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
ILNet: Trajectory Prediction with Inverse Learning Attention for Enhancing Intention CaptureCode0
Generative Causal Representation Learning for Out-of-Distribution Motion ForecastingCode0
Social Ways: Learning Multi-Modal Distributions of Pedestrian Trajectories with GANsCode0
The highD Dataset: A Drone Dataset of Naturalistic Vehicle Trajectories on German Highways for Validation of Highly Automated Driving SystemsCode0
Encoding Crowd Interaction With Deep Neural Network for Pedestrian Trajectory PredictionCode0
Effective and Efficient Representation Learning for Flight TrajectoriesCode0
Another Vertical View: A Hierarchical Network for Heterogeneous Trajectory Prediction via SpectrumsCode0
SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical ConstraintsCode0
Regularizing Neural Networks for Future Trajectory Prediction via Inverse Reinforcement Learning FrameworkCode0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
An Interacting Multiple Model for Trajectory Prediction of Intelligent Vehicles in Typical Road Traffic ScenarioCode0
Direct multi-modal inversion of geophysical logs using deep learningCode0
Quasi Static Atmospheric Model for Aircraft Trajectory Prediction and Flight SimulationCode0
Sparse Representations for Object and Ego-motion Estimation in Dynamic ScenesCode0
Individualized multi-horizon MRI trajectory prediction for Alzheimer's DiseaseCode0
Probabilistic Symmetry for Multi-Agent DynamicsCode0
THÖR-MAGNI Act: Actions for Human Motion Modeling in Robot-Shared Industrial SpacesCode0
Generalized Simplicial Attention Neural NetworksCode0
An Animation-based Augmentation Approach for Action Recognition from Discontinuous VideoCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
G-PECNet: Towards a Generalizable Pedestrian Trajectory Prediction SystemCode0
Risk-aware Trajectory Prediction by Incorporating Spatio-temporal Traffic Interaction AnalysisCode0
How Do We Fail? Stress Testing Perception in Autonomous VehiclesCode0
Pre-training on Synthetic Driving Data for Trajectory PredictionCode0
Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce DataCode0
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
Predicting Aircraft Trajectories: A Deep Generative Convolutional Recurrent Neural Networks ApproachCode0
Pose-Transformed Equivariant Network for 3D Point Trajectory PredictionCode0
Robust Conformal Prediction for STL Runtime Verification under Distribution ShiftCode0
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory PredictionCode0
FIR-based Future Trajectory Prediction in Nighttime Autonomous DrivingCode0
Factorised Neural Relational Inference for Multi-Interaction SystemsCode0
Decentralized policy learning with partial observation and mechanical constraints for multiperson modelingCode0
SR-LSTM: State Refinement for LSTM towards Pedestrian Trajectory PredictionCode0
DESIRE: Distant Future Prediction in Dynamic Scenes with Interacting AgentsCode0
VegaEdge: Edge AI Confluence Anomaly Detection for Real-Time Highway IoT-ApplicationsCode0
SS-LSTM: A Hierarchical LSTM Model for Pedestrian Trajectory PredictionCode0
PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal ModulationCode0
BP-SGCN: Behavioral Pseudo-Label Informed Sparse Graph Convolution Network for Pedestrian and Heterogeneous Trajectory PredictionCode0
SA-Attack: Speed-adaptive stealthy adversarial attack on trajectory predictionCode0
DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning AbilityCode0
Staged Contact-Aware Global Human Motion ForecastingCode0
Patient Trajectory Prediction: Integrating Clinical Notes with TransformersCode0
Deep Attention Driven Reinforcement Learning (DAD-RL) for Autonomous Decision-Making in Dynamic EnvironmentCode0
Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep ClassificationCode0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
SceneAware: Scene-Constrained Pedestrian Trajectory Prediction with LLM-Guided WalkabilityCode0
Hierarchical Graph-Convolutional Variational AutoEncoding for Generative Modelling of Human MotionCode0
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and AutoencodersCode0
STF: Spatial Temporal Fusion for 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