Shawn D. Newsam

Orcid: 0000-0001-6803-5291

Affiliations:
  • University of California, School of Engineering, Merced, CA, USA
  • Lawrence Livermore National Laboratory, USA
  • University of California at Santa Barbara, Department of Electrical & Compututer Engineering


According to our database1, Shawn D. Newsam authored at least 93 papers between 2000 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
A five-year milestone: reflections on advances and limitations in GeoAI research.
Ann. GIS, January, 2024

Leveraging Large Multimodal Models to Augment Image-Based Building Damage Assessment.
Proceedings of the 7th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2024

McRTSE: Multi-channel Reverberant Target Sound Extraction.
Proceedings of the 32nd European Signal Processing Conference, 2024

CATSE: A Context-Aware Framework for Causal Target Sound Extraction.
Proceedings of the 32nd European Signal Processing Conference, 2024

2023
The effect of soundscape composition on bird vocalization classification in a citizen science biodiversity monitoring project.
Ecol. Informatics, July, 2023

Fashion Image Retrieval with Text Feedback by Additive Attention Compositional Learning.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Plane Segmentation in Outdoor Imagery: Unsupervised Training Using Synthetic Data.
Proceedings of the 6th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2023

2022
Report of the 5th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI 2022).
ACM SIGSPATIAL Special, November, 2022

Model Assumptions and Data Characteristics: Impacts on Domain Adaptation in Building Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2022

Image Search with Text Feedback by Additive Attention Compositional Learning.
CoRR, 2022

CoSSD - An end-to-end framework for multi-instance source separation and detection.
Proceedings of the 30th European Signal Processing Conference, 2022

DistPro: Searching a Fast Knowledge Distillation Process via Meta Optimization.
Proceedings of the Computer Vision - ECCV 2022, 2022

NightLab: A Dual-level Architecture with Hardness Detection for Segmentation at Night.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Benchmarking Object Detection Models with Mummy Nuts Datasets.
Proceedings of the Benchmarking, Measuring, and Optimizing, 2022

2021
GeoAI at ACM SIGSPATIAL: The New Frontier of Geospatial Artificial Intelligence Research.
ACM SIGSPATIAL Special, November, 2021

AutoAdapt: Automated Segmentation Network Search for Unsupervised Domain Adaptation.
CoRR, 2021

Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

A Robust Framework to Estimate the Spatial Resolution of Overhead Images Using Off-the-Shelf Object Detectors.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling.
Proceedings of the 11th International Conference on Geographic Information Science, 2021

2020
The 28th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2020): virtual, online, USA November 3-6, 2020: conference report.
ACM SIGSPATIAL Special, 2020

Conference report: The 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2019): Chicago, Illinois, USA, November 5-8, 2019.
ACM SIGSPATIAL Special, 2020

Cross-Time and Orientation-Invariant Overhead Image Geolocalization Using Deep Local Features.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2020

2019
Fine-Grained Land Use Classification at the City Scale Using Ground-Level Images.
IEEE Trans. Multim., 2019

GeoAI at ACM SIGSPATIAL: progress, challenges, and future directions.
ACM SIGSPATIAL Special, 2019

GeoAI 2019 workshop report: The 3nd ACM SIGSPATIAL International Workshop on GeoAI: AI for Geographic Knowledge Discovery: Seattle, WA, USA - November 5, 2019.
ACM SIGSPATIAL Special, 2019

Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling.
CoRR, 2019

Using Conditional Generative Adversarial Networks to Generate Ground-Level Views From Overhead Imagery.
CoRR, 2019

Estimating The Spatial Resolution of Overhead Imagery Using Convolutional Neural Networks.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Estimating the Spatial Resolution of Very High-Resolution Overhead Imagery.
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2019

Improving Semantic Segmentation via Video Propagation and Label Relaxation.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Motion-Aware Feature for Improved Video Anomaly Detection.
Proceedings of the 30th British Machine Vision Conference 2019, 2019

2018
GeoAI 2018 workshop report the 2nd ACM SIGSPATIAL international workshop on GeoAI: AI for geographic knowledge discovery seattle, WA, USA - November 6, 2018.
ACM SIGSPATIAL Special, 2018

Learning Optical Flow via Dilated Networks and Occlusion Reasoning.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Spatial Morphing Kernel Regression for Feature Interpolation.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

What is it like down there?: generating dense ground-level views and image features from overhead imagery using conditional generative adversarial networks.
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

Towards Universal Representation for Unseen Action Recognition.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Dimensionality Estimation of Protein Dynamics Using Polymer Models.
Proceedings of the 2018 ACM International Conference on Bioinformatics, 2018

Gated Transfer Network for Transfer Learning.
Proceedings of the Computer Vision - ACCV 2018, 2018

Random Temporal Skipping for Multirate Video Analysis.
Proceedings of the Computer Vision - ACCV 2018, 2018

Hidden Two-Stream Convolutional Networks for Action Recognition.
Proceedings of the Computer Vision - ACCV 2018, 2018

2017
Learning Low Dimensional Convolutional Neural Networks for High-Resolution Remote Sensing Image Retrieval.
Remote. Sens., 2017

UC Merced Submission to the ActivityNet Challenge 2016.
CoRR, 2017

Guided Optical Flow Learning.
CoRR, 2017

Large-Scale Human Activity Mapping using Geo-Tagged Videos.
CoRR, 2017

PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval.
CoRR, 2017

Efficient Action Detection in Untrimmed Videos via Multi-task Learning.
Proceedings of the 2017 IEEE Winter Conference on Applications of Computer Vision, 2017

