Publications

2023

Rodriguez, A.C., D’Aronco, S., Schindler, K., Wegner, J. D.: external pageFine-grained Species Recognition with Privileged Pooling: Better Sample Efficiency Through Supervised Attention. In IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. , no. 01, pp. 1-16, 5555.
Jiang, Y., Rüetschi, M., Sainte Fare Garnot, V., Marty, M., Schindler, K., Ginzler, C., Wegner, J.D.: external pageAccuracy and consistency of space-based vegetation height maps for forest dynamics in alpine terrain, Science of Remote Sensing, 2023.

2022

De Lutio*, R., Becker*, A., D'Aronco, S., Russo, S., Wegner, J.D., Schindler, K.: external pageLearning Graph Regularisation for Guided Super-Resolution, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022, accepted for publication. (* authors contributed equally to this publication)
D'Aronco, S., Trumpy, G., Pfluger, D., Wegner, J.D.: external pageA Deep Learning Approach for Digital Color Reconstruction of Lenticular Films, 2022
Metzger, N., Turkoglu, M.O., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageCrop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations, IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, doi: 10.1109/TGRS.2021.3101965, 2022, [external pagecode]
Lang, N., Kalischek, N., Armston, J., Schindler, K., Dubayah, K. Wegner, J.D.: external pageGlobal canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles, Remote Sensing of Environment, vol. 268, doi: 10.1016/j.rse.2021.112760, 2022, [external pagecode]
Persello, C., Wegner, J.D., Hänsch, R., Tuia, D., Ghamisi, P., Koeva, M., Camps-Vals, G.: external pageDeep Learning and Earth Observation to Support the Sustainable Development Goals,, IEEE Geoscience and Remote Sensing Magazine, 2022, pp. 2-30, doi: 10.1109/MGRS.2021.3136100.
De Lutio, R., Park, J.Y. Watson, K.A., D'Aronco, S., Wegner, J.D., Wieringa, J.J., Tulig, M., Pyle, R.L., Gallaher, T.J., Brown, G., Guymer, G., Franks, A., Ranatunga, D., Baba, Y., Belongie, S., Michelangeli, F.A., Ambrose, B.A., Little, D.P.: external pageThe Herbarium 2021 Half-Earth Dataset and Machine Learning Competition, Frontiers Plant Science, 2022, vol. 22, doi: 10.3389/fpls.2021.787127.
Ruttner, P., Hohensinn, R., D'Aronco, S., Wegner, J.D., Soja, B.: external pageModeling of Residual GNSS Station Motions through Meteorological Data in a Machine Learning Approach, Remote Sensing, 2022, vol. 14(1):17, doi: 10.3390/rs14010017

