depth video2.5D reconstruction2D DCT2D VIEWS
3
3D-assisted features3D localization3D/4D SCANNING35MM FILM DIGITIZATION3D mesh simplification3D projector3D point cloud3D human-centered technologies3D-Anisotropic smoothing3DCNN3D Scene Reconstruction and Modeling3D printer3D RECOVERY3D imaging3D audio3D ACQUISITION ARCHITECTURE3D INTERACTION360° VIDEO3D range geometry3D localization and mapping3D digitization and dissemination3D Print Appearance3D colour Digital Image Correlation3D 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 surface structure based halftoning3D COMPRESSION AND ENCRYPTION3D glasses3D3D encoding3D vision3D IMAGE3D STIMULI3d video3d3D Range Data Encoding3D-printing3D Color Printing360-degree imaging3D Reconstruction3D displays3D communications360-degree video3DSR3D Gaussian splatting3D Display3D MESHES360-degree3D reconstruction3DMM3D Compression and Encryption3D VISUALIZATION3D-CNN3D Scene Reconstruction3D Lidar3D MESH3D Iterative Halftoning360° STEREO PANORAMAS3D SHAPE INDEXING AND RETRIEVAL3D SCENE RECONSTRUCTION AND MODELING3D and 2D3D halftoning3D print3D Video3-T pixel3D-human body detection3D recursive search3D Meshes3D SALIENCY3D Compression3D Computer Graphics3D object shape3D Models3-D RECONSTRUCTION3D MODELLING3d localization3D Image Processing3D RANGE IMAGING3D Video Conferencing3D Quality360-deg quality assessment360-DEGREE IMAGE3D shape analysis3D Telepresence3D Data Processing3D-shooting3D position measurement of people3D DIGITIZATION METHOD FOR OIL PAINTINGS3D theater program listing3D Measurement3D refinement3D display3D-color perception3D mesh3D shape indexing and retrieval3D perception360 panorama3D stereo vision360-degree image projection360 degrees video360-degree art exhibition3D CAMERAS3D-LUT3D video3D/4D Scanning3D MODEL3D PRINTING3D face alignment360-degree images3D Object Detection3D Morphable Model360-video3D depth-map360-degree video streaming360VR3D/4D Data Processing and Filtering3D mapping and localization3D objects3D warping3D scene classification3D video processing3D optical scans3D data processing3D surface3D Saliency3D Modeling3D STACK3D surface reproduction3D Range Data360-degree Image3D Imaging3D compression3D model3D TRANSFORMATION3D 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 scene flow estimation3D connected tube model360-degree videos3D affine transformation3D Point Cloud3D Printing3D recovery3D modelling3D capture3D Mapping3D scanning3D Range Data Compression360 degree images3D PRINTER3D shape360-degree content3D Communications3D printing3D depth sensing360° video3ARRI footage3D Curvelet3D range scanning3D HALFTONING360 IMAGING3D Immersion3D Vision3D digital halftoning3D RECONSTRUCTION3D rigid transformations3D modeling3D/2D Visuals
4
4D PRINTING4K4D-printing4D scanning4K resolution4-AFC Experiment4T PIXEL4D hyperchaos system
6
6-DOF60 GHz Wireless6D pose estimation6DoF
7
7-1 MICRON PIXELS
8
8K SUPER HI-VISION (SHV)8K8K STEREO IMAGING8K UHDTV
Reconstruction Deep Learning inverse problems Demosaicing EfficientDet. convolutional neural network automated labeling Writing UAV measurement system Preservation Stereoscopic display Nursing Education Principal Component Analysis Neuromorphic Imaging optimization Conditional Random Fields IoU Multi-label RGBIR Sensor dataset generation pixel error model Artificial Intelligence multimedia security systematic review A/D converters weighted integral Microscopy Machine learning explainability Visualization Discomfort deep learning Natural Language Processing halftoning AV TCG signal processing Neural networks Open Source spectral database geometric distortion Convolutional Neural Networks emotions Mean Opinion Score localization Archival theory Column-parallel ADC SfM layout mean opinion score (MOS) Art camera response function Image Processing Acne Surgery Visualization Data collection LED illumination Archaeology Multispectral RTI 3D displays method DRA building evacuation Video Quality color difference retro-reflector diffraction. Multispectral statistical analysis Smart City. semantics RTI Rendering Image processing Latency studio photography Interactive Narrative Integrity verification Image alignment Color space Object Detector Point cloud Drawing Vulkan Driving Automation Subjective visual experiment Automotive Hair dye Epipolar