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Ribana Roscher

@ribana.bsky.social
1K followers 781 following 31 posts

Professor of Machine Learning in Agriculture at University of Bonn Working on Explainable ML🔍, Data-centric ML🐿️, Sustainable Agriculture🌾, Earth Observation Data Analysis🌍, and more...

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Ribana Roscher @ribana.bsky.social · 10/08/2026
ONE PAPER. ONE INSIGHT. #09 ➡️ Sparse labels become more useful when the model uses structure present in the data. Object-based methods reduced fragmentation while keeping accuracy. Why it matters: More labels aren’t always the answer. Using context can be just as important. Leonhardt et al., 2026
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Ribana Roscher @ribana.bsky.social · 28/07/2026
ONE PAPER. ONE INSIGHT. #08 ➡️ A trained model can teach us more than its predictions. Explainable ML uncovered data gaps, redundancy, and unreliable predictions in an air quality dataset. Why it matters: Every prediction is an opportunity to learn something about the data. Stadtler et al., 2022
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Ribana Roscher @ribana.bsky.social · 17/07/2026
ONE PAPER. ONE INSIGHT. #07 ➡️ The most useful synthetic data fills the model’s information gaps-not necessarily the ones we expect. Subtle cues like shadows improved detection more than expected. Why it matters: Model’s blind spots can matter more than realistic synthetic data. Weber et al., 2022
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Ribana Roscher @ribana.bsky.social · 08/07/2026
ONE PAPER. ONE INSIGHT. #06 ➡️ Good models should adapt - not just predict. Our model learns how to adapt to new Earth observation tasks from only a few examples, across sensors and resolutions. Why it matters: Less data can still be enough with models that adapt quickly. Rußwurm et al., 2024
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Ribana Roscher @ribana.bsky.social · 01/07/2026
ONE PAPER. ONE INSIGHT. #05 ➡️ Machine learning and process-based models can be stronger together. We combined crop models with generative AI to simulate future crop development. Why it matters: It enables understanding and simulating complex real-world systems. Drees et al., Plant Methods, 2024
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Ribana Roscher @ribana.bsky.social · 24/06/2026
📄 ONE PAPER. ONE INSIGHT. #04 ➡️ Meaningful explanations should reflect the model, not the method. We harmonized attribution maps to obtain more consistent explanations. Why it matters: Explanations should reflect learned representations rather than explainability artifacts. Stomberg et al., 2025
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Ribana Roscher @ribana.bsky.social · 17/06/2026
ONE PAPER. ONE INSIGHT. #03 ➡️ ML is not only about optimizing models, but also about optimizing data. Why it matters: Data-centric ML turns data improvement from a tedious preprocessing step into a scientific problem that can be studied, optimized, and automated. Roscher et al. 2024
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Ribana Roscher @ribana.bsky.social · 11/06/2026
ONE PAPER. ONE INSIGHT. #02 A prediction without uncertainty is only half an answer. Instead of one answer, conformal prediction can provide a set of plausible answers when uncertainty is high. Why it matters: An honest “I don’t know” can be better than overconfident mistakes. Farag et al. 2025
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Ribana Roscher @ribana.bsky.social · 04/06/2026
ONE PAPER. ONE INSIGHT. #01 Models might learn shortcuts instead of biology. Explainability revealed that our cauliflower harvest-readiness models sometimes relied on cues not related to the underlying biology. Why it matters: A model can be right for the wrong reason. 📄 Kierdorf et al., 2023
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Ribana Roscher @ribana.bsky.social · 04/06/2026
Last October, I started my new professorship in Machine Learning in Agriculture at the University of Bonn. Our research explores the intersection of Earth observation, robotics, and machine learning. 🧵⬇️
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CRC 1502 DETECT @crc1502-detect.bsky.social · 27/05/2026
🛰🌍 Why B03 matters: B03 PI @ribana.bsky.social leads #CRC1502 DETECT using deep learning with Sentinel-2/Landsat data to classify land cover from sparse labels, supporting uncertainty-aware EO products for climate and land-surface research. 🎥 sfb1502.de/resources/vi... 🌎 sfb1502.de/projects/clu...
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DAGM GCPR 2026 @gcpr-by-dagm.bsky.social · 27/05/2026
📝 Working on your submission for GCPR 2026? Final stretch! Regular paper submissions are due in less than 3 days: End of May 29, 2026 (CEST)! 🚀 We’re excited to see your cutting-edge work. Good luck with the final edits!