2021

Becker, A., Russo, S., Puliti, S., Lang, N., Schindler, K., Wegner, J.D.: Country-wide retrieval of Forest Structure From Optical and SAR Satellite Imagery With Bayesian Deep Learning, 2021
Rodriguez, A.C., Daudt, R.C., D'Aronco, S., Schindler, K., Wegner, J.D.: external pageRobust Damage Estimation of Typhoon Goni on Coconut Crops with Sentinel-2 Imagery, 2021, Remote Sensing, 13(21):4302.
Rodriguez, A.C., D'Aronco, S., Schindler, K., Wegner, J.D.: external pagePrivileged Pooling: Supervised attention-based pooling for compensating dataset bias, 2021, arXiv:2003.09168
Culman, M., Rodriguez, A.C., Wegner, J.D., Delalieux, S., Somers, B.: external pageDeep learning for sub-pixel palm tree classification using spaceborne Sentinel-2 imagery, 2021, Proc. SPIE 11856, Remote Sensing for Agriculture, Ecosystems, and Hydrology XXIII, 118560E, 6 pages.
Mboga, N., D'Aronco, S., Grippa, T., Pelletier, C., Georganos, S., Vanhuysss, S., Wolff, E., Smets, B., Dewitte, O., Lennert, M., Wegner, J.D.: external pageDomain Adaption for Semantic Segmentation of Historical Panchromatic Orthomosaics in Central Africa, 2021, ISPRS International Journal of Geo-Information, vol. 10(8), 523.
Metzger, N., Turkoglu, M.O., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageCrop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations, 2021, IEEE Transactions on Geoscience and Remote Sensing, accepted for publication. [external pagecode]
Lang, N., Schindler, K., Wegner, J.D.: external pageHigh carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR, 2021, arXiv:2107.07431, [external pagedownload maps] [external pageexplore maps]
Grünig, M., Razavi, E., Calanca, P., Mazzi, D., Wegner, J.D., Pellisier, L.: external pageApplying deep neural networks to predict incidence and phenology of plant pests and deseases, 2021, Ecosphere, vol. 12(10):e03791, 10.1002/ecs2.3791.
De Lutio, R., She, Y., D'Aronco, S., Russo, S., Brun, P., Wegner, J.D., Schindler, K.:external pageDigital Taxonomist: Identifying Plant Species in Community Scientists' Photographs, 2021, ISPRS Journal of Photogrammetry and Remote Sensing, vol. 182, pp.112-121.
Rodriguez, A., D'Aronco, S., Schindler, K., Wegner, J.D.: external pageMapping Oil Palm Density at Country Scale: an Active Learning Approach, 2021, Remote Sensing of Environment, vol. 261, 112479.
Tuia, D., Roscher, R., Wegner, J.D., Jacobs, N., Zhu, X.X., Camps-Valls, G.: external pageTowards a Collective Agenda on AI for Earth Science Data Analysis, 2021, IEEE Geoscience and Remote Sensing Magazine, vol. 9(2), pp. 88-104.
Trumpy, G., D'Aronco, S., Wegner, J.D., Reuteler, J.: external pagedeep-doLCE - A Deep Learning Approach for the Color Reconstruction of Digitized Lenticular Film, 2021, Colour Photography and Film - Conference Proceedings, pp. 82-88.
Lang, N., Irniger, A., Rozniak, A., Hunziker, R., Wegner, J.D., Schindler, K.: external pageGRAINet: Mapping grain size distributions in river beds from UAV images with convolutional neural networks, Hydrology and Earth System Sciences (HESS), 2021, vol. 25(5), pp. 2567-2597.
Turkoglu, M.O., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageGating Revisited: Deep Multi-layer RNNs That Can Be Trained, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021, accepted for publication.
Kalischek, N., Wegner, J.D., Schindler, K.: external pageIn the light of feature distributions: moment matching for Neural Style Transfer, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 9382-9391. [external pagecode]
Turkoglu, M.O., D'Aronco, S., Perich, G., Liebisch, F., Streit, C., Schindler, K. Wegner, J.D.: external pageCrop mapping from image time series: deep learning with multi-scale label hierarchies, 2021, Remote Sensing of Environment, vol. 264, 112603.
Kölle, M., Laupheimer, D., Schmohl, S., Haala, N., Rottensteiner, F., Wegner, J.D., Ledoux, H.: external pageThe Hessigheim 3D (H3D) benchmark on semantic segmentation of high-resolution 3D point clouds and textured meshes from UAV LiDAR and Multi-View-Stereo, ISPRS Open Journal of Photogrammetry and Remote Sensing, vol. 1, 2021, 11 pages.
Liu, Y., D'Aronco, S., Schindler, K., Wegner, J.D.: external pagePC2WF: 3D Wireframe Reconstruction from Raw Point Clouds, 2021, International Conference on Learning Representations (ICLR), 12 pages.

