Nathan Jacobs

Orcid: 0000-0002-4242-8967

Affiliations:
  • University of Kentucky, Lexington, KY, USA


According to our database1, Nathan Jacobs authored at least 137 papers between 2002 and 2024.

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Bibliography

2024
Unveiling Roadway Hazards: Enhancing Fatal Crash Risk Estimation Through Multiscale Satellite Imagery and Self-Supervised Cross-Matching.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

GOMAA-Geo: GOal Modality Agnostic Active Geo-localization.
CoRR, 2024

GEOBIND: Binding Text, Image, and Audio through Satellite Images.
CoRR, 2024

GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis.
CoRR, 2024

Learning Interpretable Policies in Hindsight-Observable POMDPs through Partially Supervised Reinforcement Learning.
CoRR, 2024

ArcGeo: Localizing Limited Field-of-View Images using Cross-view Matching.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

BirdSAT: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and Mapping.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

A Visual Active Search Framework for Geospatial Exploration.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

WATCH: Wide-Area Terrestrial Change Hypercube.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

Geospatial Active Search for Preventing Evictions.
Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024

2023
LD-SDM: Language-Driven Hierarchical Species Distribution Modeling.
CoRR, 2023

Vision-Language Pseudo-Labels for Single-Positive Multi-Label Learning.
CoRR, 2023

FroSSL: Frobenius Norm Minimization for Self-Supervised Learning.
CoRR, 2023

Sat2Cap: Mapping Fine-Grained Textual Descriptions from Satellite Images.
CoRR, 2023

A Partially-Supervised Reinforcement Learning Framework for Visual Active Search.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Crossseg: Cross-Scene Few-Shot Aerial Segmentation Using Probabilistic Prototypes.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

CrossAdapt: Cross-Scene Adaptation for Multi-Domain Depth Estimation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Task Agnostic Cost Prediction Module for Semantic Labeling in Active Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Fine-Grained Property Value Assessment Using Probabilistic Disaggregation.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain Adaptation.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

Eroding Trust in Aerial Imagery: Comprehensive Analysis and Evaluation of Adversarial Attacks in Geospatial Systems.
Proceedings of the 52nd IEEE Applied Imagery Pattern Recognition Workshop, 2023

2022
Contrastive Cross-Modal Pre-Training: A General Strategy for Small Sample Medical Imaging.
IEEE J. Biomed. Health Informatics, 2022

Content-Aware Detection of Temporal Metadata Manipulation.
IEEE Trans. Inf. Forensics Secur., 2022

A Visual Active Search Framework for Geospatial Exploration.
CoRR, 2022

Geo-Information Harvesting from Social Media Data.
CoRR, 2022

Causality for Inherently Explainable Transformers: CAT-XPLAIN.
CoRR, 2022

Development of CNN models for the enteral feeding tube positioning assessment on a small scale data set.
BMC Medical Imaging, 2022

A Structure-Aware Method for Direct Pose Estimation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

Advit: Vision Transformer On Multi-Modality Pet Images For Alzheimer Disease Diagnosis.
Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022

Neural Network Decision-Making Criteria Consistency Analysis via Inputs Sensitivity.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

Revisiting Near/Remote Sensing with Geospatial Attention.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

AssocFormer: Association Transformer for Multi-label Classification.
Proceedings of the 33rd British Machine Vision Conference 2022, 2022

2021
Spatio-Temporal Deep Learning Approach to Map Deforestation in Amazon Rainforest.
IEEE Geosci. Remote. Sens. Lett., 2021

Towards a Collective Agenda on AI for Earth Science Data Analysis.
CoRR, 2021

Content-Based Detection of Temporal Metadata Manipulation.
CoRR, 2021

Intensity Harmonization for Airborne LiDAR.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Hierarchical Probabilistic Embeddings for Multi-View Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Multi-Modal Data Analysis for Alzheimer's Disease Diagnosis: An Ensemble Model Using Imagery and Genetic Features.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Alzheimer's Disease Classification Using 2D Convolutional Neural Networks.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Unifying Guided and Unguided Outdoor Image Synthesis.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

Dynamic Feature Alignment for Semi-supervised Domain Adaptation.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Alzheimer's Disease Classification Using Genetic Data.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2021

