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AutoPET Challenge: Combining nn-Unet with Swin UNETR Augmented by Maximum Intensity Projection Classifier


Sep 02, 2022
Lars Heiliger, Zdravko Marinov, André Ferreira, Jana Fragemann, Jacob Murray, David Kersting, Rainer Stiefelhagen, Jens Kleesiek

* 11 pages, 2 figures 

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ModSelect: Automatic Modality Selection for Synthetic-to-Real Domain Generalization


Aug 19, 2022
Zdravko Marinov, Alina Roitberg, David Schneider, Rainer Stiefelhagen

* 14 pages, 6 figures, Accepted at ECCV 2022 OOD workshop 

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Multimodal Generation of Novel Action Appearances for Synthetic-to-Real Recognition of Activities of Daily Living


Aug 03, 2022
Zdravko Marinov, David Schneider, Alina Roitberg, Rainer Stiefelhagen

* 8 pages, 7 figures, to be published in IROS 2022 

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Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation


Jul 27, 2022
Jiaming Zhang, Kailun Yang, Hao Shi, Simon Reiß, Kunyu Peng, Chaoxiang Ma, Haodong Fu, Kaiwei Wang, Rainer Stiefelhagen

* Extended version of CVPR 2022 paper arXiv:2203.01452. Code is available at https://github.com/jamycheung/Trans4PASS 

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Trans4Map: Revisiting Holistic Top-down Mapping from Egocentric Images to Allocentric Semantics with Vision Transformers


Jul 13, 2022
Chang Chen, Jiaming Zhang, Kailun Yang, Kunyu Peng, Rainer Stiefelhagen

* Code will be made publicly available at https://github.com/jamycheung/Trans4Map 

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Multi-modal Depression Estimation based on Sub-attentional Fusion


Jul 13, 2022
Ping-Cheng Wei, Kunyu Peng, Alina Roitberg, Kailun Yang, Jiaming Zhang, Rainer Stiefelhagen


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Panoramic Panoptic Segmentation: Insights Into Surrounding Parsing for Mobile Agents via Unsupervised Contrastive Learning


Jun 21, 2022
Alexander Jaus, Kailun Yang, Rainer Stiefelhagen

* Extended version of arXiv:2103.00868. The project is at https://github.com/alexanderjaus/PPS 

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


May 14, 2022
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


Apr 29, 2022
Lukas Scholch, Jonas Steinhauser, Maximilian Beichter, Constantin Seibold, Kailun Yang, Merlin Knäble, Thorsten Schwarz, Alexander Mädche, Rainer Stiefelhagen

* 7 pages 

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CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers


Apr 12, 2022
Huayao Liu, Jiaming Zhang, Kailun Yang, Xinxin Hu, Rainer Stiefelhagen

* Code is available at https://github.com/huaaaliu/RGBX_Semantic_Segmentation 

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