2020

Metzger, N., Turkoglu, M.O., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageCrop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations, 2020, arXiv:2012.02542
Nassar, A., Lefèvre, S., Wegner, J.D.: external pageMulti-view instance matching with learned geometric soft-constraints, 2020, ISPRS International Journal of Geo-Information, vol. 9, 687, doi:10.3390/ijgi9110687, 14 pages
Miotti, L., Shehaj, E., Geiger, A., D'Aronco, S., Wegner, J.D., Moeller, G., Rothacher, M.: DownloadTropospheric delays derived from ground meteorological parameters: comparison between machine learning and empirical model approaches (PDF, 1.3 MB), 2020, Proceedings of the IEEE European Navigation Conference (ENC), accepted for publication
Ruzicka, V., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageDeep Active Learning in Remote Sensing for data efficient Change Detection, 2020, Proceedings of MACLEAN: Machine Learning for Earth Observation Workshop co-located with ECML PKDD, vol. 2766, ISSN 1613-0073, 10 pages. BEST PAPER AWARD
Leiterer, R., Wulf, H., Milani, G., Sassik, B., Bühler, Y., Wegner, J.D.: Schneekartierung aus dem All – das Potenzial frei verfügbarer Satellitendaten, 2020, Wasser Energie Luft, vol. 112(3), pp. 169-172
Roscher, R., Volpi, M., Mallet, C., Drees, L., Wegner, J. D.: external pageSemcity Toulouse: A Benchmark for Building Instance Segmentation in Satellite Images, ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-5-2020, 109–116, https://doi.org/10.5194/isprs-annals-V-5-2020-109-2020, 2020, (external pagedownload dataset)
Chaudhary, P., D'Aronco, S., Leitão, J.P., Schindler, K., Wegner, J.D.: external pageWater level prediction from social media images with a multi-task ranking approach, 2020, ISPRS Journal of Photogrammetry and Remote Sensing, vol. 167, pp. 252-262
Nassar, A.S., D'Aronco, S., Lefèvre, S., Wegner, J.D.: external pageGeoGraph: Learning graph-based multi-view object detection with geometric cues end-to-end, 2020, European Conference on Computer Vision (ECCV), LNCS 12352, Springer, pp. 488-504
Rodriguez, A.C., D'Aronco, S., Schindler, K., Wegner, J.D.: external pagePrivileged Pooling: Supervised attention-based pooling for compensating dataset bias, 2020, arXiv:2003.09168
Turkoglu, M.O., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageGating Revisited: Deep Multi-layer RNNs That Can Be Trained, 2020, arXiv:1911.11033
Hackel, T., Usvyatsov, M., Galliani, S., Wegner, J.D., Schindler, K.: external pageInference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in CNNs, International Journal of Computer Vision (IJCV), vol. 128, pp. 1047-1059
Gojcic, Z., Zhou, C., Wegner, J.D., Guibas, L.J., Birdal, T.: external pageLearning multiview 3D point cloud registration, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1759-1769
Laumer, D., Lang, N., van Doorn, N., Mac Aodha, O., Perona, P., Wegner, J.D.: external pageGeocoding of trees from street addresses and street-level images, 2020, ISPRS Journal of Photogrammetry and Remote Sensing, vol. 162, pp. 125-136
Sharma, K., Gold, M., Zurbrügg, C., Leal-Taixé, K., Wegner, J.D.: external pageHistoNet: Predicting size histograms of object instances, 2020, IEEE Winter Conference on Applications of Computer Vision (WACV), pp. 3626-3634