2020
Optical Wavelength Guided Self-Supervised Feature Learning For Galaxy Cluster Richness Estimate.
CoRR, 2020

Weakly-Supervised Feature Learning via Text and Image Matching.
CoRR, 2020

Improved Trainable Calibration Method for Neural Networks on Medical Imaging Classification.
CoRR, 2020

Unsupervised Domain Adaptation for Mammogram Image Classification: A Promising Tool for Model Generalization.
CoRR, 2020

Single Image Cloud Detection via Multi-Image Fusion.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Estimating Displaced Populations from Overhead.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Surface Modeling for Airborne Lidar.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Multi-Branch Attention Networks for Classifying Galaxy Clusters.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Weakly-Supervised Self-Training for Breast Cancer Localization<sup>*</sup>.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Dynamic Image for 3D MRI Image Alzheimer's Disease Classification.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

Dynamic Traffic Modeling From Overhead Imagery.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Learning a Dynamic Map of Visual Appearance.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

RasterNet: Modeling Free-Flow Speed using LiDAR and Overhead Imagery.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Extending Absolute Pose Regression to Multiple Scenes.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Generative Appearance Flow: A Hybrid Approach for Outdoor View Synthesis.
Proceedings of the 31st British Machine Vision Conference 2020, 2020

Improved Trainable Calibration Method for Neural Networks.
Proceedings of the 31st British Machine Vision Conference 2020, 2020

2019
Motion and appearance based background subtraction for freely moving cameras.
Signal Process. Image Commun., 2019

A Generative Model of Worldwide Facial Appearance.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2019

Remote Estimation of Free-Flow Speeds.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Learning to Map Nearly Anything.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Weakly Supervised Building Segmentation from Aerial Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

GANai: Standardizing CT Images using Generative Adversarial Network with Alternative Improvement.
Proceedings of the 2019 IEEE International Conference on Healthcare Informatics, 2019

Weakly Supervised Fusion of Multiple Overhead Images.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

Defense-PointNet: Protecting PointNet Against Adversarial Attacks.
Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2D Convolutional Neural Networks for 3D Digital Breast Tomosynthesis Classification.
Proceedings of the 2019 IEEE International Conference on Bioinformatics and Biomedicine, 2019

Joint 2D-3D Breast Cancer Classification.
Proceedings of the 2019 IEEE International Conference on Bioinformatics and Biomedicine, 2019

Implicit Land Use Mapping Using Social Media Imagery.
Proceedings of the 48th IEEE Applied Imagery Pattern Recognition Workshop, 2019

2018
Deep learning for conifer/deciduous classification of airborne LiDAR 3D point clouds representing individual trees.
CoRR, 2018

FARSA: Fully Automated Roadway Safety Assessment.
Proceedings of the 2018 IEEE Winter Conference on Applications of Computer Vision, 2018

What Goes Where: Predicting Object Distributions from Above.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A weakly supervised approach for estimating spatial density functions from high-resolution satellite imagery.
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

Learning to Look around Objects for Top-View Representations of Outdoor Scenes.
Proceedings of the Computer Vision - ECCV 2018, 2018

A Multimodal Approach to Mapping Soundscapes.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018

Learning Geo-Temporal Image Features.
Proceedings of the British Machine Vision Conference 2018, 2018

Automatic Hand Skeletal Shape Estimation from Radiographs.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018

2017
A Unified Model for Near and Remote Sensing.
Proceedings of the IEEE International Conference on Computer Vision, 2017

Understanding and Mapping Natural Beauty.
Proceedings of the IEEE International Conference on Computer Vision, 2017

Revisiting IM2GPS in the Deep Learning Era.
Proceedings of the IEEE International Conference on Computer Vision, 2017

Predicting Ground-Level Scene Layout from Aerial Imagery.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Whole mammogram image classification with convolutional neural networks.
Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine, 2017

2016
Appearance based background subtraction for PTZ cameras.
Signal Process. Image Commun., 2016

Cloudmaps from static ground-view video.
Image Vis. Comput., 2016

Detecting Vanishing Points using Global Image Context in a Non-Manhattan World.
CoRR, 2016

Quantifying and Predicting Image Scenicness.
CoRR, 2016

Analyzing human appearance as a cue for dating images.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

Sky segmentation in the wild: An empirical study.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

A fast method for estimating transient scene attributes.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

