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PePR: Performance Per Resource Unit as a Metric to Promote Small-scale Deep Learning
Raghavendra Selvan, Bob Pepin, Christian Igel, Gabrielle Samuel, Erik B. Dam
Trees on smallholder farms and forest restoration are critical for Rwanda to achieve net zero emissions
Maurice Mugabowindekwe, Martin Brandt, Athanase Mukuralinda, Philippe Ciais, Florian Reiner, Ankit Kariryaa, Christian Igel, Jérôme Chave, Ole Mertz, Pierre Hiernaux, Xiaoye Tong, Gaspard Rwanyiziri, Dimitri Gominski, Sizhuo Li, Siyu Liu, Ivan Gasangwa, Yves Hategekimana, Alain Ndoli, Jean Nduwamungu, Sassan Saatchi, Rasmus Fensholt
Smooth Min-Max Monotonic Networks
Christian Igel
MMEarth: Exploring Multi-modal Pretext Tasks for Geospatial Representation Learning
Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, Nico Lang
From Coarse to Fine-Grained Open-Set Recognition
Nico Lang, Vésteinn Snæbjarnarson, Elijah Cole, Oisin M. Aodha,, Christian Igel, Serge Belongie
Finding NEM-U: Explaining unsupervised representation learning through neural network generated explanation masks
Bjørn L. Møller, Christian Igel, Kristoffer K. Wickstrøm, Jon Sporring, Robert Jenssen, Bulat Ibragimov
Deep point cloud regression for above-ground forest biomass estimation from airborne LiDAR
Stefan Oehmcke, Lei Li, Katerina Trepekli, Jaime C. Revenga, Thomas Nord-Larsen, Fabian Gieseke, Christian Igel
The overlooked contribution of trees outside forests to tree cover and woody biomass across Europe
Siyu Liu, Martin Brandt, Thomas Nord-Larsen, Jerome Chave, Florian Reiner, Nico Lang, Xiaoye Tong, Philippe Ciais, Christian Igel, Adrian Pascual, Juan Guerra-Hernandez, Sizhuo Li, Maurice Mugabowindekwe, Sassan Saatchi, Yuemin Yue, Zhengchao Chen, Rasmus Fensholt
Sub-continental-scale carbon stocks of individual trees in African drylands
Compton Tucker, Martin Brandt, Pierre Hiernaux, Ankit Kariryaa, Kjeld Rasmussen, Jennifer Small, Christian Igel, Florian Reiner, Katherine Melocik, Jesse Meyer, Scott Sinno, Eric Romero, Erin Glennie, Yasmin Fitts, August Morin, Jorge Pinzon, Devin McClain, Paul Morin, Claire Porter, Shane Loeffler, Laurent Kergoat, Bil-Assanou Issoufou, Patrice Savadogo, Jean-Pierre Wigneron, Benjamin Poulter, Philippe Ciais, Robert Kaufmann, Ranga Myneni, Sassan Saatchi, Rasmus Fensholt
Familiarity-Based Open-Set Recognition Under Adversarial Attacks
Philip Enevoldsen, Christian Gundersen, Nico Lang, Serge Belongie, Christian Igel
Allometric equations to estimate the dry mass of Sahel woody plants mapped with very-high resolution satellite imagery
Pierre Hiernaux, Hassane B.-A. Issoufou, Christian Igel, Ankit Kariryaa, Moussa Kourouma, Jérôme Chave, Eric Mougin, Patrice Savadogo
Predicting urban tree cover from incomplete point labels and limited background information
Hui Zhang, Ankit Kariryaa, Venkanna B. Guthula, Christian Igel, Stefan Oehmcke
Self-Supervised Speech Representation Learning: A Review
Abdelrahman Mohamed, Hung-yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, Shinji Watanabe
