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- ArticleOctober 2022
Learned Monocular Depth Priors in Visual-Inertial Initialization
AbstractVisual-inertial odometry (VIO) is the pose estimation backbone for most AR/VR and autonomous robotic systems today, in both academia and industry. However, these systems are highly sensitive to the initialization of key parameters such as sensor ...
- ArticleOctober 2022
HULC: 3D HUman Motion Capture with Pose Manifold SampLing and Dense Contact Guidance
AbstractMarker-less monocular 3D human motion capture (MoCap) with scene interactions is a challenging research topic relevant for extended reality, robotics and virtual avatar generation. Due to the inherent depth ambiguity of monocular settings, 3D ...
- ArticleOctober 2022
- ArticleOctober 2022
MotionCLIP: Exposing Human Motion Generation to CLIP Space
AbstractWe introduce MotionCLIP, a 3D human motion auto-encoder featuring a latent embedding that is disentangled, well behaved, and supports highly semantic textual descriptions. MotionCLIP gains its unique power by aligning its latent space with that of ...
- ArticleOctober 2022
Social-SSL: Self-supervised Cross-Sequence Representation Learning Based on Transformers for Multi-agent Trajectory Prediction
AbstractEarlier trajectory prediction approaches focus on ways of capturing sequential structures among pedestrians by using recurrent networks, which is known to have some limitations in capturing long sequence structures. To address this limitation, ...