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ELLIS @ellis.eu · 19/05/2026
🎉 7 new ELLIS Units join our network Units Franconia 🇩🇪, Grenoble 🇫🇷, and NRW 🇩🇪 strengthen existing hubs; Units Slovenia 🇸🇮and Sweden 🇸🇪 add new countries; Units Czechia 🇨🇿& Denmark 🇩🇰 expand from city to national Units. Learn more: bit.ly/4nN3vcD
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DAGM GCPR 2026 @gcpr-by-dagm.bsky.social · 14/04/2026
📢 Call for Papers: #VMV2026 #GCPR2026 is joined by the International Symposium on Vision, Modeling, and Visualization! We invite high-quality submissions across all areas of visual computing. We are excited to see your work! 👉 Learn more & submit: www.gcpr-vmv.de/year/2026/vmv
gcpr-vmv.de
GCPR VMVGCPR VMV (VMV)
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DAGM GCPR 2026 @gcpr-by-dagm.bsky.social · 09/03/2026
Exciting news! The DAGM German Conference on Pattern Recognition #GCPR2026 will be hosted together with the Vision, Modeling, and Visualization #VMV2026 Conference at the University of Siegen on September 22-25, so mark your calendars! 📅 More info: www.gcpr-vmv.de/year/2026
gcpr-vmv.de
GCPR VMVGCPR VMV (2026)
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Ribana Roscher @ribana.bsky.social · 21/04/2026
Are you a researcher in the field of photogrammetry 📷 and remote sensing 🌍 ? We cordially invite you to submit a paper to our Photogrammetry & Remote Sensing Special Track @ German Conference on Pattern Recognition (GCPR). The deadline for regular papers is May 21! www.gcpr-vmv.de/year/2026
gcpr-vmv.de
GCPR VMVGCPR VMV (2026)
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CRC 1502 DETECT @crc1502-detect.bsky.social · 16/01/2026
🛰️ Our #CRC1502 #DETECT member Prof. @ribana.bsky.social joins #Kinderuni @unibonn.bsky.social with: “Smart computers for nature—how satellites & robots help us understand and protect our environment.” Mon 26 Jan 2026, 17:15–18:00 (Bonn). Free entry (8–13 years old). Info: www.uni-bonn.de/kinderuni
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ELLIS @ellis.eu · 12/12/2025
🏹 Job alert: Plant Phenology, Remote Sensing, Causal Modeling at University of Jena 📍 Jena 🇩🇪 📅 Apply by Jan 3rd 🔗 bit.ly/44kYQ9n
jobs.uni-jena.de
PhD Position (65%) Combining field observations with remote sensing data in plant phenology research
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CRC 1502 DETECT @crc1502-detect.bsky.social · 29/10/2025
🌍What would my home region look like in a different climate? ClimSat is a diffusion autoencoder for climate-conditional satellite image generation by a #CRC1502 member. It can simulate how landscapes might appear under different climatic conditions. 📜 doi.org/10.1016/j.sr... 🎥 youtu.be/YAPaGKBGJ3g
youtu.be
ClimSat - Climate-conditional Satellite Image Editing with Diffusion Autoencoders
YouTube video by Detect-Content-Creator
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CRC 1502 DETECT @crc1502-detect.bsky.social · 27/10/2025
💻Check out the new publication from our #CRC1502 members Johannes Leonhardt and @ribana.bsky.social about Conformal Prediction. It has been found to give statistically valid uncertainty for ML in digital agriculture. It supports crop decisions with calibrated intervals. 📜 doi.org/10.1016/j.co...
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Environmental Data Science @envdatascience.bsky.social · 17/10/2025
📢 CALL FOR PAPERS: Closing soon! Connecting Data-Driven and Physical Approaches: Application to Climate Modeling and Earth System Observation A special collection building upon a workshop at #EGU25. ⏰ 31 October 2025 ℹ️ bit.ly/4k09cBu #climate #AI #forecasting
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Ribana Roscher @ribana.bsky.social · 04/10/2025
We welcome your contributions to our Thematic Session "Data-Centric Learning for Geospatial Data" at ISPRS 2026, Toronto 4-11 July, 2026: www.isprs2026toronto.com/thematic-ses... ❗️Submission deadline is November 3, 2025 🐙Organizers: Devis Tuia, Maria Vakalopoulou, Ribana Roscher
isprs2026toronto.com
ISPRS 2026 Thematic Sessions
Explore ISPRS 2026 Thematic Sessions – structured presentations and discussions organized around the Congress’s core themes and scientific priorities.