DenseNet for dense flow.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Large-Scale Mapping of Human Activity using Geo-Tagged Videos.
Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2017

Quantitative Comparison of Open-Source Data for Fine-Grain Mapping of Land Use.
Proceedings of the 3rd ACM SIGSPATIAL Workshop on Smart Cities and Urban Analytics, 2017

Deep Local Video Feature for Action Recognition.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

2016
Spatio-temporal sentiment hotspot detection using geotagged photos.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Large-scale geolocalization of overhead imagery.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Depth2Action: Exploring Embedded Depth for Large-Scale Action Recognition.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

2015
Land cover classification using geo-referenced photos.
Multim. Tools Appl., 2015

Land use classification using convolutional neural networks applied to ground-level images.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

2014
Camera-based visibility estimation: Incorporating multiple regions and unlabeled observations.
Ecol. Informatics, 2014

Semi-supervised Learning of Geospatial Objects through Multi-modal Data Integration.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

2013
Geographic Image Retrieval Using Local Invariant Features.
IEEE Trans. Geosci. Remote. Sens., 2013

LBSN 2012 workshop report: the Fifth ACM SIGSPATIAL International Workshop on Location-Based Social Networks (Redondo Beach, California - November 6, 2012).
ACM SIGSPATIAL Special, 2013

2012
Estimating the spatial extents of geospatial objects using hierarchical models.
Proceedings of the IEEE Workshop on Applications of Computer Vision, 2012

Exploring Geotagged images for land-use classification.
Proceedings of the ACM multimedia 2012 workshop on Geotagging and its applications in multimedia, 2012

Visibility cameras: where and how to look.
Proceedings of the 1st ACM international workshop on Multimedia analysis for ecological data, 2012

Can off-the-shelf object detectors be used to extract geographic information from geo-referenced social multimedia?
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, 2012

2011
Validating Clustering of Molecular Dynamics Simulations Using Polymer Models.
BMC Bioinform., 2011

Using visibility cameras to estimate atmospheric light extinction.
Proceedings of the IEEE Workshop on Applications of Computer Vision (WACV 2011), 2011

Spatial pyramid co-occurrence for image classification.
Proceedings of the IEEE International Conference on Computer Vision, 2011

PedSeg: GPS tracks as priors for overhead image segmentation.
Proceedings of the 19th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2011

2010
Semi-supervised regression with temporal image sequences.
Proceedings of the International Conference on Image Processing, 2010

Bag-of-visual-words and spatial extensions for land-use classification.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

CBGIR: content-based geographic image retrieval.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

Proximate sensing: Inferring what-is-where from georeferenced photo collections.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009
Proximate sensing using georeferenced community contributed photo collections.
Proceedings of the 2009 International Workshop on Location Based Social Networks, 2009

2008
Estimating Atmospheric Visibility Using General-Purpose Cameras.
Proceedings of the Advances in Visual Computing, 4th International Symposium, 2008

Comparing SIFT descriptors and gabor texture features for classification of remote sensed imagery.
Proceedings of the International Conference on Image Processing, 2008

Integrating gazetteers and remote sensed imagery.
Proceedings of the 16th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2008

2007
Geographic Image Retrieval Using Interest Point Descriptors.
Proceedings of the Advances in Visual Computing, Third International Symposium, 2007

Hierarchical texture motifs.
Proceedings of the Image Processing: Algorithms and Systems V, 2007

Comparing global and interest point descriptors for similarity retrieval in remote sensed imagery.
Proceedings of the 15th ACM International Symposium on Geographic Information Systems, 2007

Collaboratory: An Open Source Teaching and Learning Facility for Computer Science and Engineering Education.
Proceedings of the 2007 International Conference on Frontiers in Education: Computer Science & Computer Engineering, 2007

Using transmission electron microscopy to quantify the spatial distribution of nanoparticles suspended in a film.
Proceedings of the Computational Imaging V, San Jose, 2007

2006
Comparing shape and texture features for pattern recognition in simulation data.
Proceedings of the Image Processing: Algorithms and Systems IV, 2006

2005
Seeing and reading red: hue and color-word correlation in images and attendant text on the WWW.
Proceedings of the 6th international workshop on Multimedia data mining, 2005

Salient points for tracking moving objects in video.
Proceedings of the Electronic Imaging: Image and Video Communications and Processing 2005, 2005

2004
Issues in managing image and video data.
Proceedings of the Storage and Retrieval Methods and Applications for Multimedia 2004, 2004

Feature selection in scientific applications.
Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Retrieval using texture features in high-resolution multispectral satellite imagery.
Proceedings of the Data Mining and Knowledge Discovery: Theory, 2004

Normalized Texture Motifs and Their Application to Statistical Object Modeling.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004

2003
Object localization using texture motifs and Markov random fields.
Proceedings of the 2003 International Conference on Image Processing, 2003

2002
Modeling Object Classes in Aerial Images Using Texture Motifs.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Scalable spatial event representation.
Proceedings of the 2002 IEEE International Conference on Multimedia and Expo, 2002

Modeling object classes in aerial images using hidden Markov models.
Proceedings of the 2002 International Conference on Image Processing, 2002

2001
Category-based image retrieval.
Proceedings of the 2001 International Conference on Image Processing, 2001

2000
A texture descriptor for browsing and similarity retrieval.
Signal Process. Image Commun., 2000


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