Land Cover Mapping

From Local Algorithms to Global Results: Human-Machine Collaboration for Robust Analysis of Geographically Diverse Imagery

Nebojsa Jojic, Kolya Malkin, Caleb Robinson, Anthony Ortiz

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | July 2021

Publication Project Project

2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good

Naoto Yokoya, Pedram Ghamisi, Ronny Hansch, Colin Prieur, Hana Malha, Jocelyn Chanussot, Caleb Robinson, Kolya Malkin, Nebojsa Jojic

IEEE Geoscience and Remote Sensing Magazine | March 2021, Vol 9(1): pp. 287-C3

Publication PDF Project Project

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hansch, Naoto Yokoya

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | March 2021, Vol 14: pp. 3185-3199

Publication Project

High-resolution Land Cover Change from Low-resolution Labels: Simple Baselines for the 2021 IEEE GRSS Data Fusion Contest

Nikolay Malkin, Caleb Robinson, Nebojsa Jojic

January 2021

Publication Project Project

Weakly Supervised Semantic Segmentation in the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Lucas Hu, Bistra Dilkina, Nebojsa Jojic

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | September 2020

1st place in 2020 IEEE GRSS Data Fusion Contest

Publication Project

Mining self-similarity: Label super-resolution with epitomic representations

Kolya Malkin, Anthony Ortiz, Caleb Robinson, Nebojsa Jojic

16th European Conference Computer Vision (ECCV 2020) | August 2020

Publication

Local Context Normalization: Revisiting Local Normalization

Anthony Ortiz, Caleb Robinson, Dan Morris, Olac Fuentes, Christopher Kiekintveld, Mahmudulla Hassan, Nebojsa Jojic

CVPR 2020 | June 2020

Publication Preprint PDF Project

The GeoLifeCLEF 2020 Dataset

Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly

April 2020

Publication

Human-Machine Collaboration for Fast Land Cover Mapping

Caleb Robinson, Anthony Ortiz, Kolya Malkin, Blake Elias, Andi Peng, Dan Morris, Bistra Dilkina, Nebojsa Jojic

AAAI 2020 | April 2020

Publication Preprint PDF Project Project

Distributed Inference and API Hosting for an Image Analysis Service: A Case Study on Land Cover Mapping

Dan Morris, Patrick Flickinger, Caleb Robinson, Jennifer Marsman, Nebojsa Jojic, Lucas Joppa

AGU Fall Meeting 2019 | December 2019

Publication Publication

Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data

Caleb Robinson, Le Hou, Kolya Malkin, Rachel Soobitsky, Jacob Czawlytko, Bistra Dilkina, Nebojsa Jojic

CVPR 2019 | May 2019

Publication PDF Project Project

Label super-resolution networks

Kolya Malkin, Caleb Robinson, Le Hou, Rachel Soobitsky, Jacob Czawlytko, Dimitris Samaras, Joel H. Saltz, Lucas Joppa, Nebojsa Jojic

ICLR 2019 | September 2018

Publication

From Local Algorithms to Global Results: Human-Machine Collaboration for Robust Analysis of Geographically Diverse Imagery

Nebojsa Jojic, Kolya Malkin, Caleb Robinson, Anthony Ortiz

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | July 2021

Publication Project Project

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hansch, Naoto Yokoya

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | March 2021, Vol 14: pp. 3185-3199

Publication Project

Weakly Supervised Semantic Segmentation in the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Lucas Hu, Bistra Dilkina, Nebojsa Jojic

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | September 2020

1st place in 2020 IEEE GRSS Data Fusion Contest

Publication Project

The GeoLifeCLEF 2020 Dataset

Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly

April 2020

Publication

Distributed Inference and API Hosting for an Image Analysis Service: A Case Study on Land Cover Mapping

Dan Morris, Patrick Flickinger, Caleb Robinson, Jennifer Marsman, Nebojsa Jojic, Lucas Joppa

AGU Fall Meeting 2019 | December 2019

Publication Publication

Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data

Caleb Robinson, Le Hou, Kolya Malkin, Rachel Soobitsky, Jacob Czawlytko, Bistra Dilkina, Nebojsa Jojic

