Prof. Dr. Astrid Beckmann
Mathematics and statistics, Physical sciences, Mathematics education
Max Planck Institute for Intelligent Systems
Max Planck Institute for Informatics
Mathematics and statistics
Computer Vision and Machine Learning
Explainable machine learning, Multimodal learning, Vision and language, Explainable AI
ERC Starting Grant 2019
Young scientist honour from the Werner-von-Siemens-Ring foundation, 2019
Lise-Meitner Award for Excellent Women in Computer Science, 2014
English, French, German, Turkish
Y. Xian, C. Lampert, B. Schiele, Z. Akata; Zero-Shot Learning – A Comprehensive Evaluation of The Good, the Bad and the Ugly; IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019
L. A. Hendricks, R. Hu, T. Darrell, Z. Akata; Grounding Visual Explanations; European Conference on Computer Vision (ECCV) 2018
J. Kim, A. Rohrbach, T. Darrell, J. Canny, Z. Akata; Textual Explanations for Self-Driving Vehicles; European Conference on Computer Vision (ECCV) 2018
Y. Xian, T. Lorenz, B. Schiele, Z. Akata; Feature Generating Networks for Zero-Shot Learning; IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2018
D. H. Park, L. A. Hendricks, Z. Akata, A. Rohrbach, B. Schiele, T. Darrell, M. Rohrbach; Multimodal Explanations: Justifying Decisions and Pointing to the Evidence; IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2018
S. Reed, Z. Akata, S. Mohan, S. Tenka, B. Schiele, H. Lee; Learning What and Where to Draw; Neural Information Processing Systems (NIPS) 2016
L. A. Hendricks, Z. Akata, M. Rohrbach, J. Donahue, B. Schiele, T. Darrell; Generating Visual Explanations; European Conference on Computer Vision 2016
S. Reed, Z. Akata, X. Yan, L. Logeswaran, B. Schiele, H. Lee; Generative Adversarial Text to Image Synthesis; International Conference on Machine Learning (ICML) 2016
S. Reed, Z. Akata, H. Lee, B. Schiele; Learning Deep Representations of Fine-Grained Visual Descriptions; IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2016
Z. Akata, F. Perronnin, Z. Harchaoui, C. Schmid; Label Embedding for Image Classification; IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), July 2016
Program Chair: GCPR-DAGM 2020
Area Chair: WACV 2016, IJCAI 2018, ECCV 2018, BMVC 2019, CVPR 2019, ICCV 2019, CVPR 2020, ICML 2020, ECCV 2020
Reviewer: ICCV 2015-2017, ECCV 2016, ACCV 2016, CVPR 2015-2018, EMNLP 2018, NIPS 2016-2018, AISTATS 2017, AAAI 2018, ICLR 2018, ICML 2018-2019
Associate Editor: Pattern Recognition Journal (Appointment between Aug 2018 – Aug 2020)
Reviewer for Journals: TPAMI 2015-2017, IJCV 2015-2017
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Mathematics and statistics, Physical sciences, Mathematics education
Mathematics and statistics, Topology and Categorification
Environment, Mathematics and statistics, biogeochemistry, isotope geochemistry, soil science
Biological and related sciences, Mathematics and statistics, Evolutionary biodemography