Isaac Gerg

According to our database, Isaac Gerg authored at least 20 papers between 2010 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Deep Adaptive Phase Learning: Enhancing Synthetic Aperture Sonar Imagery Through Learned Coherent Autofocus.

Isaac D. Gerg, Daniel A. Cook, Vishal Monga

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Uncovering Bias in Building Damage Assessment from Satellite Imagery.

Dennis Melamed, Cameron Johnson, Isaac D. Gerg, Chen Zhao, Russell Blue, Anthony Hoogs, Brian Clipp, Philip Morrone

Proceedings of the IGARSS 2024, 2024

Progressive Diffusion Autofocus for Synthetic Aperture Sonar Imagery.

Balkan V. Bingol, Isaac D. Gerg, Vishal Monga

Proceedings of the IGARSS 2024, 2024

2023

Resonant Scattering-Inspired Deep Networks for Munition Detection in 3D Sonar Imagery.

Trung Hoang, Kyle S. Dalton, Isaac D. Gerg, Thomas E. Blanford, Daniel C. Brown, Vishal Monga

IEEE Trans. Geosci. Remote. Sens., 2023

Deep Multi-Look Sequence Processing for Synthetic Aperture Sonar Image Segmentation.

Isaac D. Gerg, Vishal Monga

IEEE Trans. Geosci. Remote. Sens., 2023

A Perceptual Metric Prior on Deep Latent Space Improves Out-Of-Distribution Synthetic Aperture Sonar Image Classification.

Isaac D. Gerg, Carl F. Cotner

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

Iterative, Deep Synthetic Aperture Sonar Image Segmentation.

Yung-Chen Sun, Isaac D. Gerg, Vishal Monga

IEEE Trans. Geosci. Remote. Sens., 2022

Structural Prior Driven Regularized Deep Learning for Sonar Image Classification.

Isaac D. Gerg, Vishal Monga

IEEE Trans. Geosci. Remote. Sens., 2022

Domain Enriched Deep Networks for Munition Detection in Underwater 3D Sonar Imagery.

Trung Hoang, Kyle S. Dalton, Isaac D. Gerg, Thomas E. Blanford, Daniel C. Brown, Vishal Monga

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Synthetic Aperture Sonar Image Segmentation Using Adaptive, Learned Beam Steering.

Isaac D. Gerg, Vishal Monga

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation.

Yung-Chen Sun, Isaac D. Gerg, Vishal Monga

CoRR, 2021

Real-Time, Deep Synthetic Aperture Sonar (SAS) Autofocus.

Isaac D. Gerg, Vishal Monga

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

Data Adaptive Image Enhancement and Classification for Synthetic Aperture Sonar.

Isaac D. Gerg, David P. Williams, Vishal Monga

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Coupling Rendering and Generative Adversarial Networks for Artificial SAS Image Generation.

Albert W. Reed, Isaac Gerg, John McKay, Daniel C. Brown, David Williams, Suren Jayasuriya

CoRR, 2019

2018

Measuring Human Assessed Complexity in Synthetic Aperture Sonar Imagery Using the Elo Rating System.

Brian Reinhardt, Isaac Gerg, Daniel C. Brown, Joonho Park

CoRR, 2018

Additional Representations for Improving Synthetic Aperture Sonar Classification Using Convolutional Neural Networks.

Isaac Gerg, David Williams

CoRR, 2018

Multiband SAS Imagery.

Isaac D. Gerg

CoRR, 2018

Bridging The GAP: Simultaneous Fine Tuning for Data Re-Balancing.

John McKay, Isaac Gerg, Vishal Monga

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

What's Mine is Yours: Pretrained CNNs for Limited Training Sonar ATR.

John McKay, Isaac Gerg, Vishal Monga, Raghu G. Raj

CoRR, 2017

2010

An evaluation of three endmember extraction algorithms: ATGP, ICA-EEA & VCA.

Isaac Gerg

Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010