High Accuracy in Classifying Endoscopic Severity in Ulcerative Colitis Using Convolutional Neural Network
Bobby Lo, Zhuo Y. Liu, Flemming Bendtsen, Christian Igel, Ida Vind, Johan Burisch
MULTI-INSTITUTIONAL LARGE-SCALE VALIDATION OF 8 METHODS FOR AUTOMATIC KNEE MRI SEGMENTATION FOR USE IN CLINICAL TRIALS
Erik B. Dam, Arjun Desai, Cem M. Deniz, Haresh R. Rajamohan, Ravinder R. Regatte, Claudia Iriondo, Valentina Pedoia, Sharmila Majumdar, Mathias Perslev, Christian Igel, Akshay Pai, Sibaji Gaj, Mingrui Yang, Kunio Nakamura, Xiaojuan Li, Hasan Maqbool, Ismail Irmakci, Sang-Eun Song, Ulas Bagci, Brian A. Hargreaves, Garry E. Gold, Akshay Chaudhari
Above-Ground Biomass Prediction for Croplands at a Sub-Meter Resolution Using UAV–LiDAR and Machine Learning Methods
Jaime C. Revenga, Katerina Trepekli, Stefan Oechmcke, Rasmus Jensen, Lei Li, Christian Igel, Fabian C. Gieseke, Thomas Friborg
Date Recognition in Historical Parish Records
Laura C. Piqueras, Constanza Fierro, Jonas F. Lotz, Phillip Rust, Joen Rommedahl, Jeppe K. Due, Christian Igel, Desmond Elliott, Carsten B. Pedersen, Israfel Salazar, Anders Søgaard
Automatic detection of abnormal sleeping patterns in stroke patients using high-frequency sleep staging
Mathias Perslev, Anders S. West, Sofie A. Simonsen, Laura B. Ponsaing, Helle K. Iversen, Christian Igel, Poul J. Jennum
Nation-wide mapping of tree-level aboveground carbon stocks in Rwanda
Maurice Mugabowindekwe, Martin Brandt, Jérôme Chave, Florian Reiner, David L. Skole, Ankit Kariryaa, Christian Igel, Pierre Hiernaux, Philippe Ciais, Ole Mertz, Xiaoye Tong, Sizhuo Li, Gaspard Rwanyiziri, Thaulin Dushimiyimana, Alain Ndoli, Valens Uwizeyimana, Jens-Peter B. Lillesø, Fabian Gieseke, Compton J. Tucker, Sassan Saatchi, Rasmus Fensholt
Histogram-Based Unsupervised Domain Adaptation for Medical Image Classification
Pengfei Diao, Akshay Pai, Christian Igel, Christian H. Krag
Are Multilingual Sentiment Models Equally Right for the Right Reasons?
Rasmus Jørgensen, Fiammetta Caccavale, Christian Igel, Anders Søgaard
Remember to correct the bias when using deep learning for regression!
Christian Igel, Stefan Oehmcke
Deep learning enables image-based tree counting, crown segmentation and height prediction at national scale
Sizhuo Li, Martin Brandt, Rasmus Fensholt, Ankit Kariryaa, Christian Igel, Fabian Gieseke, Thomas Nord-Larsen, Stefan Oehmcke, Ask Holm Carlsen, Samuli Junttila, Xiaoye Tong, Alexandre d’Aspremont, Philippe Ciais
More than one quarter of Africa’s tree cover is found outside areas previously classified as forest
Florian Reiner, Martin Brandt, Xiaoye Tong, David Skole, Ankit Kariryaa, Philippe Ciais, Andrew Davies, Pierre Hiernaux, Jérôme Chave, Maurice Mugabowindekwe, Christian Igel, Stefan Oehmcke, Fabian Gieseke, Sizhuo Li, Siyu Liu, Sassan Saatchi, Peter Boucher, Jenia Singh, Simon Taugourdeau, Morgane Dendoncker, Xiao-Peng Song, Ole Mertz, Compton J. Tucker, Rasmus Fensholt
Cross-Cohort Automatic Knee MRI Segmentation With Multi-Plana U-Nets
Mathias Perslev, Akshay Pai, Jos Runhaar, Christian Igel, Erik B. Dam