publications

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  1. PDF Hamraz H., Jacobs NB., Contreras MA., Clark CH. 2018. Deep learning for conifer/deciduous classification of airborne LiDAR 3D point clouds representing individual trees. arXiv preprint arXiv:1802.08872. bibtex
  2. Salem T., Greenwell C., Blanton H., Jacobs N. 2019. Learning to Map Nearly Anything. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS). bibtex
  3. Song W., Salem T., Blanton H., Jacobs N. 2019. Remote Estimation of Free-Flow Speeds. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS). bibtex
  4. Refique U., Jacobs N. 2019. Weakly Supervised Building Segmentation. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS). bibtex
  5. Rafique U., Blanton H., Jacobs N. 2019. Weakly Supervised Fusion of Multiple Overhead Images. In: IEEE/ISPRS Workshop: Large Scale Computer Vision for Remote Sensing (EARTHVISION). bibtex
  6. PDF Liang G., Fouladvand S., Zhang J., Brooks MA., Jacobs N., Chen J. 2019. GANai: Standardizing CT Images using Generative Adversarial Network with Alternative Improvement. In: IEEE International Conference on Healthcare Informatics. bibtex
  7. Mihail RP., Jacobs N. 2019. Automatic Hand Skeletal Shape Estimation from Radiographs. IEEE Transactions on NanoBioscience. bibtex
  8. Sajid H., Jacobs N., Cheung S-ching S. 2019. Motion and Appearance based Background Subtraction for Freely Moving Cameras. Signal Processing: Image Communication. bibtex
  9. Liang G., Jacobs N., Liu J., Luo K., Owen W., Wang X. 2019. Translational relevance of performance of deep learning models on mammograms. In: SBI/ACR Breast Imaging Symposium. bibtex
  10. Liang G., Wang X., Jacobs N. 2018. Evaluating the Publicly Available Mammography Datasets for Deep Learning Model Training. In: SBI/ACR Breast Imaging Symposium. bibtex
  11. PDF Bessinger Z., Jacobs N. 2019. A Generative Model of Worldwide Facial Appearance. In: IEEE Winter Conference on Applications of Computer Vision (WACV). website bibtex
  12. Mihail RP., Jacobs N. 2018. Automatic Hand Skeletal Shape Estimation from Radiographs. In: IEEE International Conference on Bioinformatics and Biomedicine (BIBM). bibtex
  13. PDF Jacobs N., Kraft A., Rafique MU., Sharma RD. 2018. A Weakly Supervised Approach for Estimating Spatial Density Functions from High-Resolution Satellite Imagery. In: ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL). code bibtex
  14. PDF Schulter S., Zhai M., Jacobs N., Chandraker M. 2018. Learning to Look around Objects for Top-View Representations of Outdoor Scenes. In: European Conference on Computer Vision (ECCV). bibtex
  15. PDF Zhai M., Salem T., Greenwell C., Workman S., Pless R., Jacobs N. 2018. Learning Geo-Temporal Image Features. In: British Machine Vision Conference (BMVC). bibtex
  16. Zhang X., Zhang Y., Han E., Jacobs N., Han Q., Wang X., Liu J. 2018. Classification of whole mammogram and tomosynthesis images using deep convolutional neural networks. IEEE Transactions on NanoBioscience. DOI: 10.1109/TNB.2018.2845103. bibtex
  17. Greenwell C., Workman S., Jacobs N. 2018. What Goes Where: Predicting Object Distributions from Above. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS). website bibtex
  18. PDF Salem T., Zhai M., Workman S., Jacobs N. 2018. A Multimodal Approach to Mapping Soundscapes. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS). website bibtex
  19. PDF Song W., Workman S., Hadzic A., Souleyrette R., Green E., Chen M., Zhang X., Jacobs N. 2018. FARSA: Fully Automated Roadway Safety Assessment. In: IEEE Winter Conference on Applications of Computer Vision. bibtex
  20. Jones D., Jacobs N., Ellingson S. 2018. Learning Deep Feature Representations for Kinase Polypharmacology. In: ACM Richard Tapia Celebration of Diversity in Computing Conference. bibtex
