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


Apr 10, 2022
Alina Roitberg, Kunyu Peng, Zdravko Marinov, Constantin Seibold, David Schneider, Rainer Stiefelhagen

* Accepted at Intelligent Vehicles Symposium 2022, IEEE 

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Is my Driver Observation Model Overconfident? Input-guided Calibration Networks for Reliable and Interpretable Confidence Estimates


Apr 10, 2022
Alina Roitberg, Kunyu Peng, David Schneider, Kailun Yang, Marios Koulakis, Manuel Martinez, Rainer Stiefelhagen


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Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning


Mar 19, 2022
Xinyu Luo, Jiaming Zhang, Kailun Yang, Alina Roitberg, Kunyu Peng, Rainer Stiefelhagen

* Code will be made publicly available at https://github.com/xinyu-laura/MMUDA 

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TransDARC: Transformer-based Driver Activity Recognition with Latent Space Feature Calibration


Mar 02, 2022
Kunyu Peng, Alina Roitberg, Kailun Yang, Jiaming Zhang, Rainer Stiefelhagen

* Code will be made publicly available at https://github.com/KPeng9510/TransDARC 

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ProFormer: Learning Data-efficient Representations of Body Movement with Prototype-based Feature Augmentation and Visual Transformers


Feb 23, 2022
Kunyu Peng, Alina Roitberg, Kailun Yang, Jiaming Zhang, Rainer Stiefelhagen

* Code will be made publicly available at https://github.com/KPeng9510/ProFormer 

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Should I take a walk? Estimating Energy Expenditure from Video Data


Feb 01, 2022
Kunyu Peng, Alina Roitberg, Kailun Yang, Jiaming Zhang, Rainer Stiefelhagen

* Dataset and code are available at https://github.com/KPeng9510/Vid2Burn 

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Affect-DML: Context-Aware One-Shot Recognition of Human Affect using Deep Metric Learning


Nov 30, 2021
Kunyu Peng, Alina Roitberg, David Schneider, Marios Koulakis, Kailun Yang, Rainer Stiefelhagen

* Accepted to IEEE International Conference on Automatic Face and Gesture Recognition 2021 (FG2021). Benchmark, models, and code are at https://github.com/KPeng9510/Affect-DML 

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Transfer beyond the Field of View: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation


Oct 21, 2021
Jiaming Zhang, Chaoxiang Ma, Kailun Yang, Alina Roitberg, Kunyu Peng, Rainer Stiefelhagen

* Accepted to IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS). Dataset and code will be made publicly available at https://github.com/chma1024/DensePASS. arXiv admin note: substantial text overlap with arXiv:2108.06383 

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