Image Plane BRDF unpaired Event simulation Visual Design content detection archives optical simulation Video Artifacts Sentinel-1 Sensor Fusion Light spectrum analysis workflow management transfer learning MEMS Deformation assessment Schizophrenia specular detection texture perception Poisson-Gaussian Noise image processing Correlation Predictor Disocclusion image classification Performance assessment Visual resolution Image Forensics Neural Networks time of flight Documentation Discolorization color distribution multiple conversion gain Mixed Reality Computer vision Digitization Fourier ring correlation Digital Pixel Sensor Cybersickness FPN compensation Image Re-Identification AI Pose estimation Mining Adversarial attacks Chatbot domain adaptation capture and post processing workflow canola seeds Spectrally extended imaging Machine Learning correlation analysis Algorithms image quality Procedural Rhetoric Image Orientation Neural net accelerators effectiveness of training perception medical Interactive object classification Neural Network Paradata thermal image prism synthetic data Depth sensing circle detection Remote operation Open source Eye Trackers Object Detection s-SFR Stereoscopic. Augmented reality Realistic mannequins RGB-D camera IEEE P2020 Dentistry non-expert Artificial intelligence White point embodiment OCR segmentation TDA Processor Pattern artifact Embedded Systems Compression performance computational imaging depth encoding Crossed mirror arrays Information processing Thermal Image film restoration Image quality metrics Machine-to-Machine transmission Modulation transfer function svBRDF 360° videos Non-RGB Lidar False color camera calibration Visual noise Multitask Learning Cattle traits Color Blind Offset calibration Environment Simulation enhancement 3D sensor Virtual reality (VR) variable precision illuminant Meanings super-resolution Artifact Field-of-View high dynamic range imaging de-mosaic smartphone app Faster RCNN Transfer Learning discharge of justice U-Net color correction Virtual Reality silicon-on-insulator (SOI) image perturbations Point clouds Max-Margin object detection (MMOD) image matching image enhancement Remosaicing Data Visualization Style Transfer Signal Falloff e-SFR image quality assessment extrapolation Support Vector Classification (SVC) Image Edges Infrared Image Generation Denoising convolutional neural network all pixel AF Heat Map Naked-eye 3D display image inpainting ISO 12233 Locally Weighted Regression Image Database Camera ISP FIAF Autonomous vehicle object recognition Augmented Reality Forchheim Image Database Pruned ResNet hedonics Visualization. Image color adjustment Subjective experiment H.265/HEVC Drones game model Calibration image embedding Multi lane detection Computer Vision Optical Model 3D interaction techniques Automated vision testing ghost immersive VR Explainable Artificial Intelligence prediction of despeckling efficiency Classification optical phased array video frame interpolation small and medium-sized enterprises Multi-scale Autoencoder Network Hair AR service Fisheye images Psycho-Physiological Measurement Certification panorama Automobile face recognition Unity game engine Mental Commands Authentically-Distorted Database barely open books photography Novice Subject Hair Rendering Magic Leap One R&D Partnership Portal Spatial frequency response machine learning redundant discrete wavelet transform (RDWT) Navigation DCRA Visual Attention History compression Vision processors acrylic paint despeckling Skilled Subject Alignment Autonomous Driving Facsimile Biometrics Knowledge Graph auditing Local binary pattern histogram (LSBH) Reinforcement Learning Mathematical visualization Smartphone image quality evaluation Spectral Analysis Recurrent Neural Network image denoising Frameworks MRI Ligament Analysis Mapping RGB-D image computer vision head-mounted display Focal Stack Vision testing colors convolutional neural networks Shack-Hartmann Wavefront Sensor strategic improvements Domain Adaption Quality control ADAS caustics open-source software 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 Self-supervised learning scatterplot Deep learning. multiclass olfactory integration Interdisciplinary aspects Camera Digital restorer image stacking image clarity enhancement