Camera geo-calibration using an MCMC approach.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Quantifying curb appeal.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Who goes there?: approaches to mapping facial appearance diversity.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Detecting Vanishing Points Using Global Image Context in a Non-ManhattanWorld.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

Horizon Lines in the Wild.
Proceedings of the British Machine Vision Conference 2016, 2016

Cross-view convolutional networks.
Proceedings of the 2016 IEEE Applied Imagery Pattern Recognition Workshop, 2016

2015
Large-scale geo-facial image analysis.
EURASIP J. Image Video Process., 2015

Scene shape estimation from multiple partly cloudy days.
Comput. Vis. Image Underst., 2015

DEEPFOCAL: A method for direct focal length estimation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

FACE2GPS: Estimating geographic location from facial features.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Wide-Area Image Geolocalization with Aerial Reference Imagery.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Building Dynamic Cloud Maps from the Ground Up.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

On the location dependence of convolutional neural network features.
Proceedings of the 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2015

2014
A CRF approach to fitting a generalized hand skeleton model.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2014

Estimating cloudmaps from outdoor image sequences.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2014

Exploring the geo-dependence of human face appearance.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2014

Covariance-Based PCA for Multi-size Data.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

MPCA: EM-based PCA for mixed-size image datasets.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

GeoFaceExplorer: exploring the geo-dependence of facial attributes.
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information, 2014

A Pot of Gold: Rainbows as a Calibration Cue.
Proceedings of the Computer Vision - ECCV 2014, 2014

Received signal strength indication signature for passive UHF tags.
Proceedings of the IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2014

2013
Two Cloud-Based Cues for Estimating Scene Structure and Camera Calibration.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Shadow Estimation Method for "The Episolar Constraint: Monocular Shape from Shadow Correspondence"
CoRR, 2013

Webcam2Satellite: Estimating cloud maps from webcam imagery.
Proceedings of the 2013 IEEE Workshop on Applications of Computer Vision, 2013

Scene geometry from several partly cloudy days.
Proceedings of the Seventh International Conference on Distributed Smart Cameras, 2013

Cloud Motion as a Calibration Cue.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

Teaching graphics for games using Microsoft XNA.
Proceedings of the 18th International Conference on Computer Games: AI, 2013

2012
LOST: Longterm Observation of Scenes (with Tracks).
Proceedings of the IEEE Workshop on Applications of Computer Vision, 2012

2011
Webcam geo-localization using aggregate light levels.
Proceedings of the IEEE Workshop on Applications of Computer Vision (WACV 2011), 2011

On analyzing video with very small motions.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

2010
Compressive sensing and differential image-motion estimation.
Proceedings of the IEEE International Conference on Acoustics, 2010

Using cloud shadows to infer scene structure and camera calibration.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Participatory integration of live webcams into GIS.
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application, 2010

2009
PhD forum: Calibrating and using the global network of outdoor webcams.
Proceedings of the Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009

An efficient system for vehicle tracking in multi-camera networks.
Proceedings of the Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009

Efficient tracking of many objects in structured environments.
Proceedings of the 12th IEEE International Conference on Computer Vision Workshops, 2009

The global network of outdoor webcams: properties and applications.
Proceedings of the 17th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2009

Adventures in archiving and using three years of webcam images.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2009

Persistence and tracking: Putting vehicles and trajectories in context.
Proceedings of the 2009 IEEE Applied Imagery Pattern Recognition Workshop, 2009

Passive vision: The global webcam imaging network.
Proceedings of the 2009 IEEE Applied Imagery Pattern Recognition Workshop, 2009

2008
Time Scales in Video Surveillance.
IEEE Trans. Circuits Syst. Video Technol., 2008

Toward Fully Automatic Geo-Location and Geo-Orientation of Static Outdoor Cameras.
Proceedings of the 9th IEEE Workshop on Applications of Computer Vision (WACV 2008), 2008

2007
Geolocating Static Cameras.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Consistent Temporal Variations in Many Outdoor Scenes.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006
Real-time constant memory visual summaries for surveillance.
Proceedings of the 4th ACM International Workshop on Video Surveillance and Sensor Networks, 2006

Finding Minimal Parameterizations of Cylindrical Image Manifolds.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2006

2002
Pie Charts for Visualizing Query Term Frequency in Search Results.
Proceedings of the Digital Libraries: People, 2002


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