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
Patient Trajectory Prediction: Integrating Clinical Notes with TransformersCode0
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and AutoencodersCode0
Navigating Uncertainty: The Role of Short-Term Trajectory Prediction in Autonomous Vehicle SafetyCode0
Naturalistic Driver Intention and Path Prediction using Recurrent Neural NetworksCode0
Novel Diffusion Models for Multimodal 3D Hand Trajectory PredictionCode0
UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain GenerationCode0
Generative Causal Representation Learning for Out-of-Distribution Motion ForecastingCode0
Multiple Hypothesis Dropout: Estimating the Parameters of Multi-Modal Output DistributionsCode0
Multimodal Trajectory Prediction for Autonomous Driving on Unstructured Roads using Deep Convolutional NetworkCode0
Generalized Simplicial Attention Neural NetworksCode0
Multimodal Trajectory Predictions for Autonomous Driving using Deep Convolutional NetworksCode0
MSN: Multi-Style Network for Trajectory PredictionCode0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
Mitigating Traffic Oscillations in Mixed Traffic Flow with Scalable Deep Koopman Predictive ControlCode0
G2LTraj: A Global-to-Local Generation Approach for Trajectory PredictionCode0
The Trajectron: Probabilistic Multi-Agent Trajectory Modeling With Dynamic Spatiotemporal GraphsCode0
Multi-Agent Tensor Fusion for Contextual Trajectory PredictionCode0
Meta-path Analysis on Spatio-Temporal Graphs for Pedestrian Trajectory PredictionCode0
LuSh-NeRF: Lighting up and Sharpening NeRFs for Low-light ScenesCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Conditional Generative Adversarial Networks for Speed Control in Trajectory SimulationCode0
Leveraging Neural Network Gradients within Trajectory Optimization for Proactive Human-Robot InteractionsCode0
FIR-based Future Trajectory Prediction in Nighttime Autonomous DrivingCode0
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior PredictionCode0
Learning Structured Representations of Spatial and Interactive Dynamics for Trajectory Prediction in Crowded ScenesCode0
Factorised Neural Relational Inference for Multi-Interaction SystemsCode0
Latent Task-Specific Graph Network SimulatorsCode0
CMTS: Conditional Multiple Trajectory Synthesizer for Generating Safety-critical Driving ScenariosCode0
Joint Monocular 3D Vehicle Detection and TrackingCode0
Integrating kinematics and environment context into deep inverse reinforcement learning for predicting off-road vehicle trajectoriesCode0
Individualized multi-horizon MRI trajectory prediction for Alzheimer's DiseaseCode0
A Probabilistic Semi-Supervised Approach to Multi-Task Human Activity ModelingCode0
Evaluation of creating scoring opportunities for teammates in soccer via trajectory predictionCode0
Improving Out-of-Distribution Generalization of Trajectory Prediction for Autonomous Driving via Polynomial RepresentationsCode0
Kinematic Single Vehicle Trajectory Prediction Baselines and Applications with the NGSIM DatasetCode0
ILNet: Trajectory Prediction with Inverse Learning Attention for Enhancing Intention CaptureCode0
Gradient-based Trajectory Optimization with Parallelized Differentiable Traffic SimulationCode0
GRANP: A Graph Recurrent Attentive Neural Process Model for Vehicle Trajectory PredictionCode0
INFER: INtermediate representations for FuturE pRedictionCode0
Graph2Kernel Grid-LSTM: A Multi-Cued Model for Pedestrian Trajectory Prediction by Learning Adaptive NeighborhoodsCode0
A Novel Deep Neural Network for Trajectory Prediction in Automated Vehicles Using Velocity Vector FieldCode0
How Do We Fail? Stress Testing Perception in Autonomous VehiclesCode0
Hierarchical Graph-Convolutional Variational AutoEncoding for Generative Modelling of Human MotionCode0
Enhancing Pedestrian Trajectory Prediction with Crowd Trip InformationCode0
GUIDE-CoT: Goal-driven and User-Informed Dynamic Estimation for Pedestrian Trajectory using Chain-of-ThoughtCode0
Learning System Dynamics without ForgettingCode0
Enhancing Mapless Trajectory Prediction through Knowledge Distillation0
Enhancing Interaction Modeling with Agent Selection and Physical Coefficient for Trajectory Prediction0
Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework0
CATP: Context-Aware Trajectory Prediction with Competition Symbiosis0
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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