CVPR 2019 | May 2019

Publication PDF Project Project

Label super-resolution networks

Kolya Malkin, Caleb Robinson, Le Hou, Rachel Soobitsky, Jacob Czawlytko, Dimitris Samaras, Joel H. Saltz, Lucas Joppa, Nebojsa Jojic

ICLR 2019 | September 2018

Publication

2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good

Naoto Yokoya, Pedram Ghamisi, Ronny Hansch, Colin Prieur, Hana Malha, Jocelyn Chanussot, Caleb Robinson, Kolya Malkin, Nebojsa Jojic

IEEE Geoscience and Remote Sensing Magazine | March 2021, Vol 9(1): pp. 287-C3

Publication PDF Project Project

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hansch, Naoto Yokoya

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | March 2021, Vol 14: pp. 3185-3199

Publication Project

High-resolution Land Cover Change from Low-resolution Labels: Simple Baselines for the 2021 IEEE GRSS Data Fusion Contest

Nikolay Malkin, Caleb Robinson, Nebojsa Jojic

January 2021

Publication Project Project

Weakly Supervised Semantic Segmentation in the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Lucas Hu, Bistra Dilkina, Nebojsa Jojic

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | September 2020

1st place in 2020 IEEE GRSS Data Fusion Contest

Publication Project

Local Context Normalization: Revisiting Local Normalization

Anthony Ortiz, Caleb Robinson, Dan Morris, Olac Fuentes, Christopher Kiekintveld, Mahmudulla Hassan, Nebojsa Jojic

CVPR 2020 | June 2020

Publication Preprint PDF Project

The GeoLifeCLEF 2020 Dataset

Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly

April 2020

Publication

Human-Machine Collaboration for Fast Land Cover Mapping

Caleb Robinson, Anthony Ortiz, Kolya Malkin, Blake Elias, Andi Peng, Dan Morris, Bistra Dilkina, Nebojsa Jojic

AAAI 2020 | April 2020

Publication Preprint PDF Project Project

Distributed Inference and API Hosting for an Image Analysis Service: A Case Study on Land Cover Mapping

Dan Morris, Patrick Flickinger, Caleb Robinson, Jennifer Marsman, Nebojsa Jojic, Lucas Joppa

AGU Fall Meeting 2019 | December 2019

Publication Publication

Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data

Caleb Robinson, Le Hou, Kolya Malkin, Rachel Soobitsky, Jacob Czawlytko, Bistra Dilkina, Nebojsa Jojic

CVPR 2019 | May 2019

Publication PDF Project Project

Label super-resolution networks

Kolya Malkin, Caleb Robinson, Le Hou, Rachel Soobitsky, Jacob Czawlytko, Dimitris Samaras, Joel H. Saltz, Lucas Joppa, Nebojsa Jojic

ICLR 2019 | September 2018

Publication

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hansch, Naoto Yokoya

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | March 2021, Vol 14: pp. 3185-3199

Publication Project

High-resolution Land Cover Change from Low-resolution Labels: Simple Baselines for the 2021 IEEE GRSS Data Fusion Contest

Nikolay Malkin, Caleb Robinson, Nebojsa Jojic

January 2021

Publication Project Project

Weakly Supervised Semantic Segmentation in the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Lucas Hu, Bistra Dilkina, Nebojsa Jojic

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | September 2020

1st place in 2020 IEEE GRSS Data Fusion Contest

Publication Project

Mining self-similarity: Label super-resolution with epitomic representations

Kolya Malkin, Anthony Ortiz, Caleb Robinson, Nebojsa Jojic

16th European Conference Computer Vision (ECCV 2020) | August 2020

Publication

Local Context Normalization: Revisiting Local Normalization

Anthony Ortiz, Caleb Robinson, Dan Morris, Olac Fuentes, Christopher Kiekintveld, Mahmudulla Hassan, Nebojsa Jojic

CVPR 2020 | June 2020

Publication Preprint PDF Project

The GeoLifeCLEF 2020 Dataset

Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly

April 2020

Publication

Human-Machine Collaboration for Fast Land Cover Mapping

Caleb Robinson, Anthony Ortiz, Kolya Malkin, Blake Elias, Andi Peng, Dan Morris, Bistra Dilkina, Nebojsa Jojic