  21. Jones D., Bopaiah J., Alghamedy F., Jacobs N., Weiss H., Jong WAD., Ellingson S. 2018. Polypharmacology Within the Full Kinome: a Machine Learning Approach. In: AMIA Informatics Summit. bibtex
  22. Zhang X., Zhang Y., Han E., Jacobs N., Han Q., Wang X., Liu J. 2017. Whole Mammogram Image Classification With Convolutional Neural Networks. In: IEEE International Conference on Bioinformatics and Biomedicine (BIBM). bibtex
  23. PDF Vo N., Jacobs N., Hays J. 2017. Revisiting IM2GPS in the Deep Learning Era. In: IEEE International Conference on Computer Vision (ICCV). website bibtex
  24. Workman S., Zhai M., Crandall D., Jacobs N. 2017. A Unified Model for Near/Remote Sensing. In: IEEE International Conference on Computer Vision (ICCV). website bibtex
  25. Workman S., Souvenir R., Jacobs N. 2017. Understanding and Mapping Natural Beauty. In: IEEE International Conference on Computer Vision (ICCV). website bibtex
  26. Song W., Salem T., Jacobs N., Johnson M. 2017. Detecting the Presence of Bird Vocalizations in Audio Segments Using a Convolutional Neural Network Architecture. In: International Symposium on Acoustic Communication by Animals. bibtex
  27. PDF Zhai M., Bessinger Z., Workman S., Jacobs N. 2017. Predicting Ground-Level Scene Layout from Aerial Imagery. In: IEEE Computer Vision and Pattern Recognition (CVPR). bibtex
  28. Jacobs N., Workman S., Zhai M. 2016. Crossview Convolutional Networks. In: IEEE Applied Imagery and Pattern Recognition (AIPR). bibtex
  29. Bessinger Z., Stauffer C., Jacobs N. 2016. Who Goes There? Approaches to Mapping Facial Appearance Diversity. In: ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL). bibtex
  30. Sajid H., Cheung S-ching S., Jacobs N. 2016. Appearance based Background Subtraction for PTZ Cameras. Signal Processing: Image Communication. DOI: 10.1016/j.image.2016.07.008. bibtex
  31. PDF Jacobs N., Workman S., Souvenir R. 2016. Cloudmaps from Static Ground-View Video. Image and Vision Computing (IVC) 52:154–166. DOI: 10.1016/j.imavis.2016.05.013. website bibtex
  32. Zhai M., Workman S., Jacobs N. 2016. Camera Geo-Calibration using an MCMC Approach. In: IEEE International Conference on Image Processing (ICIP). website bibtex
  33. PDF Bessinger Z., Jacobs N. 2016. Quantifying Curb Appeal. In: IEEE International Conference on Image Processing (ICIP). website bibtex
  34. PDF Workman S., Zhai M., Jacobs N. 2016. Horizon Lines in the Wild. In: British Machine Vision Conference (BMVC). website bibtex
  35. PDF Zhai M., Workman S., Jacobs N. 2016. Detecting Vanishing Points using Global Image Context in a Non-Manhattan World. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). website code bibtex
  36. PDF Salem T., Workman S., Zhai M., Jacobs N. 2016. Analyzing Human Appearance as a Cue for Dating Images. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 1–8. website bibtex
  37. PDF Mihail RP., Workman S., Bessinger Z., Jacobs N. 2016. Sky Segmentation in the Wild: An Empirical Study. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 1–6. website bibtex
  38. PDF Baltenberger R., Zhai M., Greenwell C., Workman S., Jacobs N. 2016. A Fast Method for Estimating Transient Scene Properties. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 1–8. website code bibtex
  39. PDF Workman S., Souvenir R., Jacobs N. 2015. Wide-Area Image Geolocalization with Aerial Reference Imagery. In: IEEE International Conference on Computer Vision (ICCV). 1–9. website code bibtex
  40. PDF Murdock C., Jacobs N., Pless R. 2015. Building Dynamic Cloud Maps from the Ground Up. In: IEEE International Conference on Computer Vision (ICCV). 1–9. bibtex
  41. PDF Islam MT., Greenwell C., Souvenir R., Jacobs N. 2015. Large-Scale Geo-Facial Image Analysis. EURASIP Journal on Image and Video Processing (JIVP) 2015:1–14. DOI: 10.1186/s13640-015-0070-9. website bibtex
