SOTAVerified

Trajectory Prediction

Trajectory Prediction is the problem of predicting the short-term (1-3 seconds) and long-term (3-5 seconds) spatial coordinates of various road-agents such as cars, buses, pedestrians, rickshaws, and animals, etc. These road-agents have different dynamic behaviors that may correspond to aggressive or conservative driving styles.

Source: Forecasting Trajectory and Behavior of Road-Agents Using Spectral Clustering in Graph-LSTMs

Papers

Showing 601650 of 1004 papers

TitleStatusHype
Self-Aware Trajectory Prediction for Safe Autonomous Driving0
Distilling Knowledge for Short-to-Long Term Trajectory Prediction0
TSGN: Temporal Scene Graph Neural Networks with Projected Vectorized Representation for Multi-Agent Motion Prediction0
A Multidimensional Graph Fourier Transformation Neural Network for Vehicle Trajectory Prediction0
Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control0
An End-to-End Vehicle Trajcetory Prediction Framework0
DeePLT: Personalized Lighting Facilitates by Trajectory Prediction of Recognized Residents in the Smart Home0
Obstacle-Transformer: A Trajectory Prediction Network Based on Surrounding Trajectories0
RESET: Revisiting Trajectory Sets for Conditional Behavior Prediction0
Another Vertical View: A Hierarchical Network for Heterogeneous Trajectory Prediction via SpectrumsCode0
Robustness Benchmark of Road User Trajectory Prediction Models for Automated Driving0
Learned Tree Search for Long-Horizon Social Robot Navigation in Shared Airspace0
Model-Free Reconstruction of Capacity Degradation Trajectory of Lithium-Ion Batteries Using Early Cycle Data0
FIR-based Future Trajectory Prediction in Nighttime Autonomous DrivingCode0
EPG-MGCN: Ego-Planning Guided Multi-Graph Convolutional Network for Heterogeneous Agent Trajectory Prediction0
A Hierarchical Hybrid Learning Framework for Multi-agent Trajectory Prediction0
Rt-Track: Robust Tricks for Multi-Pedestrian Tracking0
Trajectory-Prediction with Vision: A Survey0
Uncertainty-Aware Pedestrian Trajectory Prediction via Distributional Diffusion0
Traj-MAE: Masked Autoencoders for Trajectory Prediction0
Learning Representation for Anomaly Detection of Vehicle Trajectories0
Privacy-preserving and Uncertainty-aware Federated Trajectory Prediction for Connected Autonomous Vehicles0
Dynamic Scenario Representation Learning for Motion Forecasting with Heterogeneous Graph Convolutional Recurrent Networks0
Environment Transformer and Policy Optimization for Model-Based Offline Reinforcement Learning0
Spatiotemporal Capsule Neural Network for Vehicle Trajectory Prediction0
Visual Perception System for Autonomous Driving0
A Cooperation-Aware Lane Change Method for Automated Vehicles0
IPCC-TP: Utilizing Incremental Pearson Correlation Coefficient for Joint Multi-Agent Trajectory Prediction0
Vision-based Multi-future Trajectory Prediction: A Survey0
Regret Analysis of Online LQR Control via Trajectory Prediction and Tracking: Extended Version0
Generative Causal Representation Learning for Out-of-Distribution Motion ForecastingCode0
ForceFormer: Exploring Social Force and Transformer for Pedestrian Trajectory Prediction0
Physics Constrained Motion Prediction with Uncertainty Quantification0
Convolutional Learning on Simplicial Complexes0
How Does Traffic Environment Quantitatively Affect the Autonomous Driving Prediction?0
Stimulus Verification Is a Universal and Effective Sampler in Multi-Modal Human Trajectory Prediction0
Learn TAROT with MENTOR: A Meta-Learned Self-Supervised Approach for Trajectory Prediction0
Semi-supervised Semantics-guided Adversarial Training for Robust Trajectory PredictionCode0
Sparse Instance Conditioned Multimodal Trajectory Prediction0
Driving Style Recognition at First Impression for Online Trajectory Prediction0
ParallelNet: Multi-mode Trajectory Prediction by Multi-mode Trajectory Fusion0
Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization0
Targeted Adversarial Attacks against Neural Network Trajectory Predictors0
MOB-FL: Mobility-Aware Federated Learning for Intelligent Connected Vehicles0
