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 651700 of 1004 papers

TitleStatusHype
Informed Priors for Knowledge Integration in Trajectory Prediction0
Behavioral Intention Prediction in Driving Scenes: A Survey0
On-Board Pedestrian Trajectory Prediction Using Behavioral Features0
IDM-Follower: A Model-Informed Deep Learning Method for Long-Sequence Car-Following Trajectory Prediction0
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation0
Rethinking Trajectory Prediction via "Team Game"0
G-PECNet: Towards a Generalizable Pedestrian Trajectory Prediction SystemCode0
Motion Inspired Unsupervised Perception and Prediction in Autonomous Driving0
Trajectory Prediction for Vehicle Conflict Identification at Intersections Using Sequence-to-Sequence Recurrent Neural Networks0
Exploiting map information for self-supervised learning in motion forecasting0
Citation Trajectory Prediction via Publication Influence Representation Using Temporal Knowledge Graph0
Optical Neural Ordinary Differential Equations0
AdvDO: Realistic Adversarial Attacks for Trajectory Prediction0
Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task0
Recurrent LSTM-based UAV Trajectory Prediction with ADS-B Information0
Group Activity Recognition in Basketball Tracking Data -- Neural Embeddings in Team Sports (NETS)0
Class-Aware Attention for Multimodal Trajectory Prediction0
EvolveHypergraph: Group-Aware Dynamic Relational Reasoning for Trajectory Prediction0
Generalizability Analysis of Graph-based Trajectory Predictor with Vectorized Representation0
Robust Trajectory Prediction against Adversarial Attacks0
Data-driven Self-triggered Control via Trajectory Prediction0
Action-based Contrastive Learning for Trajectory Prediction0
Short-Term Trajectory Prediction for Full-Immersive Multiuser Virtual Reality with Redirected WalkingCode0
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly DetectionCode0
Vehicle Trajectory Prediction on Highways Using Bird Eye View Representations and Deep Learning0
Golfer: Trajectory Prediction with Masked Goal Conditioning MnM Network0
Learning Citywide Patterns of Life from Trajectory Monitoring0
TENET: Transformer Encoding Network for Effective Temporal Flow on Motion Prediction0
Conditioned Human Trajectory Prediction using Iterative Attention Blocks0
Online Trajectory Prediction for Metropolitan Scale Mobility Digital Twin0
Trajectory Prediction from EGO View: A Coordinate Transform and Tail-Light Event Driven Approach0
Diverse Multiple Trajectory Prediction Using a Two-stage Prediction Network Trained with Lane Loss0
Holistic Transformer: A Joint Neural Network for Trajectory Prediction and Decision-Making of Autonomous Vehicles0
MEAT: Maneuver Extraction from Agent Trajectories0
Evaluation of creating scoring opportunities for teammates in soccer via trajectory predictionCode0
Semi-supervised Semantics-guided Adversarial Training for Trajectory Prediction0
Uncertainty estimation for Cross-dataset performance in Trajectory prediction0
Recurrent Encoder-Decoder Networks for Vessel Trajectory Prediction with Uncertainty Estimation0
KEMP: Keyframe-Based Hierarchical End-to-End Deep Model for Long-Term Trajectory Prediction0
Probabilistic Symmetry for Multi-Agent DynamicsCode0
Neuroevolutionary Multi-objective approaches to Trajectory Prediction in Autonomous Vehicles0
Bézier Curve Gaussian Processes0
Control-Aware Prediction Objectives for Autonomous Driving0
Importance is in your attention: agent importance prediction for autonomous driving0
STMGCN: Mobile Edge Computing-Empowered Vessel Trajectory Prediction Using Spatio-Temporal Multigraph Convolutional Network0
An Inverse Optimal Control Approach for Trajectory Prediction of Autonomous Race Cars0
TrajGen: Generating Realistic and Diverse Trajectories with Reactive and Feasible Agent Behaviors for Autonomous Driving0
Domain Knowledge Driven Pseudo Labels for Interpretable Goal-Conditioned Interactive Trajectory Prediction0
How Do We Fail? Stress Testing Perception in Autonomous VehiclesCode0
SMEMO: Social Memory for Trajectory Forecasting0
Show:102550
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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