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Sebastian @mersault.bsky.social · 12/05/2025
We have a PhD opening in Berlin on "Responsible Data Engineering", with a focus on data preparation for ML/AI systems. This is a fully-funded position with salary level E13 at the newly founded DEEM Lab, as part of @bifold.berlin . Details available at deem.berlin#jobs-2225
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Ribana Roscher @ribana.bsky.social · 05/05/2025
Are you a researcher in photogrammetry 📷 and remote sensing 🌍? We cordially invite you to submit a paper to our Photogrammetry & Remote Sensing Special Track @ German Conference on Pattern Recognition (GCPR). The deadline is June 04! More info: dagm-gcpr.de/year/2025
Freiburg Münster @ Deutsche Arbeitsgemeinschaft für Mustererkennung e.V. 2024
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IAPR Technical Committee 7 (TC7) – Earth Observation @iaprtc7.bsky.social · 23/01/2025
Subscribe to receive the next ones directly in your inbox! uni-bonn.us6.list-manage.com/subscribe?u=...
uni-bonn.us6.list-manage.com
IAPR-TC7
IAPR-TC7 Email Forms
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IAPR Technical Committee 7 (TC7) – Earth Observation @iaprtc7.bsky.social · 22/01/2025
IAPR TC7 has changed its name to Earth Observation! Subscribe to the newsletter for news on upcoming conferences and deadlines: uni-bonn.us6.list-manage.com/subscribe?u=...
uni-bonn.us6.list-manage.com
IAPR-TC7
IAPR-TC7 Email Forms
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IAPR Technical Committee 7 (TC7) – Earth Observation @iaprtc7.bsky.social · 25/03/2025
The new newsletter, with future deadlines and event is out! mailchi.mp/f4662e4d0c6c...
mailchi.mp
IAPR TC7 Newsletter #19
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Helmholtz AI @helmholtzai.bsky.social · 12/03/2025
🚨 FEW DAYS LEFT! Abstract submission for #HAICON25 closes March 17! Join us June 3–5 in Karlsruhe for 3 days of AI-driven innovation, featuring keynotes from @mmbronstein.bsky.social & @ribana.bsky.social . 📢 Submit now: haicon.cc/contributions/ 🔗 Learn more: haicon.cc
haicon.cc
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Kristian Kersting @kerstingaiml.bsky.social · 16/02/2025
🚨 Are you a student passionate about innovation, technology, and building connections? This is your chance to attend leading events connecting female researchers in computer science and engineering 🧳
buff.ly
FSTA_2025
Are you a student passionate about innovation, technology, and building connections? This is your chance to attend leading events connecting female researchers in computer science and engineering—we…
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Ribana Roscher @ribana.bsky.social · 12/02/2025
Get your Master's degree in "Mobile Robotics" from The University of Bonn and become one of tomorrow's innovators in robotics and intelligent systems. The program starts in the fall of this year. See: www.moro.uni-bonn.de
moro.uni-bonn.de
Mobile Robotics
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ELLIS unit Jena @ellisunitjena.bsky.social · 03/02/2025
🚀 Registration Now Open for the @ELLISforEurope Summer School: AI for Earth & Climate Sciences! 🌍🤖 Join us in Jena, Germany from September 1–5, 2025 📅 Apply now through March 31. Notifications by April. 🔗 www.ellis-jena.eu/summer-schoo... 🎯 @uni-jena.de, @MPI-BGC, @carlzeissstiftung.bsky.social
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Marc Rußwurm @marccoru.bsky.social · 13/01/2025
🚨📢 Call for short and tiny Papers 🚨📢 for the third Machine Learning for Remote Sensing workshop at ICLR 2025 in Singapore! Deadline in 3 weeks on February 3rd! Check the website ⬇️ for submission details ml-for-rs.github.io/iclr2025/ @iclr-conf.bsky.social
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Marc Rußwurm @marccoru.bsky.social · 27/11/2024
🚨Come join the new Wageningen Chairgroup in Artificial Intelligence as Assistant Professor. There are two openings now! www.wur.nl/en/vacancy/t...
wur.nl
Two assistant professors on artificial intelligence for scientific discoveries
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Abby Stylianou @astylianou.bsky.social · 20/11/2024
The CV4EO WACV 2025 Workshop paper deadline is November 30th -- submit full research/short/vision papers on Computer Vision for Earth Observation! More info at geoai.ornl.gov/cv4eo-wacv/
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Ribana Roscher @ribana.bsky.social · 20/11/2024
🚨Our new review paper "Better, not just more: Data-centric ML for Earth Observation" 🌐🤖🛰️🔍 is out in GRSM. Shifting the focus from models to data offers new possibilities to improve accuracy, generalization, and real-world impact: ieeexplore.ieee.org/document/107... Arxiv: arxiv.org/abs/2312.05327
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Kosta Derpanis @csprofkgd.bsky.social · 19/11/2024
My growing list of #computervision researchers on Bsky. Missed you? Let me know. go.bsky.app/M7HGC3Y
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