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 251300 of 1004 papers

TitleStatusHype
C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory PredictionCode0
Another Vertical View: A Hierarchical Network for Heterogeneous Trajectory Prediction via SpectrumsCode0
SITUATE: Indoor Human Trajectory Prediction through Geometric Features and Self-Supervised Vision RepresentationCode0
Staged Contact-Aware Global Human Motion ForecastingCode0
A Graph Attention Based Approach for Trajectory Prediction in Multi-agent Sports GamesCode0
An Interacting Multiple Model for Trajectory Prediction of Intelligent Vehicles in Typical Road Traffic ScenarioCode0
SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen CamerasCode0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
Short-Term Trajectory Prediction for Full-Immersive Multiuser Virtual Reality with Redirected WalkingCode0
Semi-supervised Semantics-guided Adversarial Training for Robust Trajectory PredictionCode0
BP-SGCN: Behavioral Pseudo-Label Informed Sparse Graph Convolution Network for Pedestrian and Heterogeneous Trajectory PredictionCode0
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory PredictionCode0
SceneAware: Scene-Constrained Pedestrian Trajectory Prediction with LLM-Guided WalkabilityCode0
SA-Attack: Speed-adaptive stealthy adversarial attack on trajectory predictionCode0
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly DetectionCode0
Robust Conformal Prediction for STL Runtime Verification under Distribution ShiftCode0
Direct multi-modal inversion of geophysical logs using deep learningCode0
Risk-aware Trajectory Prediction by Incorporating Spatio-temporal Traffic Interaction AnalysisCode0
Diffusion-Based Environment-Aware Trajectory PredictionCode0
Regularizing Neural Networks for Future Trajectory Prediction via Inverse Reinforcement Learning FrameworkCode0
DESIRE: Distant Future Prediction in Dynamic Scenes with Interacting AgentsCode0
Realistic Adversarial Attacks for Robustness Evaluation of Trajectory Prediction Models via Future State PerturbationCode0
Quasi Static Atmospheric Model for Aircraft Trajectory Prediction and Flight SimulationCode0
Real Time Trajectory Prediction Using Deep Conditional Generative ModelsCode0
Probabilistic Symmetry for Multi-Agent DynamicsCode0
DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning AbilityCode0
A Few-shot Learning Graph Multi-Trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline TimepointCode0
Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce DataCode0
Pre-training on Synthetic Driving Data for Trajectory PredictionCode0
PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal ModulationCode0
Decentralized policy learning with partial observation and mechanical constraints for multiperson modelingCode0
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
Pose-Transformed Equivariant Network for 3D Point Trajectory PredictionCode0
Deep Attention Driven Reinforcement Learning (DAD-RL) for Autonomous Decision-Making in Dynamic EnvironmentCode0
Predicting Aircraft Trajectories: A Deep Generative Convolutional Recurrent Neural Networks ApproachCode0
Semantics-STGCNN: A Semantics-guided Spatial-Temporal Graph Convolutional Network for Multi-class Trajectory PredictionCode0
Novel Diffusion Models for Multimodal 3D Hand Trajectory PredictionCode0
Naturalistic Driver Intention and Path Prediction using Recurrent Neural NetworksCode0
Multiple Hypothesis Dropout: Estimating the Parameters of Multi-Modal Output DistributionsCode0
Navigating Uncertainty: The Role of Short-Term Trajectory Prediction in Autonomous Vehicle SafetyCode0
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and AutoencodersCode0
Multimodal Trajectory Predictions for Autonomous Driving using Deep Convolutional NetworksCode0
CVPR 2019 WAD Challenge on Trajectory Prediction and 3D PerceptionCode0
An Animation-based Augmentation Approach for Action Recognition from Discontinuous VideoCode0
Multimodal Trajectory Prediction for Autonomous Driving on Unstructured Roads using Deep Convolutional NetworkCode0
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior PredictionCode0
A Topological Deep Learning Framework for Neural Spike DecodingCode0
G-PECNet: Towards a Generalizable Pedestrian Trajectory Prediction SystemCode0
MSN: Multi-Style Network for Trajectory PredictionCode0
Multi-Agent Tensor Fusion for Contextual Trajectory PredictionCode0
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