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 301350 of 1004 papers

TitleStatusHype
Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data0
Multi-Agent Dynamic Relational Reasoning for Social Robot Navigation0
Hacking Predictors Means Hacking Cars: Using Sensitivity Analysis to Identify Trajectory Prediction Vulnerabilities for Autonomous Driving Security0
SSL-Interactions: Pretext Tasks for Interactive Trajectory Prediction0
Hyper-STTN: Social Group-aware Spatial-Temporal Transformer Network for Human Trajectory Prediction with Hypergraph Reasoning0
Knowledge-aware Graph Transformer for Pedestrian Trajectory Prediction0
Recursively Feasible Chance-constrained Model Predictive Control under Gaussian Mixture Model Uncertainty0
Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction0
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving0
Multimodal Sense-Informed Forecasting of 3D Human Motions0
GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes0
Higher-order Relational Reasoning for Pedestrian Trajectory Prediction0
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction0
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 Prediction0
Social-Transmotion: Promptable Human Trajectory PredictionCode1
Learning Socio-Temporal Graphs for Multi-Agent Trajectory Prediction0
AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction0
Manipulating Trajectory Prediction with Backdoors0
Modular Neural Network Policies for Learning In-Flight Object Catching with a Robot Hand-Arm System0
BEVSeg2TP: Surround View Camera Bird's-Eye-View Based Joint Vehicle Segmentation and Ego Vehicle Trajectory Prediction0
Optimizing Ego Vehicle Trajectory Prediction: The Graph Enhancement Approach0
Probabilistic Prediction of Longitudinal Trajectory Considering Driving Heterogeneity with Interpretability0
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 Driving0
Interpretable Long Term Waypoint-Based Trajectory Prediction Model0
BAT: Behavior-Aware Human-Like Trajectory Prediction for Autonomous DrivingCode1
Adaptive Human Trajectory Prediction via Latent Corridors0
Minimum-Time Trajectory Optimization With Data-Based Models: A Linear Programming Approach0
Kraken: enabling joint trajectory prediction by utilizing Mode Transformer and Greedy Mode Processing0
Image and AIS Data Fusion Technique for Maritime Computer Vision ApplicationsCode1
GSGFormer: Generative Social Graph Transformer for Multimodal Pedestrian Trajectory Prediction0
Cooperative Probabilistic Trajectory Forecasting under Occlusion0
Heterogeneous Graph-based Trajectory Prediction using Local Map Context and Social Interactions0
S-T CRF: Spatial-Temporal Conditional Random Field for Human Trajectory Prediction0
TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare0
STF: Spatial Temporal Fusion for Trajectory PredictionCode0
Sparse Pedestrian Character Learning for Trajectory Prediction0
IA-LSTM: Interaction-Aware LSTM for Pedestrian Trajectory Prediction0
GDTS: Goal-Guided Diffusion Model with Tree Sampling for Multi-Modal Pedestrian Trajectory Prediction0
A Safer Vision-based Autonomous Planning System for Quadrotor UAVs with Dynamic Obstacle Trajectory Prediction and Its Application with LLMs0
Human motion trajectory prediction using the Social Force Model for real-time and low computational cost applications0
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 Theory0
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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