publications
Publications are listed in reversed chronological order.
2021
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Differentiable Compound Optics and Processing Pipeline Optimization for End-to-end Camera Design ACM Transactions on Graphics (to be presented at SIGGRAPH), , 2021 Coming soon
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Deep learning-enabled framework for automatic lens design starting point generation Optics Express, , 2021 Coming soon
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Deep Template-based Object Instance Detection In IEEE Winter Conference of Applications on Computer Vision (WACV) 2021 Code available
2020
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Dynamically Estimating Lighting Parameters For Positions Within Augmented-reality Scenes Based On Global And Local Features (Patent) 2020
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Deep SVBRDF Estimation on Real Materials In International Conference on 3D Vision (3DV) 2020 Code and data available
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RGB-D-E: Event Camera Calibration for Fast 6-DOF Object Tracking In Symposium on Mixed and Augmented Reality (ISMAR) 2020 Code and data available
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Associative Alignment for Few-shot Image Classification In European Conference on Computer Vision (ECCV) 2020 Spotlight presentation! Code available
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Rain Rendering for Evaluating and Improving Robustness to Bad Weather International Journal on Computer Vision (IJCV), , 2020 Code available!
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Input Dropout for Spatially Aligned Modalities In IEEE International Conference on Image Processing (ICIP) 2020 [arXiv]
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Learning Physics-guided Face Relighting Under Directional Light In IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020 Oral presentation!
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Biophilic, Photobiological And Energy-efficient Design Framework Of Adaptive Building Façades For Northern Canada Indoor and Built Environment, , 2020
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Single Day Outdoor Photometric Stereo IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), , 2020
2019
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Learning From Estimated High-dynamic Range All Weather Lighting Parameters (Patent) 2019
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Introducing a Dynamic Deep Neural Network to Infer Lens Design Starting Points In Current Developments in Lens Design and Optical Engineering XX 2019
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Deep Parametric Indoor Lighting Estimation In IEEE International Conference on Computer Vision (ICCV) 2019
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Physics-based Rain Rendering For Studying And Improving Robustness to Rain In IEEE International Conference on Computer Vision (ICCV) 2019
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Depth Texture Synthesis For High Resolution Reconstruction Of Large Scenes Machine Vision and Applications, 30(4), 2019
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Hyperparameter Optimization In Black-box Image Processing Using Differentiable Proxies ACM Transactions on Graphics (SIGGRAPH), , 2019
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A Photobiological Approach to Biophilic Design In Extreme Climates Building and Environment, 154, 2019
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Fast Spatially-varying Indoor Lighting Estimation In IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019 Oral presentation!
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All-weather Deep Outdoor Lighting Estimation In IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019
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Deep Sky Modeling For Single Image Outdoor Lighting Estimation In IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019 Oral presentation!
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Dynamically Estimating Light-source-specific Parameters For Digital Images Using A Neural Network (Patent) 2019
2018
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Systems And Methods For Estimating Sky Light Probes For Outdoor Images (Patent) 2018
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Deep Learning For Augmented Reality In Workshop on Information Optics 2018 Best paper award!
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Toward Training A Deep Neural Network to Optimize Lens Designs In Frontiers in Optics 2018
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Learning to Estimate Indoor Lighting From 3D Objects In International Conference on 3D Vision (3DV) 2018
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Domain Adaptation Through Synthesis For Unsupervised Person Re-identification In European Conference on Computer Vision (ECCV) 2018 [arXiv]
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A Framework For Evaluating 6-DOF Object Trackers In European Conference on Computer Vision (ECCV) 2018
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A Perceptual Measure For Deep Single Image Camera Calibration In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2018
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A Perceptual Measure For Deep Single Image Camera Calibration In IEEE International Conference on Computational Photography (ICCP) 2018
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Deep Photovoltaic Nowcasting Solar Energy, 176, 2018 Oral presentation at the 2018 Montreal AI Symposium
2017
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Deep Uncertainty Interpretation In Dyadic Human Activity Prediction In IEEE International Conference on Machine Learning and Applications 2017
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Learning to Predict Indoor Illumination From A Single Image ACM Transactions on Graphics (SIGGRAPH Asia), 9(4), 2017
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Learning High Dynamic Range From Outdoor Panoramas In IEEE International Conference on Computer Vision (ICCV) 2017 Oral presentation!
