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Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training



Constantin Seibold , Simon Reiß , M. Saquib Sarfraz , Rainer Stiefelhagen , Jens Kleesiek

* Provisionally Accepted at MICCAI2022 

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Towards Automatic Parsing of Structured Visual Content through the Use of Synthetic Data



Lukas Scholch , Jonas Steinhauser , Maximilian Beichter , Constantin Seibold , Kailun Yang , Merlin Knäble , Thorsten Schwarz , Alexander Mädche , Rainer Stiefelhagen

* 7 pages 

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Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality Reduction



M. Saquib Sarfraz , Marios Koulakis , Constantin Seibold , Rainer Stiefelhagen

* CVPR 2022 

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A Comparative Analysis of Decision-Level Fusion for Multimodal Driver Behaviour Understanding



Alina Roitberg , Kunyu Peng , Zdravko Marinov , Constantin Seibold , David Schneider , Rainer Stiefelhagen

* Accepted at Intelligent Vehicles Symposium 2022, IEEE 

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Reference-guided Pseudo-Label Generation for Medical Semantic Segmentation



Constantin Seibold , Simon Reiß , Jens Kleesiek , Rainer Stiefelhagen

* 36th AAAI Conference on Artificial Intelligence 2022 

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Flying Guide Dog: Walkable Path Discovery for the Visually Impaired Utilizing Drones and Transformer-based Semantic Segmentation



Haobin Tan , Chang Chen , Xinyu Luo , Jiaming Zhang , Constantin Seibold , Kailun Yang , Rainer Stiefelhagen

* Code, dataset, and video demo will be made publicly available at https://github.com/EckoTan0804/flying-guide-dog 

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Let's Play for Action: Recognizing Activities of Daily Living by Learning from Life Simulation Video Games



Alina Roitberg , David Schneider , Aulia Djamal , Constantin Seibold , Simon Reiß , Rainer Stiefelhagen


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Pose2Drone: A Skeleton-Pose-based Framework for Human-Drone Interaction



Zdravko Marinov , Stanka Vasileva , Qing Wang , Constantin Seibold , Jiaming Zhang , Rainer Stiefelhagen


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Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation



Simon Reiß , Constantin Seibold , Alexander Freytag , Erik Rodner , Rainer Stiefelhagen

* Accepted at CVPR 2021 

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Prediction of low-keV monochromatic images from polyenergetic CT scans for improved automatic detection of pulmonary embolism



Constantin Seibold , Matthias A. Fink , Charlotte Goos , Hans-Ulrich Kauczor , Heinz-Peter Schlemmer , Rainer Stiefelhagen , Jens Kleesiek

* 4 pages, ISBI 2021 

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