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 901950 of 1004 papers

TitleStatusHype
Adaptive Probabilistic Vehicle Trajectory Prediction Through Physically Feasible Bayesian Recurrent Neural Network0
Human Driver Behavior Prediction based on UrbanFlow0
Personality-Aware Probabilistic Map for Trajectory Prediction of Pedestrians0
GRIP: Graph-based Interaction-aware Trajectory PredictionCode0
Probabilistic Trajectory Prediction for Autonomous Vehicles with Attentive Recurrent Neural Process0
SafeCritic: Collision-Aware Trajectory Prediction0
Neural Memory Plasticity for Anomaly Detection0
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior PredictionCode0
Learning Navigation by Visual Localization and Trajectory Prediction0
STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory PredictionCode0
Joint Prediction for Kinematic Trajectories in Vehicle-Pedestrian-Mixed Scenes0
Predicting Responses to a Robot's Future Motion using Generative Recurrent Neural Networks0
Context agnostic trajectory prediction based on λ-architecture0
Learning Underlying Physical Properties From Observations For Trajectory Prediction0
CMTS: Conditional Multiple Trajectory Synthesizer for Generating Safety-critical Driving ScenariosCode0
Patient trajectory prediction in the Mimic-III dataset, challenges and pitfalls0
Real Time Trajectory Prediction Using Deep Conditional Generative ModelsCode0
Kinematic Single Vehicle Trajectory Prediction Baselines and Applications with the NGSIM DatasetCode0
Conditional Flow Variational Autoencoders for Structured Sequence Prediction0
Trajectory Prediction by Coupling Scene-LSTM with Human Movement LSTM0
Modeling continuous-time stochastic processes using N-Curve mixtures0
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection0
DROGON: A Trajectory Prediction Model based on Intention-Conditioned Behavior Reasoning0
Prediction of Highway Lane Changes Based on Prototype Trajectories0
Stochastic trajectory prediction with social graph network0
Analyzing the Variety Loss in the Context of Probabilistic Trajectory Prediction0
Image Evolution Trajectory Prediction and Classification from Baseline using Learning-based Patch Atlas Selection for Early Diagnosis0
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning0
Regularizing Neural Networks for Future Trajectory Prediction via Inverse Reinforcement Learning FrameworkCode0
Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks0
Sub-Goal Trees -- a Framework for Goal-Directed Trajectory Prediction and Optimization0
Intention-aware Long Horizon Trajectory Prediction of Surrounding Vehicles using Dual LSTM Networks0
StarNet: Pedestrian Trajectory Prediction using Deep Neural Network in Star Topology0
Factorised Neural Relational Inference for Multi-Interaction SystemsCode0
Human Motion Trajectory Prediction: A Survey0
Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection0
Conditional Generative Neural System for Probabilistic Trajectory Prediction0
Coordination and Trajectory Prediction for Vehicle Interactions via Bayesian Generative Modeling0
Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANsCode0
Energy-Based Continuous Inverse Optimal Control0
Multi-Agent Tensor Fusion for Contextual Trajectory PredictionCode0
Generic Multiview Visual Tracking0
INFER: INtermediate representations for FuturE pRedictionCode0
Sparse Representations for Object and Ego-motion Estimation in Dynamic ScenesCode0
SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory PredictionCode0
Online Vehicle Trajectory Prediction using Policy Anticipation Network and Optimization-based Context Reasoning0
Situation-Aware Pedestrian Trajectory Prediction with Spatio-Temporal Attention Model0
Uncertainty-Aware Driver Trajectory Prediction at Urban Intersections0
Predicting Aircraft Trajectories: A Deep Generative Convolutional Recurrent Neural Networks ApproachCode0
GD-GAN: Generative Adversarial Networks for Trajectory Prediction and Group Detection in Crowds0
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
2CGNSADE-8/120.49Unverified
3Social-STGCNNADE-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