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 601–650 of 1004 papers

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

#ModelMetricClaimedVerifiedStatus
1CoverNetMinADE_54.61—Unverified
2xli4217MinADE_54.46—Unverified
3Physics OracleMinADE_53.7—Unverified
4KeepCalmMinADE_52.74—Unverified
5CoverNet, Fixed, Epsilon 2MinADE_52.62—Unverified
6SemirMinADE_52.38—Unverified
78536MinADE_52.36—Unverified
8teamccMinADE_52.28—Unverified
9pqMinADE_52.23—Unverified
10VI tpMinADE_52.08—Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMADE (8/12) @K=531.19—Unverified
2Social GANADE-8/12 @K = 2027.23—Unverified
3DESIREADE-8/12 @K = 2019.25—Unverified
4SoPhieADE (8/12) @K=516.27—Unverified
5SophieADE-8/12 @K = 2016.27—Unverified
6CGNSADE-8/12 @K = 2015.6—Unverified
7MultiverseADE-8/12 @K = 2014.78—Unverified
8EvolveGraphADE-8/12 @K = 2013.9—Unverified
9CF-VAEADE-8/12 @K = 2012.6—Unverified
10P2TIRLADE-8/12 @K = 2012.58—Unverified
#ModelMetricClaimedVerifiedStatus
1SophieADE-8/120.54—Unverified
2CGNSADE-8/120.49—Unverified
3Social-STGCNNADE-8/120.49—Unverified
4Social BiGATADE-8/120.48—Unverified
5NextADE-8/120.46—Unverified
6TPNSTAADE-8/120.37—Unverified
7Social-ImplicitADE-8/120.33—Unverified
8MANTRAADE-8/120.32—Unverified
9Transformer TFADE-8/120.31—Unverified
10PECNetADE-8/120.29—Unverified
#ModelMetricClaimedVerifiedStatus
1ExpertTrajAvg AMD/AMV 8/1219.2—Unverified
2Social-GANAvg AMD/AMV 8/121.42—Unverified
3Social-STGCNNAvg AMD/AMV 8/121.26—Unverified
4Trajectron++Avg AMD/AMV 8/121.01—Unverified
5Social-ImplicitAvg AMD/AMV 8/120.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159—Unverified
2FOL-XMSE(0.5)147—Unverified
3PIE_trajMSE(0.5)110—Unverified
4BiTrap-DMSE(0.5)93—Unverified
5SGNetMSE(0.5)82—Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159—Unverified
2FOL-XMSE(0.5)147—Unverified
3PIE_trajMSE(0.5)58—Unverified
4Bitrap-DMSE(0.5)41—Unverified
5SGNetMSE(0.5)34—Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE-8/1218.51—Unverified
2NextADE-8/1217.99—Unverified
3SimAugADE-8/1217.96—Unverified
4PishguADE-8/1214.11—Unverified
#ModelMetricClaimedVerifiedStatus
1GOHOMEminFDE60.45—Unverified
2DESIREminADE60.32—Unverified
3TNTminADE60.21—Unverified
4ITRAminADE60.17—Unverified
#ModelMetricClaimedVerifiedStatus
1DESIREminADE30.29—Unverified
2MultiPathminADE30.23—Unverified
3TNTminADE30.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMFDE1.17—Unverified
2U-LSTM + Social PoolingFDE1.15—Unverified
3Social-NCE + Social-LSTMFDE1.14—Unverified
#ModelMetricClaimedVerifiedStatus
1rule-basedFDE5.99—Unverified
2SpectralCowsADE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1FOL-XADE(0.5)6.7—Unverified
2SGNetADE(0.5)6.28—Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE5.63—Unverified
2PishguADE0.88—Unverified
#ModelMetricClaimedVerifiedStatus
1TrafficpredictADE8.59—Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.12—Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39—Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE168.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Support Vector MachinesAccuracy88—Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE192—Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39—Unverified
#ModelMetricClaimedVerifiedStatus
1SpectralCowsADE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE280—Unverified
#ModelMetricClaimedVerifiedStatus
1Multiclass-SGCN (ours)mADEK @4.8s14.36—Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE9.18—Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE7.01—Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE0.78—Unverified
#ModelMetricClaimedVerifiedStatus
1TrajAirNetADE (in world coordinates)0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Social-ImplicitAvg AMD/AMV 8/120.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.7—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy26.5—Unverified