轨迹预测论文阅读

总结

  • goal-based methods
    首先预测每个 agent 的 endpoint, 然后预测完整的轨迹

2018

Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks

Motion Prediction of Traffic Actors for Autonomous Driving using Deep Convolutional Networks

2019

Multimodal Trajectory Predictions for Autonomous Driving using Deep Convolutional Networks

PRECOG: PREdiction Conditioned On Goals in Visual Multi-Agent Settings

Rules of the Road: Predicting Driving Behavior with a Convolutional Model of Semantic Interactions

Multi-Head Attention for Multi-Modal Joint Vehicle Motion Forecasting

2020

Learning Lane Graph Representations for Motion Forecasting

Implicit Latent Variable Model for Scene-Consistent Motion Forecasting

TNT: Target-driveN Trajectory Prediction

VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation

MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior Prediction

CoverNet: Multimodal Behavior Prediction using Trajectory Sets

Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous Data

The Importance of Prior Knowledge in Precise Multimodal Prediction

2021

LaneRCNN: Distributed Representations for Graph-Centric Motion Forecasting

Multimodal Trajectory Prediction Conditioned on Lane-Graph Traversals

Goal-driven Long-Term Trajectory Prediction

DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place Solution [√]

Scene Transformer: A unified multi-task model for behavior prediction and planning

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Origin blog.csdn.net/qq_35632833/article/details/119549845