SOTAVerified

Motion Forecasting

Motion forecasting is the task of predicting the location of a tracked object in the future

Papers

Showing 125 of 205 papers

TitleStatusHype
ILNet: Trajectory Prediction with Inverse Learning Attention for Enhancing Intention CaptureCode0
GoIRL: Graph-Oriented Inverse Reinforcement Learning for Multimodal Trajectory Prediction0
Scaling Laws of Motion Forecasting and Planning -- A Technical Report0
HUMOF: Human Motion Forecasting in Interactive Social Scenes0
Contrast & Compress: Learning Lightweight Embeddings for Short Trajectories0
RetroMotion: Retrocausal Motion Forecasting Models are InstructableCode0
HAMF: A Hybrid Attention-Mamba Framework for Joint Scene Context Understanding and Future Motion Representation Learning0
VALISENS: A Validated Innovative Multi-Sensor System for Cooperative Automated Driving0
M3CAD: Towards Generic Cooperative Autonomous Driving BenchmarkCode1
SafeCast: Risk-Responsive Motion Forecasting for Autonomous Vehicles0
CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting0
Future-Aware Interaction Network For Motion Forecasting0
Motion Forecasting for Autonomous Vehicles: A Survey0
Target-driven Self-Distillation for Partial Observed Trajectories Forecasting0
Modular Framework for Uncertainty Prediction in Autonomous Vehicle Motion Forecasting within Complex Traffic Scenarios0
TrajFlow: A Generative Framework for Occupancy Density Estimation Using Normalizing FlowsCode0
PPT: Pretraining with Pseudo-Labeled Trajectories for Motion Forecasting0
Enhancing Lane Segment Perception and Topology Reasoning with Crowdsourcing Trajectory Priors0
Map-Free Trajectory Prediction with Map Distillation and Hierarchical Encoding0
Planning-Aware Diffusion Networks for Enhanced Motion Forecasting in Autonomous Driving0
MambaBEV: An efficient 3D detection model with Mamba20
Learning to Generate Diverse Pedestrian Movements from Web Videos with Noisy Labels0
DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic StatesCode2
Motion Forecasting in Continuous DrivingCode2
MDMP: Multi-modal Diffusion for supervised Motion Predictions with uncertaintyCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WSTbrier-minFDE (K=6)26.41Unverified
2BaseballBrobrier-minFDE (K=6)24.35Unverified
3Constant velocity map priorbrier-minFDE (K=6)23.39Unverified
4DQSbrier-minFDE (K=6)12.88Unverified
5xjtub09brier-minFDE (K=6)11.46Unverified
6suubrier-minFDE (K=6)9.51Unverified
7yellowtaxibrier-minFDE (K=6)8.86Unverified
8Online_CLbrier-minFDE (K=6)8.75Unverified
9RuShengbrier-minFDE (K=6)8.38Unverified
10mmmdddbrier-minFDE (K=6)8.26Unverified