A survey on Semi-, Self- and Unsupervised Learning in Image Classification L Schmarje, M Santarossa, SM Schröder, R Koch IEEE Access, 2021 | 209 | 2021 |
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation L Schmarje, V Grossmann, C Zelenka, S Dippel, R Kiko, M Oszust, ... Advances in Neural Information Processing Systems 35, 33215-33232, 2022 | 37 | 2022 |
Fuzzy overclustering: Semi-supervised classification of fuzzy labels with overclustering and inverse cross-entropy L Schmarje, J Brünger, M Santarossa, SM Schröder, R Kiko, R Koch Sensors 21 (19), 6661, 2021 | 32 | 2021 |
Complexity and inapproximability results for parallel task scheduling and strip packing S Henning, K Jansen, M Rau, L Schmarje Theory of Computing Systems 64 (1), 120-140, 2020 | 31 | 2020 |
2D and 3D Segmentation of uncertain local collagen fiber orientations in SHG microscopy L Schmarje, C Zelenka, U Geisen, CC Glüer, R Koch Pattern Recognition: 41st DAGM German Conference, DAGM GCPR 2019, 374-386, 2019 | 22 | 2019 |
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering L Schmarje, M Santarossa, SM Schröder, C Zelenka, R Kiko, J Stracke, ... European Conference on Computer Vision (ECCV 2022), 2022 | 17 | 2022 |
Beyond hard labels: investigating data label distributions V Grossmann, L Schmarje, R Koch ICML 2022 Workshop DataPerf: Benchmarking Data for Data-Centric AI, 2022 | 17 | 2022 |
MedRegNet: Unsupervised multimodal retinal-image registration with GANs and ranking loss M Santarossa, A Kilic, C von der Burchard, L Schmarje, C Zelenka, ... Medical Imaging 2022: Image Processing 12032, 321-333, 2022 | 14 | 2022 |
A data-centric image classification benchmark L Schmarje, YH Liao, R Koch Proc. NeurIPS Datacentric Al Workshop, 7, 2021 | 10 | 2021 |
Artificial intelligence-driven hip fracture prediction based on pelvic radiographs exceeds performance of DXA: the" Study of Osteoporotic Fractures"(SOF) T Damm, L Schmarje, N Koser, S Reinhold, E Yilmaz, N Krekiehn, LY Lui, ... Journal of Bone and Mineral Research 37, 193-193, 2022 | 8 | 2022 |
Life is not black and white--Combining Semi-Supervised Learning with fuzzy labels L Schmarje, R Koch LWDA’21: Lernen, Wissen, Daten, Analysen September 01–03, 2021, Munich …, 2021 | 4 | 2021 |
Annotating Ambiguous Images: General Annotation Strategy for High-Quality Data with Real-World Biomedical Validation L Schmarje, V Grossmann, C Zelenka, R Koch arXiv preprint arXiv:2306.12189, 2023 | 3 | 2023 |
Label Smarter, Not Harder: CleverLabel for Faster Annotation of Ambiguous Image Classification with Higher Quality L Schmarje, V Grossmann, T Michels, J Nazarenus, M Santarossa, ... DAGM German Conference on Pattern Recognition, 459-475, 2023 | 2 | 2023 |
Annotating Ambiguous Images: General Annotation Strategy for Image Classification with Real-World Biomedical Validation on Vertebral Fracture Diagnosis L Schmarje, V Grossmann, C Zelenka, R Koch arXiv preprint arXiv:2306.12189, 2023 | 1 | 2023 |
Opportunistic hip fracture risk prediction in Men from X-ray: Findings from the Osteoporosis in Men (MrOS) Study L Schmarje, S Reinhold, T Damm, E Orwoll, CC Glüer, R Koch International Workshop on PRedictive Intelligence In MEdicine, 103-114, 2022 | 1 | 2022 |
Dulling while judging? Veränderte Beurteilung von Fotos zu Pickverletzungen bei Puten durch Wiederholungen N Volkmann, L Schmarje, R Koch, N Kemper Aktuelle Arbeiten zur artgemäßen Tierhaltung 2022: Vorträge anlässlich der …, 2022 | 1 | 2022 |
Learning Stixel-based Instance Segmentation M Santarossa, L Schneider, C Zelenka, L Schmarje, R Koch, U Franke 2021 IEEE Intelligent Vehicles Symposium (IV), 427-434, 2021 | 1 | 2021 |
Addressing the Challenge of Ambiguous Data in Deep Learning: A Strategy for Creating High-quality Image Annotations with Human Reliability and Judgement Enhancement L Schmarje | | 2024 |
Monty Santarossa, Claudius Zelenka®, and Reinhard KochⓇ Kiel University, Kiel, Germany {las, vgr, tmi, jna, msa, cze, rk}@ informatik. uni-kiel. de L Schmarje, V Grossmann, T Michels, J Nazarenus Pattern Recognition: 45th DAGM German Conference, DAGM GCPR 2023, Heidelberg …, 2024 | | 2024 |
A Simple and Explainable Method for Uncertainty Estimation using Attribute Prototype Networks C Zelenka, A Göhring, D Kazempour, M Hünemörder, L Schmarje, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023 | | 2023 |