HDR10 Dresden Image Database Temporal chromatic adaptation noise model co-presence color appearance multispectral software Ground truth Illumination Awareness Network light-field Noise Gaming Workflow Multi-Gene genetic programming forgery T1-weighted Hololens psychophysics specular and translucent materials MLICs Genetic gain. Camera identification image distortion Image Segmentation Vison Augmented Telepresence Event modeling ancient Hebrew dataset Original negative bonding haptic perception image visual quality assessment SFR Semantic Image classification H.264 bitstream Geometry Comparison Quantifying Quality Wrinkle Structural artifact white balance odors SNR10 IMU Human Factors and Ergonomics Video Conferencing Interferometry color cube quantum efficiency User Study Hand gesture Art Analysis System Simulation dichromatic reflection model Multicamera Signal-to-Noise Ratio Changed Based Segmentation NLP scanning back ResNet Vanitas impulse noise removal moving-object detection DeepFake Detection Open Access style transfer VIS-NIR Imaging MTF Natural language understanding Camera Noise expert Visual attention Adversarial Network low power see-through Storytelling HDR laboratory setup image deblurring skin color material appearance Metal artifact reduction image analysis. Medical Application Traffic light differentiation Trustworthiness Quality Assurance Scanner glossiness Volumetric Reconstruction Gray-Level Co-Occurrence Matrix (GLCM) Noise reduction temporal dependency model Face recognition Accountability camera pose Dolby Vision Yellow/Blue forced-choice experiment cosmetic recommendation Dual-energy CT data visualization. artificial intelligence maniscripts Robust camera calilbration camouflage Data Augmentation single-slope ADC Access Convolutional Neural Network Montage Detection Paper Fixatives Symbolic Regression situational awareness color filter array (CFA) virtual target virtual reality Image Quality CNN Saliency prediction DXOMARK Image quality evaluation Organic video Timecourse SPD of illumination Interaction Design Color distortion information behaviors Spatial Frequency Response (SFR) New perspective views. modulation transfer function (MTF) Painting Deep learning image demosaicing KG visualization Optical Coherence Tomography (OCT) exposure bracketing Image Restoration Subjective quality evaluation neural network GIS 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 infrared imagery 3D integration cinematography depth compression Coco format Layers Forensic Data Model Material Capture binary segmentation Convolutional neural network imbalanced data multicolor LED Method of adjustment eye tracking Near Infrared Imaging Multispectral imaging visible image AV1 Single value decomposition 3D Haar cascade classifier Multimodal Sensor Fusion SME video reconstruction image super-resolution Loss Function Pigmentation color model image analysis phase-shifting Webcam Socrates Variance-stabilizing Transformation UX Design Multiobjective Optimization judiciary Performance evaluation 3D camera Duplicating positive remote sensing image crossmodal associations
Although considerable progress has been made in recognizing multi-character text from images, there are still cases where there is a lack of robust computationally-efficient methods that can execute on portable devices to read device displays in the wild. We specifically address the problem of parsing digits from 7 segment displays. Recognizing these displays is important for many tasks such as assisting users with tasks using augmented reality agents that need to verify actions or connecting legacy devices to the internet for process control using cheap cameras. Legacy techniques based on image processing operators and OCR are brittle whereas massive deep networks are too computationally expensive. We describe a computationally tractable VGG style backbone combined with a novel digit inference head that can be trained using a synthetic display generator with novel augmentations. We show the model trained on augmented synthetic data generalizes well to a corpus of real-world display images getting 97.8% single-frame accuracy and obtaining a throughput of 30 frames per second. We describe how the output can be further stabilized to improve accuracy through a kind of mode filtering.