Land Cover Mapping

Publications

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- 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