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 451500 of 1004 papers

TitleStatusHype
Motion-Scenario Decoupling for Rat-Aware Video Position Prediction: Strategy and Benchmark0
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
Towards Capturing the Temporal Dynamics for Trajectory Prediction: a Coarse-to-Fine ApproachCode1
Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control0
A Non-autoregressive Multi-Horizon Flight Trajectory Prediction Framework with Gray Code RepresentationCode1
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
LMR: Lane Distance-Based Metric for Trajectory PredictionCode1
RESET: Revisiting Trajectory Sets for Conditional Behavior Prediction0
Another Vertical View: A Hierarchical Network for Heterogeneous Trajectory Prediction via SpectrumsCode0
Evaluation of Differentially Constrained Motion Models for Graph-Based Trajectory PredictionCode1
Unsupervised Sampling Promoting for Stochastic Human Trajectory PredictionCode1
Learned Tree Search for Long-Horizon Social Robot Navigation in Shared Airspace0
Robustness Benchmark of Road User Trajectory Prediction Models for Automated Driving0
FIR-based Future Trajectory Prediction in Nighttime Autonomous DrivingCode0
Model-Free Reconstruction of Capacity Degradation Trajectory of Lithium-Ion Batteries Using Early Cycle Data0
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
EPG-MGCN: Ego-Planning Guided Multi-Graph Convolutional Network for Heterogeneous Agent Trajectory Prediction0
Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and PredictionCode1
Multimodal Manoeuvre and Trajectory Prediction for Automated Driving on Highways Using Transformer NetworksCode1
A Hierarchical Hybrid Learning Framework for Multi-agent Trajectory Prediction0
MSTFormer: Motion Inspired Spatial-temporal Transformer with Dynamic-aware Attention for long-term Vessel Trajectory PredictionCode1
Leapfrog Diffusion Model for Stochastic Trajectory PredictionCode2
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningCode1
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
A POV-based Highway Vehicle Trajectory Dataset and Prediction ArchitectureCode1
Learning Representation for Anomaly Detection of Vehicle Trajectories0
Dynamic Scenario Representation Learning for Motion Forecasting with Heterogeneous Graph Convolutional Recurrent Networks0
Privacy-preserving and Uncertainty-aware Federated Trajectory Prediction for Connected Autonomous Vehicles0
InsMOS: Instance-Aware Moving Object Segmentation in LiDAR DataCode1
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
LAformer: Trajectory Prediction for Autonomous Driving with Lane-Aware Scene ConstraintsCode1
Vision-based Multi-future Trajectory Prediction: A Survey0
Context-Aware Timewise VAEs for Real-Time Vehicle Trajectory PredictionCode1
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
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-GeometricCode1
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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
2Social-STGCNNADE-8/120.49Unverified
3CGNSADE-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