Recognition and Prediction of Surgical Gestures and Trajectories Using Transformer Models in Robot-Assisted Surgery0
Learning a Pedestrian Social Behavior Dictionary0
A Topological Deep Learning Framework for Neural Spike DecodingCode0
STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction0
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoverNetMinADE_54.61Unverified
2xli4217MinADE_54.46Unverified
3Physics OracleMinADE_53.7Unverified
4KeepCalmMinADE_52.74Unverified
5CoverNet, Fixed, Epsilon 2MinADE_52.62Unverified
6SemirMinADE_52.38Unverified
78536MinADE_52.36Unverified
8teamccMinADE_52.28Unverified
9pqMinADE_52.23Unverified
10VI tpMinADE_52.08Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMADE (8/12) @K=531.19Unverified
2Social GANADE-8/12 @K = 2027.23Unverified
3DESIREADE-8/12 @K = 2019.25Unverified
4SoPhieADE (8/12) @K=516.27Unverified
5SophieADE-8/12 @K = 2016.27Unverified
6CGNSADE-8/12 @K = 2015.6Unverified
7MultiverseADE-8/12 @K = 2014.78Unverified
8EvolveGraphADE-8/12 @K = 2013.9Unverified
9CF-VAEADE-8/12 @K = 2012.6Unverified
10P2TIRLADE-8/12 @K = 2012.58Unverified
#ModelMetricClaimedVerifiedStatus
1SophieADE-8/120.54Unverified
2CGNSADE-8/120.49Unverified
3Social-STGCNNADE-8/120.49Unverified
4Social BiGATADE-8/120.48Unverified
5NextADE-8/120.46Unverified
6TPNSTAADE-8/120.37Unverified
7Social-ImplicitADE-8/120.33Unverified
8MANTRAADE-8/120.32Unverified
9Transformer TFADE-8/120.31Unverified
10PECNetADE-8/120.29Unverified
#ModelMetricClaimedVerifiedStatus
1ExpertTrajAvg AMD/AMV 8/1219.2Unverified
2Social-GANAvg AMD/AMV 8/121.42Unverified
3Social-STGCNNAvg AMD/AMV 8/121.26Unverified
4Trajectron++Avg AMD/AMV 8/121.01Unverified
5Social-ImplicitAvg AMD/AMV 8/120.9Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159Unverified
2FOL-XMSE(0.5)147Unverified
3PIE_trajMSE(0.5)110Unverified
4BiTrap-DMSE(0.5)93Unverified
5SGNetMSE(0.5)82Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159Unverified
2FOL-XMSE(0.5)147Unverified
3PIE_trajMSE(0.5)58Unverified
4Bitrap-DMSE(0.5)41Unverified
5SGNetMSE(0.5)34Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE-8/1218.51Unverified
2NextADE-8/1217.99Unverified
3SimAugADE-8/1217.96Unverified
4PishguADE-8/1214.11Unverified
#ModelMetricClaimedVerifiedStatus
1GOHOMEminFDE60.45Unverified
2DESIREminADE60.32Unverified
3TNTminADE60.21Unverified
4ITRAminADE60.17Unverified
#ModelMetricClaimedVerifiedStatus
1DESIREminADE30.29Unverified
2MultiPathminADE30.23Unverified
3TNTminADE30.18Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMFDE1.17Unverified
2U-LSTM + Social PoolingFDE1.15Unverified
3Social-NCE + Social-LSTMFDE1.14Unverified
#ModelMetricClaimedVerifiedStatus
1rule-basedFDE5.99Unverified
2SpectralCowsADE0.01Unverified
#ModelMetricClaimedVerifiedStatus
1FOL-XADE(0.5)6.7Unverified
2SGNetADE(0.5)6.28Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE5.63Unverified
2PishguADE0.88Unverified
#ModelMetricClaimedVerifiedStatus
1TrafficpredictADE8.59Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.12Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.18Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE168.9Unverified
#ModelMetricClaimedVerifiedStatus
1Support Vector MachinesAccuracy88Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE192Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39Unverified
#ModelMetricClaimedVerifiedStatus
1SpectralCowsADE0.01Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE280Unverified
#ModelMetricClaimedVerifiedStatus
1Multiclass-SGCN (ours)mADEK @4.8s14.36Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE9.18Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE7.01Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE0.78Unverified
#ModelMetricClaimedVerifiedStatus
1TrajAirNetADE (in world coordinates)0.73Unverified
#ModelMetricClaimedVerifiedStatus
1Social-ImplicitAvg AMD/AMV 8/120.9Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.7Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.9Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy26.5Unverified