AAAI 2020 | April 2020

Publication Preprint PDF Project Project

Distributed Inference and API Hosting for an Image Analysis Service: A Case Study on Land Cover Mapping

Dan Morris, Patrick Flickinger, Caleb Robinson, Jennifer Marsman, Nebojsa Jojic, Lucas Joppa

AGU Fall Meeting 2019 | December 2019

Publication Publication

Label super-resolution networks

Kolya Malkin, Caleb Robinson, Le Hou, Rachel Soobitsky, Jacob Czawlytko, Dimitris Samaras, Joel H. Saltz, Lucas Joppa, Nebojsa Jojic

ICLR 2019 | September 2018

Publication

Human-Machine Collaboration for Fast Land Cover Mapping

Caleb Robinson, Anthony Ortiz, Kolya Malkin, Blake Elias, Andi Peng, Dan Morris, Bistra Dilkina, Nebojsa Jojic

AAAI 2020 | April 2020

Publication Preprint PDF Project Project

From Local Algorithms to Global Results: Human-Machine Collaboration for Robust Analysis of Geographically Diverse Imagery

Nebojsa Jojic, Kolya Malkin, Caleb Robinson, Anthony Ortiz

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | July 2021

Publication Project Project

Weakly Supervised Semantic Segmentation in the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Lucas Hu, Bistra Dilkina, Nebojsa Jojic

IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | September 2020

1st place in 2020 IEEE GRSS Data Fusion Contest

Publication Project

Mining self-similarity: Label super-resolution with epitomic representations

Kolya Malkin, Anthony Ortiz, Caleb Robinson, Nebojsa Jojic

16th European Conference Computer Vision (ECCV 2020) | August 2020

Publication

Local Context Normalization: Revisiting Local Normalization

Anthony Ortiz, Caleb Robinson, Dan Morris, Olac Fuentes, Christopher Kiekintveld, Mahmudulla Hassan, Nebojsa Jojic

CVPR 2020 | June 2020

Publication Preprint PDF Project

Human-Machine Collaboration for Fast Land Cover Mapping

Caleb Robinson, Anthony Ortiz, Kolya Malkin, Blake Elias, Andi Peng, Dan Morris, Bistra Dilkina, Nebojsa Jojic

AAAI 2020 | April 2020

Publication Preprint PDF Project Project

Distributed Inference and API Hosting for an Image Analysis Service: A Case Study on Land Cover Mapping

Dan Morris, Patrick Flickinger, Caleb Robinson, Jennifer Marsman, Nebojsa Jojic, Lucas Joppa

AGU Fall Meeting 2019 | December 2019

Publication Publication

Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data

Caleb Robinson, Le Hou, Kolya Malkin, Rachel Soobitsky, Jacob Czawlytko, Bistra Dilkina, Nebojsa Jojic

CVPR 2019 | May 2019

Publication PDF Project Project

Label super-resolution networks

Kolya Malkin, Caleb Robinson, Le Hou, Rachel Soobitsky, Jacob Czawlytko, Dimitris Samaras, Joel H. Saltz, Lucas Joppa, Nebojsa Jojic

ICLR 2019 | September 2018

Publication

2021 Data Fusion Contest: Geospatial Artificial Intelligence for Social Good

Naoto Yokoya, Pedram Ghamisi, Ronny Hansch, Colin Prieur, Hana Malha, Jocelyn Chanussot, Caleb Robinson, Kolya Malkin, Nebojsa Jojic

IEEE Geoscience and Remote Sensing Magazine | March 2021, Vol 9(1): pp. 287-C3

Publication PDF Project Project

Global Land-Cover Mapping With Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest

Caleb Robinson, Kolya Malkin, Nebojsa Jojic, Huijun Chen, Rongjun Qin, Changlin Xiao, Michael Schmitt, Pedram Ghamisi, Ronny Hansch, Naoto Yokoya

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | March 2021, Vol 14: pp. 3185-3199

Publication Project

High-resolution Land Cover Change from Low-resolution Labels: Simple Baselines for the 2021 IEEE GRSS Data Fusion Contest

Nikolay Malkin, Caleb Robinson, Nebojsa Jojic

January 2021

Publication Project Project

The GeoLifeCLEF 2020 Dataset

Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly

April 2020

Publication