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Human motion trajectory prediction: A survey
With growing numbers of intelligent autonomous systems in human environments, the ability
of such systems to perceive, understand, and anticipate human behavior becomes …
of such systems to perceive, understand, and anticipate human behavior becomes …
Pedestrian models for autonomous driving part ii: high-level models of human behavior
Autonomous vehicles (AVs) must share space with pedestrians, both in carriageway cases
such as cars at pedestrian crossings and off-carriageway cases such as delivery vehicles …
such as cars at pedestrian crossings and off-carriageway cases such as delivery vehicles …
Human trajectory forecasting in crowds: A deep learning perspective
Since the past few decades, human trajectory forecasting has been a field of active research
owing to its numerous real-world applications: evacuation situation analysis, deployment of …
owing to its numerous real-world applications: evacuation situation analysis, deployment of …
Efficientps: Efficient panoptic segmentation
Understanding the scene in which an autonomous robot operates is critical for its competent
functioning. Such scene comprehension necessitates recognizing instances of traffic …
functioning. Such scene comprehension necessitates recognizing instances of traffic …
Self-supervised model adaptation for multimodal semantic segmentation
Learning to reliably perceive and understand the scene is an integral enabler for robots to
operate in the real-world. This problem is inherently challenging due to the multitude of …
operate in the real-world. This problem is inherently challenging due to the multitude of …
Overcoming limitations of mixture density networks: A sampling and fitting framework for multimodal future prediction
Future prediction is a fundamental principle of intelligence that helps plan actions and avoid
possible dangers. As the future is uncertain to a large extent, modeling the uncertainty and …
possible dangers. As the future is uncertain to a large extent, modeling the uncertainty and …
State estimation and motion prediction of vehicles and vulnerable road users for cooperative autonomous driving: A survey
The recent progress in autonomous vehicle research and development has led to
increasingly widespread testing of fully autonomous vehicles on public roads, where …
increasingly widespread testing of fully autonomous vehicles on public roads, where …
A new wave in robotics: Survey on recent mmwave radar applications in robotics
We survey the current state of millimeter-wave (mmWave) radar applications in robotics with
a focus on unique capabilities, and discuss future opportunities based on the state of the art …
a focus on unique capabilities, and discuss future opportunities based on the state of the art …
Bird's-eye-view panoptic segmentation using monocular frontal view images
Bird's-Eye-View (BEV) maps have emerged as one of the most powerful representations for
scene understanding due to their ability to provide rich spatial context while being easy to …
scene understanding due to their ability to provide rich spatial context while being easy to …
Multimodal sense-informed forecasting of 3d human motions
Predicting future human pose is a fundamental application for machine intelligence which
drives robots to plan their behavior and paths ahead of time to seamlessly accomplish …
drives robots to plan their behavior and paths ahead of time to seamlessly accomplish …