2019

Boller, D., Moy de Vitry, M., Wegner, J.D., Leitão, J.P.: external pageAutomated localization of urban drainage infrastructure from public-access street-level images, 2019, Urban Water Journal, pp. 1-14.
Moy de Vitry, M., Kramer, S., Wegner, J.D., Leitão, J.P.: external pageScalable Flood Level Trend Monitoring with Surveillance Cameras using a Deep Convolutional Neural Network, 2019, Hydrology and Earth System Sciences, Vo. 23, pp. 4621-4634.
Sharma, K., Gold, M., Zurbrügg, C., Leal-Taixé, K., Wegner, J.D.: external pageHistoNet: Predicting size histograms of object instances, 2019, IEEE Winter Conference on Applications of Computer Vision (WACV ’20), accepted for publication.
Lang, N., Schindler, K., Wegner, J.D.: external pageCountry-wide high-resolution vegetation height mapping with Sentinel-2, Remote Sensing of the Environment, Vol. 233.
Nassar, A.S., Lefèvre, S., Wegner, J.D.: external pageSimultaneous multi-view instance detection with learned geometric soft-constraints, 2019, International Conference on Computer Vision (ICCV), pp. 6559-6568.
De Lutio, R., D'Aronco, S., Wegner, J.D., Schindler, K.: external pageGuided Super-Resolution as Pixel-to-Pixel Transformation, 2019, International Conference on Computer Vision (ICCV), pp. 8829-8837.
Li, Z., Wegner, J.D., Lucchi, A.: external pageTopological Map Extraction from Overhead Images, 2019, International Conference on Computer Vision (ICCV), pp. 1715-1724.
Gojcic, Z., Zhou, C., Wegner, J.D., Wieser, A.: external pageThe Perfect Match: 3D Point Cloud Matching with Smoothed Densities, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 5545-5554.
Chaudhary, P., d‘Aronco, S., Moy de Vitry, M., Leitão, J.P., Wegner, J.D.: external pageFlood-water level estimation from social media images, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2019, vol. IV-2/W5, 5 – 12. BEST PAPER AWARD
Rodriguez, A., Wegner, J.D.: Counting the Uncountable: Deep Semantic Density Estimation From Space, 2019, ESA Living Planet Symposium, Milan, Italy, accepted for publication.
Lang, N., Wegner, J.D.: Mapping vegetation height from multispectral Sentinel-2 images at country scale using Deep Learning, 2019, ESA Living Planet Symposium, Milan, Italy, accepted for publication.
Nassar, A.S., Lang, N., Lefèvre, S., Wegner, J.D.: Learning geometric soft constraints for multi-view instance matching across street-level panoramas, 2019, IEEE/ISPRS Joint Urban Remote Sensing Event, Vannes, France, accepted for publication.
Kälin, U., Lang, N., Hug, C., Gessler, A., Wegner, J.D.: external pageDefoliation estimation of forest trees from ground-level images, 2018, Remote Sensing of Environment, vol. 223, 2019, pp. 143-153
Shankar, A.R., Fernandez-Marquez, J.L., Mondardini, R., Corsi, M., Grandoni, D., Chaudhary, P., Wegner, J.D., Di Marzo Serugendo, G., Pernici, B.: external pageSocial Media and Crowdsourcing in Flood level Monitoring, 2019, EGU General Assembly, Geophysical Research Abstracts, vol. 21, EGU2019-18446-1, accepted for publication. ORAL

2018

Rodriguez, A.C., Wegner, J.D.: external pageCounting the uncountable: deep semantic density estimation from Space, German Conference on Pattern Recognition, 2018, accepted for publication. ORAL
Hackel, T., Usvyatsov, M., Galliani, S., Wegner, J.D., Schindler, K.: external pageInference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks, German Conference on Pattern Recognition, 2018, accepted for publication. ORAL
Moy de Vitry, M., Wegner, J.D., Leitão, J.P.: Automatic flood level trend estimation from CCTV videos with a convolutional neural network classifier, 13th Hydroinformatics International Conference, Palermo, Italy, 2018, accepted for publication
Stucker, C., Richard, A., Wegner, J.D., Schindler, K.: external pageSupervised outlier detection in large-scale MVS point clouds for 3D city modeling applications, ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 2018, pp. 263-270. BEST PAPER AWARD
Wegner, J.D., Tuia, D., Yang, M., Mallet, C.: external pageForeword to the theme issue on geospatial computer vision, ISPRS Journal of Photogrammetry and Remote Sensing, vol. 140, pp. 1 - 2.
Wegner, J.D., Roscher, R., Volpi, M., Veronesi, F.: external pageForeword to the Special Issue on Machine Learning for Geospatial Data Analysis, ISPRS International Journal of Geo-Information, vol. 7(4), p. 147.
Branson*, S., Wegner*, J.D., Hall, D., Lang, N., Schindler, K., Perona, P.: DownloadFrom Google Maps to a Fine-Grained Catalog of Street trees (PDF, 5.7 MB), ISPRS Journal of Photogrammetry and Remote Sensing, vol. 135, pp. 13-30, 2018 (* authors contributed equally to this publication)

2017

Lefèvre, S., Tuia, D., Wegner, J.D., Produit, T., Nassar, A.S.: external pageTowards seamless multi-view scene analysis from satellite to street-level, Proceedings of the IEEE, vol. 105(10), 2017, pp. 1884 - 1899.

2016

Wegner*, J.D., Branson*, S., Hall, D., Schindler, K., Perona, P.: Cataloging Public Objects Using Aerial and Street-Level Images – Urban Trees (PDF, 1.7 MB) (supplementary (PDF, 11.9 MB) (external pageRegisTree project website) (external pagedemos) (external pageLA Times article, external pageKPCC radio interview), external pageCaltech Press Release, external pageFuturity Research News, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. (* authors contributed equally to this publication)