Core-Set Selection for Data-Efficient Land Cover Segmentation.

Akram Zaytar

Keiller Nogueira Akram Zaytar Wanli Ma 0001 Ribana Roscher Ronny Hänsch Caleb Robinson Anthony Ortiz Simone Fobi Rahul Dodhia Juan M. Lavista Ferres Oktay Karakus Paul L. Rosin Core-Set Selection for Data-Efficient Land Cover Segmentation. 2026 19891-19903 14 IEEE Access https://doi.org/10.1109/ACCESS.2026.3659734 db/journals/access/access14.html#NogueiraZMRHROFDFKR26 streams/journals/access

Ando Shah Rajveer Singh Akram Zaytar Girmaw Abebe Tadesse Caleb Robinson Negar Tafti Stephen A. Wood Rahul Dodhia Juan M. Lavista Ferres Machine Learning for Sustainable Rice Production: Region-Scale Monitoring of Water-Saving Practices in Punjab, India. 39219-39227 2026 AAAI https://doi.org/10.1609/aaai.v40i46.41270 conf/aaai/2026 db/conf/aaai/aaai2026.html#ShahSZTRTWDF26 Akram Zaytar Caleb Robinson Girmaw Abebe Tadesse Gilles Quentin Hacheme Tammy Glazer Anthony Ortiz Rahul Dodhia Juan M. Lavista Ferres Optimizing Cloud-to-GPU Throughput for Deep Learning With Earth Observation Data. TerraBytes 2025 97-110 conf/icml/2025terrabytes https://proceedings.mlr.press/v292/zaytar25a.html db/conf/icml/terrabytes2025.html#ZaytarRTHGODF25 streams/conf/icml

Keiller Nogueira Akram Zaytar Wanli Ma 0001 Ribana Roscher Ronny Hänsch Caleb Robinson Anthony Ortiz Simone Fobi Nsutezo Rahul Dodhia Juan M. Lavista Ferres Oktay Karakus Paul L. Rosin Core-Set Selection for Data-efficient Land Cover Segmentation. 2025 May abs/2505.01225 CoRR https://doi.org/10.48550/arXiv.2505.01225 db/journals/corr/corr2505.html#abs-2505-01225 streams/journals/corr

Gilles Quentin Hacheme Girmaw Abebe Tadesse Caleb Robinson Akram Zaytar Rahul Dodhia Juan M. Lavista Ferres GeoVision Labeler: Zero-Shot Geospatial Classification with Vision and Language Models. 2025 May abs/2505.24340 CoRR https://doi.org/10.48550/arXiv.2505.24340 db/journals/corr/corr2505.html#abs-2505-24340 streams/journals/corr

Akram Zaytar Caleb Robinson Girmaw Abebe Tadesse Tammy Glazer Gilles Quentin Hacheme Anthony Ortiz Rahul Dodhia Juan M. Lavista Ferres Optimizing Cloud-to-GPU Throughput for Deep Learning With Earth Observation Data. 2025 June abs/2506.06235 CoRR https://doi.org/10.48550/arXiv.2506.06235 db/journals/corr/corr2506.html#abs-2506-06235 streams/journals/corr

Ando Shah Rajveer Singh Akram Zaytar Girmaw Abebe Tadesse Caleb Robinson Negar Tafti Stephen A. Wood Rahul Dodhia Juan M. Lavista Ferres Remote Sensing Reveals Adoption of Sustainable Rice Farming Practices Across Punjab, India. 2025 July abs/2507.08605 CoRR https://doi.org/10.48550/arXiv.2507.08605 db/journals/corr/corr2507.html#abs-2507-08605 streams/journals/corr

Tammy Glazer Gilles Quentin Hacheme Akram Zaytar Luana Marotti Amy Michaels Girmaw Abebe Tadesse Kevin White 0007 Rahul Dodhia Andrew Zolli Inbal Becker-Reshef Juan M. Lavista Ferres Caleb Robinson TEMPO: Global Temporal Building Density and Height Estimation from Satellite Imagery. 2025 November abs/2511.12104 CoRR https://doi.org/10.48550/arXiv.2511.12104 db/journals/corr/corr2511.html#abs-2511-12104 streams/journals/corr

Gilles Quentin Hacheme Akram Zaytar Girmaw Abebe Tadesse Caleb Robinson Rahul Dodhia Juan M. Lavista Ferres Stephen A. Wood Weak Labeling for Cropland Mapping in Africa. 258-262 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10640756 conf/igarss/2024 db/conf/igarss/igarss2024.html#HachemeZTRDFW24 streams/conf/igarss Girmaw Abebe Tadesse Caleb Robinson Gilles Quentin Hacheme Akram Zaytar Rahul Dodhia Tsering Wangyal Shawa Juan M. Lavista Ferres Emmanuel H. Kreike Analyzing Decades-Long Environmental Changes in Namibia Using Archival Aerial Photography and Deep Learning. 3-13 2024 STAI@IJCAI https://ceur-ws.org/Vol-3951/paper-01.pdf db/conf/stai/stai2024.html#TadesseRHZDSFK24

Gilles Quentin Hacheme Akram Zaytar Girmaw Abebe Tadesse Caleb Robinson Rahul Dodhia Juan M. Lavista Ferres Stephen A. Wood Weak Labeling for Cropland Mapping in Africa. 2024 abs/2401.07014 CoRR https://doi.org/10.48550/arXiv.2401.07014 db/journals/corr/corr2401.html#abs-2401-07014

Akram Zaytar Caleb Robinson Gilles Quentin Hacheme Girmaw Abebe Tadesse Rahul Dodhia Juan M. Lavista Ferres Lacey F. Hughey Jared A. Stabach Irene Amoke Bootstrapping Rare Object Detection in High-Resolution Satellite Imagery. 2024 abs/2403.02736 CoRR https://doi.org/10.48550/arXiv.2403.02736 db/journals/corr/corr2403.html#abs-2403-02736

Girmaw Abebe Tadesse Caleb Robinson Gilles Quentin Hacheme Akram Zaytar Rahul Dodhia Tsering Wangyal Shawa Juan M. Lavista Ferres Emmanuel H. Kreike Analyzing Decades-Long Environmental Changes in Namibia Using Archival Aerial Photography and Deep Learning. 2024 abs/2404.08544 CoRR https://doi.org/10.48550/arXiv.2404.08544 db/journals/corr/corr2404.html#abs-2404-08544

Akram Zaytar Girmaw Abebe Tadesse Caleb Robinson Eduardo G. Bendito Medha Devare Meklit Chernet Gilles Quentin Hacheme Rahul Dodhia Juan M. Lavista Ferres Sims: An Interactive Tool for Geospatial Matching and Clustering. 2024 abs/2412.10184 CoRR https://doi.org/10.48550/arXiv.2412.10184 db/journals/corr/corr2412.html#abs-2412-10184 streams/journals/corr

Girmaw AbebeGirmaw Abebe Tadesse Irene Amoke Inbal Becker-Reshef Eduardo G. Bendito Meklit Chernet Medha Devare Rahul Dodhia Juan M. Lavista Ferres Simone FobiSimone Fobi Nsutezo Tammy Glazer Gilles Quentin Hacheme Ronny Hänsch Lacey HugheyLacey F. Hughey Oktay Karakus Emmanuel H. Kreike Wanli Ma 0001 Luana Marotti Amy Michaels Keiller Nogueira Anthony Ortiz Caleb Robinson Ribana Roscher Paul L. Rosin Ando Shah Tsering Wangyal Shawa Rajveer Singh Jared A. Stabach Negar Tafti Kevin White 0007 Stephen A. Wood Andrew Zolli