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Behnaz Rezaei

4 accepted papers

2023

X3KD: Knowledge Distillation Across Modalities, Tasks and Stages for Multi-Camera 3D Object Detection

Marvin Klingner, Shubhankar Borse, Varun Ravi Kumar, Behnaz Rezaei, Venkatraman Narayanan, Senthil Yogamani +1
CVPR 2023poster

Recent advances in 3D object detection (3DOD) have obtained remarkably strong results for LiDAR-based models. In contrast, surround-view 3DOD models based on multiple camera images underperform due to the necessary view transformation of features from perspective view (PV) to a 3D world representati…

Cited by 35Source ↗PDF ↗Scholar ↗
2020

G-LBM:Generative Low-dimensional Background Model Estimation from Video Sequences

Behnaz Rezaei, Amirreza Farnoosh, Sarah Ostadabbas
ECCV 2020poster

In this paper, we propose a computationally tractable and theoretically supported non-linear low-dimensional generative model to represent real-world data in the presence of noise and sparse outliers. The non-linear low-dimensional manifold discovery of data is done through describing a joint distri…

Cited by 17Source ↗PDF ↗code ↗Scholar ↗
2017

Decoding emotional experiences through physiological signal processing

Maria S. Perez-Rosero, Behnaz Rezaei, Murat Akçakaya, Sarah Ostadabbas
ICASSP 2017accepted

All modern emotion theoretical views assume a role for peripheral physiological changes during emotional experiences. In this paper, we explored the correlation between autonomically-mediated changes in multimodal bodily signals and discrete emotional states. In order to fully exploit the informatio…

Cited by 0Source ↗Scholar ↗