Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds
@article{Simon2019ComplexerYOLOR3, title={Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds}, author={M. Simon and Karl Amende and Andrea Kraus and J. Honer and Timo S{\"a}mann and Hauke Kaulbersch and S. Milz and H. Gro{\ss}}, journal={2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)}, year={2019}, pages={1190-1199} }
Accurate detection of 3D objects is a fundamental problem in computer vision and has an enormous impact on autonomous cars, augmented/virtual reality and many applications in robotics. [...] Key Method Additionally, we introduce Scale-Rotation-Translation score (SRTs), a fast and highly parameterizable evaluation metric for comparison of object detections, which speeds up our inference time up to 20\% and halves training time.Expand Abstract
Figures, Tables, and Topics from this paper
42 Citations
Visual-LiDAR Based 3D Object Detection and Tracking for Embedded Systems
- Computer Science
- IEEE Access
- 2020
- 2
- Highly Influenced
- PDF
Leveraging Stereo-Camera Data for Real-Time Dynamic Obstacle Detection and Tracking
- Computer Science
- ArXiv
- 2020
- PDF
PointTrackNet: An End-to-End Network For 3-D Object Detection and Tracking From Point Clouds
- Computer Science
- IEEE Robotics and Automation Letters
- 2020
- 1
- PDF
3D Object Detection and Tracking Based on Streaming Data
- Computer Science
- 2020 IEEE International Conference on Robotics and Automation (ICRA)
- 2020
- PDF
An LSTM Approach to Temporal 3D Object Detection in LiDAR Point Clouds
- Computer Science, Engineering
- ECCV
- 2020
- 1
- PDF
Fusion of 3D LIDAR and Camera Data for Object Detection in Autonomous Vehicle Applications
- Computer Science
- IEEE Sensors Journal
- 2020
- 6
- Highly Influenced
Real-time Detection and Tracking Network with Feature Sharing
- 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP)
- 2020
References
SHOWING 1-10 OF 55 REFERENCES
PIXOR: Real-time 3D Object Detection from Point Clouds
- Computer Science
- 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
- 2018
- 314
- PDF
Multi-view 3D Object Detection Network for Autonomous Driving
- Computer Science
- 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
- 2017
- 896
- PDF
3D Object Proposals Using Stereo Imagery for Accurate Object Class Detection
- Computer Science, Medicine
- IEEE Transactions on Pattern Analysis and Machine Intelligence
- 2018
- 161
- PDF
Beyond Pixels: Leveraging Geometry and Shape Cues for Online Multi-Object Tracking
- Computer Science, Engineering
- 2018 IEEE International Conference on Robotics and Automation (ICRA)
- 2018
- 77
- PDF
Fast and Furious: Real Time End-to-End 3D Detection, Tracking and Motion Forecasting with a Single Convolutional Net
- Computer Science
- 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
- 2018
- 223
- PDF
Frustum PointNets for 3D Object Detection from RGB-D Data
- Computer Science
- 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
- 2018
- 755
- PDF
Mono-Camera 3D Multi-Object Tracking Using Deep Learning Detections and PMBM Filtering
- Computer Science, Engineering
- 2018 IEEE Intelligent Vehicles Symposium (IV)
- 2018
- 59
- PDF
BirdNet: A 3D Object Detection Framework from LiDAR Information
- Computer Science
- 2018 21st International Conference on Intelligent Transportation Systems (ITSC)
- 2018
- 81
- Highly Influential
- PDF
Joint 3D Proposal Generation and Object Detection from View Aggregation
- Computer Science
- 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
- 2018
- 462
- PDF