  42. Islam MT., Workman S., Jacobs N. 2015. Face2GPS: Estimating Geographic Location from Facial Features. In: IEEE International Conference on Image Processing (ICIP). website bibtex
  43. Workman S., Greenwell C., Zhai M., Baltenberger R., Jacobs N. 2015. DeepFocal: A Method for Direct Focal Length Estimation. In: IEEE International Conference on Image Processing (ICIP). website bibtex
  44. PDF Workman S., Jacobs N. 2015. On the Location Dependence of Convolutional Neural Network Features. In: IEEE/ISPRS Workshop: Looking from above: When Earth observation meets vision (EARTHVISION). 1–9. bibtex
  45. Mihail RP., Jacobs N., Goldsmith J., Lohr K. 2015. Using Visual Analytics to Inform Rheumatoid Arthritis Patient Choices. In: Loh CS, Sheng Y, Ifenthaler D eds. Serious Games Analytics. Advances in Game-Based Learning. Springer International Publishing, 211–231. DOI: 10.1007/978-3-319-05834-4_9. bibtex
  46. Workman S., Souvenir R., Jacobs N. 2015. Scene Shape Estimation from Multiple Partly Cloudy Days. Computer Vision and Image Understanding (CVIU):116–129. DOI: 10.1016/j.cviu.2014.10.002. website bibtex
  47. PDF Greenwell C., Spurlock S., Souvenir R., Jacobs N. 2014. GeoFaceExplorer: Exploring the Geo-Dependence of Facial Attributes. In: ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information (GEOCROWD). 32–37. DOI: 10.1145/2676440.2676443. website bibtex
  48. Workman S., Mihail RP., Jacobs N. 2014. A Pot of Gold: Rainbows as a Calibration Cue. In: European Conference on Computer Vision (ECCV). 820–835. DOI: 10.1007/978-3-319-10602-1_53. website bibtex
  49. Whitney A., Fessler J., Parker J., Jacobs N. 2014. Received Signal Strength Indication Signature for Passive UHF Tags. In: IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). 1183–1187. bibtex
  50. Shi F., Zhai M., Duncan D., Jacobs N. 2014. MPCA: EM-Based PCA For Mixed-Size Image Datasets. In: IEEE International Conference on Image Processing (ICIP). 1807–1811. DOI: 10.1109/ICIP.2014.7025362. website bibtex
  51. Zhai M., Shi F., Duncan D., Jacobs N. 2014. Covariance-Based PCA for Multi-Size Data. In: International Conference on Pattern Recognition (ICPR). 1603–1608. DOI: 10.1109/ICPR.2014.284. website bibtex
  52. Smith JD., Baltenberger R., Workman S., Jacobs N. 2014. User-in-the-Loop Calibration and Mensuration. In: National Conference on Undergraduate Research (NCUR). bibtex
  53. PDF Islam MT., Workman S., Wu H., Souvenir R., Jacobs N. 2014. Exploring the Geo-Dependence of Human Face Appearance. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 1042–1049. DOI: 10.1109/WACV.2014.6835989. bibtex
  54. PDF Mihail RP., Blomquist G., Jacobs N. 2014. A CRF Approach to Fitting a Generalized Hand Skeleton Model. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 409–416. DOI: 10.1109/WACV.2014.6836070. bibtex
  55. PDF Jacobs N., King J., Bowers D., Souvenir R. 2014. Estimating Cloud Maps from Outdoor Image Sequences. In: IEEE Winter Conference on Applications of Computer Vision (WACV). 961–968. DOI: 10.1109/WACV.2014.6836000. website bibtex
  56. PDF Abrams A., Hawley C., Miskell K., Stoica A., Jacobs N., Pless R. 2013. Shadow Estimation Method for “The Episolar Constraint: Monocular Shape from Shadow Correspondence.” arXiv preprint arXiv:1304.4112. bibtex
  57. PDF Jacobs N., Workman S., Souvenir R. 2013. Scene Geometry from Several Partly Cloudy Days. In: ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC). 1–6. DOI: 10.1109/ICDSC.2013.6778227. website bibtex
  58. Mihail RP., Goldsmith J., Jacobs N., Jaromczyk J. 2013. Teaching Graphics for Games using Microsoft XNA. In: International Conference on Computer Games (CGAMES). 36–40. DOI: 10.1145/2538862.2538898. bibtex
