Multimodal trajectory forecasting based on discrete heat map
Computer Vision and Pattern Recognition
2021-06-23 v1
Abstract
In Argoverse motion forecasting competition, the task is to predict the probabilistic future trajectory distribution for the interested targets in the traffic scene. We use vectorized lane map and 2 s targets' history trajectories as input. Then the model outputs 6 forecasted trajectories with probability for each target.
Cite
@article{arxiv.2106.11467,
title = {Multimodal trajectory forecasting based on discrete heat map},
author = {Jingni Yuan and Jianyun Xu and Yushi Zhu},
journal= {arXiv preprint arXiv:2106.11467},
year = {2021}
}
Related papers
View all related →
Computer Vision and Pattern Recognition · Computer Science
Action Sequence Predictions of Vehicles in Urban Environments using Map and Social Context
Jan-Nico Zaech, Dengxin Dai, Alexander Liniger, Luc Van Gool
2020-04-30
Robotics · Computer Science
Probabilistic Multi-modal Trajectory Prediction with Lane Attention for Autonomous Vehicles
Chenxu Luo, Lin Sun, Dariush Dabiri, Alan Yuille
2020-07-07
Computer Vision and Pattern Recognition · Computer Science
PBP: Path-based Trajectory Prediction for Autonomous Driving
Sepideh Afshar, Nachiket Deo, Akshay Bhagat, Titas Chakraborty +4
2024-03-05
Computer Vision and Pattern Recognition · Computer Science
Efficient Data Representation for Motion Forecasting: A Scene-Specific Trajectory Set Approach
Abhishek Vivekanandan, J. Marius Zöllner
2024-12-10
Robotics · Computer Science
Holistic Graph-based Motion Prediction
Daniel Grimm, Philip Schörner, Moritz Dreßler, J. -Marius Zöllner
2023-06-21
Computer Vision and Pattern Recognition · Computer Science
Diverse Multiple Trajectory Prediction Using a Two-stage Prediction Network Trained with Lane Loss
Sanmin Kim, Hyeongseok Jeon, Junwon Choi, Dongsuk Kum
2023-01-05
Computer Vision and Pattern Recognition · Computer Science
An Approach to Vehicle Trajectory Prediction Using Automatically Generated Traffic Maps
Jannik Quehl, Haohao Hu, Sascha Wirges, Martin Lauer
2018-06-15
Computer Vision and Pattern Recognition · Computer Science
Argoverse: 3D Tracking and Forecasting with Rich Maps
Ming-Fang Chang, John Lambert, Patsorn Sangkloy, Jagjeet Singh +7
2019-11-11
Computer Vision and Pattern Recognition · Computer Science
RetroMotion: Retrocausal Motion Forecasting Models are Instructable
Royden Wagner, Omer Sahin Tas, Felix Hauser, Marlon Steiner +6
2026-04-30
Computer Vision and Pattern Recognition · Computer Science
HOME: Heatmap Output for future Motion Estimation
Thomas Gilles, Stefano Sabatini, Dzmitry Tsishkou, Bogdan Stanciulescu +1
2021-06-03
Machine Learning · Computer Science
Multiple Futures Prediction
Yichuan Charlie Tang, Ruslan Salakhutdinov
2019-12-10
Robotics · Computer Science
Maneuver-based Trajectory Prediction for Self-driving Cars Using Spatio-temporal Convolutional Networks
Benedikt Mersch, Thomas Höllen, Kun Zhao, Cyrill Stachniss +1
2021-09-16
Computer Vision and Pattern Recognition · Computer Science
GOHOME: Graph-Oriented Heatmap Output for future Motion Estimation
Thomas Gilles, Stefano Sabatini, Dzmitry Tsishkou, Bogdan Stanciulescu +1
2021-09-22
Computer Vision and Pattern Recognition · Computer Science
QML for Argoverse 2 Motion Forecasting Challenge
Tong Su, Xishun Wang, Xiaodong Yang
2022-07-15
Computer Vision and Pattern Recognition · Computer Science
Motion Forecasting in Continuous Driving
Nan Song, Bozhou Zhang, Xiatian Zhu, Li Zhang
2024-10-10
Computer Vision and Pattern Recognition · Computer Science
Multi-modal Trajectory Prediction for Autonomous Driving with Semantic Map and Dynamic Graph Attention Network
Bo Dong, Hao Liu, Yu Bai, Jinbiao Lin +3
2021-03-31
Computer Vision and Pattern Recognition · Computer Science
Multimodal Motion Prediction with Stacked Transformers
Yicheng Liu, Jinghuai Zhang, Liangji Fang, Qinhong Jiang +1
2021-03-25
Robotics · Computer Science
Exploring Map-based Features for Efficient Attention-based Vehicle Motion Prediction
Carlos Gómez-Huélamo, Marcos V. Conde, Miguel Ortiz
2022-06-14
Robotics · Computer Science
Boundary-Guided Trajectory Prediction for Road Aware and Physically Feasible Autonomous Driving
Ahmed Abouelazm, Mianzhi Liu, Christian Hubschneider, Yin Wu +2
2026-03-06
Robotics · Computer Science
Multi-modal Motion Prediction with Transformer-based Neural Network for Autonomous Driving
Zhiyu Huang, Xiaoyu Mo, Chen Lv
2021-09-15
Computer Vision and Pattern Recognition · Computer Science
Streaming Real-Time Trajectory Prediction Using Endpoint-Aware Modeling
Alexander Prutsch, David Schinagl, Horst Possegger
2026-03-03
Machine Learning · Computer Science
Map-Adaptive Goal-Based Trajectory Prediction
Lingyao Zhang, Po-Hsun Su, Jerrick Hoang, Galen Clark Haynes +1
2020-11-17
Machine Learning · Computer Science
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior Prediction
Yuning Chai, Benjamin Sapp, Mayank Bansal, Dragomir Anguelov
2019-10-15
Computer Vision and Pattern Recognition · Computer Science
Goal-GAN: Multimodal Trajectory Prediction Based on Goal Position Estimation
Patrick Dendorfer, Aljoša Ošep, Laura Leal-Taixé
2020-10-05
Computer Vision and Pattern Recognition · Computer Science
SHARP: Short-Window Streaming for Accurate and Robust Prediction in Motion Forecasting
Alexander Prutsch, Christian Fruhwirth-Reisinger, David Schinagl, Horst Possegger
2026-03-31