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 301–350 of 1004 papers

TitleStatusHype
Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data—0
Multi-Agent Dynamic Relational Reasoning for Social Robot Navigation—0
Hacking Predictors Means Hacking Cars: Using Sensitivity Analysis to Identify Trajectory Prediction Vulnerabilities for Autonomous Driving Security—0
SSL-Interactions: Pretext Tasks for Interactive Trajectory Prediction—0
Hyper-STTN: Social Group-aware Spatial-Temporal Transformer Network for Human Trajectory Prediction with Hypergraph Reasoning—0
Knowledge-aware Graph Transformer for Pedestrian Trajectory Prediction—0
Recursively Feasible Chance-constrained Model Predictive Control under Gaussian Mixture Model Uncertainty—0
Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction—0
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving—0
Multimodal Sense-Informed Forecasting of 3D Human Motions—0
GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes—0
Higher-order Relational Reasoning for Pedestrian Trajectory Prediction—0
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction—0
Pose-Transformed Equivariant Network for 3D Point Trajectory PredictionCode0
Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce DataCode0
STIGCN: spatial–temporal interaction‑aware graph convolution network for pedestrian trajectory predictionCode1
Improving Transferability for Cross-domain Trajectory Prediction via Neural Stochastic Differential EquationCode1
Attention-aware Social Graph Transformer Networks for Stochastic Trajectory Prediction—0
Social-Transmotion: Promptable Human Trajectory PredictionCode1
Learning Socio-Temporal Graphs for Multi-Agent Trajectory Prediction—0
AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction—0
Manipulating Trajectory Prediction with Backdoors—0
Modular Neural Network Policies for Learning In-Flight Object Catching with a Robot Hand-Arm System—0
BEVSeg2TP: Surround View Camera Bird's-Eye-View Based Joint Vehicle Segmentation and Ego Vehicle Trajectory Prediction—0
Optimizing Ego Vehicle Trajectory Prediction: The Graph Enhancement Approach—0
Probabilistic Prediction of Longitudinal Trajectory Considering Driving Heterogeneity with Interpretability—0
Multiple Hypothesis Dropout: Estimating the Parameters of Multi-Modal Output DistributionsCode0
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory predictionCode1
World Models via Policy-Guided Trajectory DiffusionCode1
G-MEMP: Gaze-Enhanced Multimodal Ego-Motion Prediction in Driving—0
Interpretable Long Term Waypoint-Based Trajectory Prediction Model—0
BAT: Behavior-Aware Human-Like Trajectory Prediction for Autonomous DrivingCode1
Adaptive Human Trajectory Prediction via Latent Corridors—0
Minimum-Time Trajectory Optimization With Data-Based Models: A Linear Programming Approach—0
Kraken: enabling joint trajectory prediction by utilizing Mode Transformer and Greedy Mode Processing—0
Image and AIS Data Fusion Technique for Maritime Computer Vision ApplicationsCode1
GSGFormer: Generative Social Graph Transformer for Multimodal Pedestrian Trajectory Prediction—0
Cooperative Probabilistic Trajectory Forecasting under Occlusion—0
Heterogeneous Graph-based Trajectory Prediction using Local Map Context and Social Interactions—0
S-T CRF: Spatial-Temporal Conditional Random Field for Human Trajectory Prediction—0
TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare—0
STF: Spatial Temporal Fusion for Trajectory PredictionCode0
Sparse Pedestrian Character Learning for Trajectory Prediction—0
IA-LSTM: Interaction-Aware LSTM for Pedestrian Trajectory Prediction—0
GDTS: Goal-Guided Diffusion Model with Tree Sampling for Multi-Modal Pedestrian Trajectory Prediction—0
A Safer Vision-based Autonomous Planning System for Quadrotor UAVs with Dynamic Obstacle Trajectory Prediction and Its Application with LLMs—0
Human motion trajectory prediction using the Social Force Model for real-time and low computational cost applications—0
Robust Conformal Prediction for STL Runtime Verification under Distribution ShiftCode0
PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous DrivingCode1
CPSOR-GCN: A Vehicle Trajectory Prediction Method Powered by Emotion and Cognitive Theory—0
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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