Multi-task Perception for Autonomous Driving

X Liang, X Liang, H Xu - Autonomous Driving Perception: Fundamentals …, 2023 - Springer
Multi-task learning has become a popular paradigm to tackle multiple tasks simultaneously
with less inference time and computation resources. Recently, many self-supervised pre …

YOLOv4Tiny: Bearing Angle Based Pose Estimation and Semantic Segmentation For 3D Object Detection From LiDAR Point Cloud & RGB-D Data

R Rajendran, BS Murugan - 2022 - researchsquare.com
Abstract 3D object detection is a computer vision task that is used for various applications.
However, it has several drawbacks due to occlusion, noise, inefficient field of view, etc. In …

Instance-aware 3D Semantic Segmentation powered by Shape Reconstruction and Classification

B Sun, Q Huang, X Huang - openreview.net
Existing 3D semantic segmentation methods rely on point-wise or voxel-wise feature
descriptors to output segmentation predictions. However, these descriptors are often …