  59. Baltenberger R., Knochelman J., Workman S., Islam MT., Jacobs N., Griffioen J. 2013. Constructing a High-Resolution Mosaic of Kentucky Lake. In: Kentucky GIS Conference. bibtex
  60. Zhou X., Workman S., Islam MT., Jacobs N., Griffioen J. 2013. Cyber Infrastructure for the VOEIS Project. In: Symposium in the Mathematical, Statistical and Computer Sciences. bibtex
  61. PDF Islam MT., Jacobs N., Wu H., Souvenir R. 2013. Images+Weather: Collection, Validation, and Refinement. In: IEEE CVPR Workshop on Ground Truth. 1–7. bibtex
  62. PDF Jacobs N., Islam MT., Workman S. 2013. Cloud Motion as a Calibration Cue. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 1344–1351. DOI: 10.1109/CVPR.2013.177. website bibtex
  63. PDF Jacobs N., Abrams A., Pless R. 2013. Two Cloud-Based Cues for Estimating Scene Structure and Camera Calibration. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 35:2526–2538. DOI: 10.1109/TPAMI.2013.55. website bibtex
  64. PDF Murdock C., Jacobs N., Pless R. 2013. Webcam2Satellite: Estimating Cloud Maps from Webcam Imagery. In: IEEE Workshop on Applications of Computer Vision (WACV). 214–221. DOI: 10.1109/WACV.2013.6475021. bibtex
  65. PDF Mihail RP., Jacobs N., Goldsmith J. 2012. Real Time Gesture Recognition With 2 Kinect Sensors. In: International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV). 1–7. bibtex
  66. Workman S., Knochelmann J., Jacobs N., White DS., Hauer R. 2012. Registration and Visualization of Scientific Aerial Imagery at Kentucky Lake. In: Kentucky EPSCoR Conference. bibtex
  67. Welty E., Pfeffer T., O’Neel S., Jacobs N. 2012. Calving Dynamics of the Columbia Glacier, AK (2000-2011 Update). In: Workshop on the Dynamics and Mass Budget of Arctic Glaciers. bibtex
  68. PDF Abrams A., Tucek J., Jacobs N., Pless R. 2012. LOST: Longterm Observation of Scenes (with Tracks). In: IEEE Workshop on Applications of Computer Vision (WACV). 297–304. DOI: 10.1109/WACV.2012.6163032. bibtex
  69. Wang P., Bhattacharyya S., White D., Jacobs N. 2011. Visualization of Kentucky Lake. In: Kentucky EPSCoR Conference. bibtex
  70. Milliman T., Hufkins K., Lavine I., Jacobs N., Pless R., Richardson A., Frolking S. 2011. The PhenoCam Website: Adventures in “Crowd-Sourcing.” In: American Geophysical Union Annual Meeting. bibtex
  71. PDF Dixon M., Abrams A., Jacobs N., Pless R. 2011. On Analyzing Video with Very Small Interesting Motions. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 1–8. DOI: 10.1109/CVPR.2011.5995703. website bibtex
  72. PDF Jacobs N., Miskell K., Pless R. 2011. Webcam Geo-localization using Aggregate Light Levels. In: IEEE Workshop on Applications of Computer Vision (WACV). 132–138. DOI: 10.1109/WACV.2011.5711494. website bibtex
  73. PDF Abrams A., Fridrich N., Jacobs N., Pless R. 2010. Participatory Integration of Live Webcams into GIS. In: International Conference on Computing for Geospatial Research and Applications (COM.GEO). 1–8. DOI: 10.1145/1823854.1823867. bibtex
  74. PDF Jacobs N., Schuh S., Pless R. 2010. Compressive Sensing and Differential Image Motion Estimation. In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). 718–721. DOI: 10.1109/ICASSP.2010.5495053. website bibtex
  75. PDF Jacobs N., Bies B., Pless R. 2010. Using Cloud Shadows to Infer Scene Structure and Camera Calibration. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 1102–1109. DOI: 10.1109/CVPR.2010.5540093. website bibtex
  76. PDF Jacobs N., Burgin W., Fridrich N., Abrams A., Miskell K., Braswell BH., Richardson AD., Pless R. 2009. The Global Network of Outdoor Webcams: Properties and Applications. In: ACM International Conference on Advances in Geographic Information Systems (ACM/SIGSPATIAL GIS). 111–120. DOI: 10.1145/1653771.1653789. bibtex