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Deep 6-DOF Tracking IEEE Transactions on Computer Graphics and Visualization, 23(11), 2017 Oral presentation at the 2018 Montreal AI Symposium
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Deep Outdoor Illumination Estimation In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2017 Oral presentation!
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Predicting A Light Probe From An Outdoor Image (Patent) 2017
2016
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Real-time High Resolution 3D Data on the HoloLens In International Symposium on Mixed and Augmented Reality (ISMAR) 2016
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Depth Texture Synthesis For Realistic Architectural Modeling In Computer and Robot Vision Conference (CRV) 2016
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High Dynamic Range And Tone Mapping Imaging Techniques (Patent) 2016
2015
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Oriented, Spatio-spectral Illumination Constraints For Use In An Image Process (Patent) 2015
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x-hour Outdoor Photometric Stereo In International Conference on 3D Vision (3DV) 2015 Best paper award (runner up)!
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Towards Characterizing The Behavior Of lidars In Snowy Conditions In IROS Workshop on Planning, Perception and Navigation for Intelligent Vehicles 2015
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What Is A Good Day For Outdoor Photometric Stereo? In IEEE International Conference on Computational Photography (ICCP) 2015
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Contrast Use Metrics For Tone Mapping Images In IEEE International Conference on Computational Photography (ICCP) 2015
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The Perception Of Lighting Inconsistencies In Composite Outdoor Scenes In ACM Symposium on Applied Perception 2015
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The Perception Of Lighting Inconsistencies In Composite Outdoor Scenes ACM Transactions on Applied Perception, 12(4), 2015 Made it to the front page
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HDR Image Noise Calibration For Denoising Tone Mapped Images In European Conference on Visual Media and Production (CVMP) 2015
2014
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Lighting Estimation In Outdoor Image Collections In International Conference on 3D Vision (3DV) 2014
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Spatially-varying Log-chromaticity Normals For Use In An Image Process (Patent) 2014
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Weighted Entropy Minimization For Optimizing A Log-chromaticity Normal For Use In An Image Process (Patent) 2014
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Log-chromaticity Clustering Pipeline For Use In An Image Process (Patent) 2014
2012
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Estimating The Natural Illumination Conditions From A Single Outdoor Image International Journal of Computer Vision, 98(2), 2012
2011
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Estimating The Natural Illumination Conditions From A Single Outdoor Image In International Conference on Computational Photography 2011
2010
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Scale Selection For Geometric Fitting In Noisy Point Clouds International Journal of Computational Geometry & Applications, 20(5), 2010
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Detecting Ground Shadows In Outdoor Consumer Photographs In European Conference on Computer Vision (ECCV) 2010
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Synthesizing Environment Maps From A Single Image 2010
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What Do The Sun And The Sky Tell Us About The Camera? International Journal of Computer Vision, 88(1), 2010
2009
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Webcam Clip Art: Appearance And Illuminant Transfer From Time-lapse Sequences ACM Transactions on Graphics (SIGGRAPH Asia 2009), 28(5), 2009
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Estimating Natural Illumination From A Single Outdoor Image In IEEE International Conference on Computer Vision (ICCV) 2009 Oral presentation!
2008
2007
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Data Structures For Efficient Dynamic Processing In 3-d International Journal of Robotics Research, 26(8), 2007
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Potential Negative Obstacle Detection By Occlusion Labeling In IEEE/RSJ International Conference on Intelligent Robots and Systems 2007
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Using Color Compatibility For Assessing Image Realism In IEEE International Conference on Computer Vision (ICCV) 2007
2006
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Natural Terrain Classification Using Three-dimensional Ladar Data For Ground Robot Mobility Journal of Field Robotics, 23(10), 2006
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Mobile Robot Programming In Education In IEEE International Conference on Robotics and Automation (ICRA) 2006
2005
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Scale Selection For Classification Of Point-sampled 3D Surfaces In International Conference on 3D Digital Imaging and Modeling (3DIM) 2005
2004
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Dual-resolution Stereoscopic Display With Scene-adaptive Fovea Boundaries In International Immersive Projection Technology Workshop 2004