  77. Pless R., Jacobs N., Dixon M., Hartley R., Baker P., Brock D., Cassimatis N., Perzanowski D. 2009. Persistence and Tracking: Putting Vehicles and Trajectories in Context. In: Applied Imagery Pattern Recognition Workshop (AIPR). DOI: 10.1109/AIPR.2009.5466307. bibtex
  78. Jacobs N., Souvenir R., Pless R. 2009. Passive vision: The Global Webcam Imaging Network. In: Applied Imagery Pattern Recognition Workshop (AIPR). 1–8. DOI: 10.1109/AIPR.2009.5466314. bibtex
  79. Jacobs N., Dixon M., Satkin S., Pless R. 2009. Efficient Tracking of Many Objects in Structured Environments. In: IEEE ICCV Workshop on Visual Surveillance. 1161–1168. DOI: 10.1109/ICCVW.2009.5457477. bibtex
  80. Jacobs N., Pless R. 2009. Calibrating and Using the Global Network of Outdoor Webcams. In: ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC). 1–2. DOI: 10.1109/ICDSC.2009.5289404. bibtex
  81. PDF Dixon M., Jacobs N., Pless R. 2009. An Efficient System for Vehicle Tracking in Multi-Camera Networks. In: ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC). 1–8. DOI: 10.1109/ICDSC.2009.5289383. bibtex
  82. Jacobs N. 2010. Discovering, Localizing, Calibrating, and Using Thousands of Outdoor Webcams. Computer Science and Engineering, Washington University in St. Louis, MO, USA. bibtex
  83. Jacobs N., Schuh S., Pless R. 2009. On Unusual Pixel Shapes and Image Motion. Computer Science and Engineering, Washington University in St. Louis, MO, USA. website bibtex
  84. PDF Jacobs N., Burgin W., Speyer R., Ross D., Pless R. 2009. Adventures in Archiving and Using Three Years of Webcam Images. In: IEEE CVPR Workshop on Internet Vision. 39–46. DOI: 10.1109/CVPRW.2009.5204185. bibtex
  85. Jacobs N., Pless R. 2008. Time Scales in Video Surveillance. IEEE Transactions on Circuits and Systems for Video Technology (CSVT) 18:1106–1113. DOI: 10.1109/TCSVT.2008.928215. bibtex
  86. PDF Jacobs N., Dixon M., Pless R. 2008. Location-specific Transition Distributions for Tracking. In: IEEE Workshop on Motion and Video Computing (WMVC). DOI: 10.1109/WMVC.2008.4544061. bibtex
  87. PDF Jacobs N., Roman N., Pless R. 2008. Toward Fully Automatic Geo-Location and Geo-Orientation of Static Outdoor Cameras. In: IEEE Workshop on Applications of Computer Vision (WACV). 1–6. DOI: 10.1109/WACV.2008.4544040. bibtex
  88. PDF Jacobs N., Satkin S., Roman N., Speyer R., Pless R. 2007. Geolocating Static Cameras. In: IEEE International Conference on Computer Vision (ICCV). 1–6. DOI: 10.1109/ICCV.2007.4408995. website bibtex
  89. PDF Jacobs N., Roman N., Pless R. 2007. Consistent Temporal Variations in Many Outdoor Scenes. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 1–6. DOI: 10.1109/CVPR.2007.383258. website bibtex
  90. PDF Jacobs N., Pless R. 2007. Shape Background Modeling: The Shape of Things That Came. In: IEEE Workshop on Motion and Video Computing (WMVC). 1–6. DOI: 10.1109/WMVC.2007.35. website bibtex
  91. PDF Jacobs N., Pless R. 2006. Real-time Constant Memory Visual Summaries for Surveillance. In: ACM International Workshop on Visual Surveillance and Sensor Networks (VSSN). DOI: 10.1145/1178782.1178805. website bibtex
  92. PDF Dixon M., Jacobs N., Pless R. 2006. Finding Minimal Parameterizations of Cylindrical Image Manifolds. In: IEEE CVPR Workshop on Perceptual Organization in Computer Vision (POCV). 1–8. DOI: 10.1109/CVPRW.2006.82. bibtex
  93. Anderson T., Hussam A., Plummer B., Jacobs N. 2002. Pie Charts for Visualizing Query Term Frequency in Search Results. In: International Conference on Asian Digital Libraries (ICADL). DOI: 10.1007/3-540-36227-4_52. bibtex
  94. Hussam A., Anderson T., Jacobs N., Eckhoff D., Merayyan A., Yang Y. 1999. Semantic Highlighting: Enhancing Search Engine Display and Web Document Interactivity. In: IFIP Conference on Human-Computer Interaction (INTERACT). bibtex