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 9511000 of 1004 papers

TitleStatusHype
CM Modeling of Trajectory0
TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents0
Integrating kinematics and environment context into deep inverse reinforcement learning for predicting off-road vehicle trajectoriesCode0
Multiple Interactions Made Easy (MIME): Large Scale Demonstrations Data for Imitation0
The Trajectron: Probabilistic Multi-Agent Trajectory Modeling With Dynamic Spatiotemporal GraphsCode0
The highD Dataset: A Drone Dataset of Naturalistic Vehicle Trajectories on German Highways for Validation of Highly Automated Driving SystemsCode0
A Probabilistic Semi-Supervised Approach to Multi-Task Human Activity ModelingCode0
Multimodal Trajectory Predictions for Autonomous Driving using Deep Convolutional NetworksCode0
Socially Aware Kalman Neural Networks for Trajectory Prediction0
Convolutional Neural Network for Trajectory Prediction0
Scene-LSTM: A Model for Human Trajectory Prediction0
A Learning-Based Framework for Two-Dimensional Vehicle Maneuver Prediction over V2V Networks0
Naturalistic Driver Intention and Path Prediction using Recurrent Neural NetworksCode0
Pedestrian Trajectory Prediction with Structured Memory Hierarchies0
Moving Objects Analytics: Survey on Future Location & Trajectory Prediction Methods0
A Scalable Framework for Trajectory Prediction0
SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical ConstraintsCode0
Encoding Crowd Interaction With Deep Neural Network for Pedestrian Trajectory PredictionCode0
An Evaluation of Trajectory Prediction Approaches and Notes on the TrajNet Benchmark0
Convolutional Social Pooling for Vehicle Trajectory PredictionCode1
Multi-Modal Trajectory Prediction of Surrounding Vehicles with Maneuver based LSTMs0
Social GAN: Socially Acceptable Trajectories with Generative Adversarial NetworksCode1
SS-LSTM: A Hierarchical LSTM Model for Pedestrian Trajectory PredictionCode0
Tracking by Prediction: A Deep Generative Model for Mutli-Person localisation and Tracking0
Intentions of Vulnerable Road Users - Detection and Forecasting by Means of Machine Learning0
An Approach to Vehicle Trajectory Prediction Using Automatically Generated Traffic Maps0
A Machine Learning Approach to Air Traffic Route Choice Modelling0
Sequence-to-Sequence Prediction of Vehicle Trajectory via LSTM Encoder-Decoder Architecture0
An LSTM Network for Highway Trajectory Prediction0
How would surround vehicles move? A Unified Framework for Maneuver Classification and Motion Prediction0
Predicting Future Lane Changes of Other Highway Vehicles using RNN-based Deep Models0
Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty0
Social Attention: Modeling Attention in Human CrowdsCode0
3DOF Pedestrian Trajectory Prediction Learned from Long-Term Autonomous Mobile Robot Deployment Data0
Applying Deep Bidirectional LSTM and Mixture Density Network for Basketball Trajectory Prediction0
Cognitive Subscore Trajectory Prediction in Alzheimer's Disease0
Human Trajectory Prediction using Spatially aware Deep Attention Models0
Context-Aware Trajectory Prediction0
Motion Prediction Under Multimodality with Conditional Stochastic Networks0
Probabilistic Vehicle Trajectory Prediction over Occupancy Grid Map via Recurrent Neural Network0
DESIRE: Distant Future Prediction in Dynamic Scenes with Interacting AgentsCode0
Tree Memory Networks for Modelling Long-term Temporal Dependencies0
Soft + Hardwired Attention: An LSTM Framework for Human Trajectory Prediction and Abnormal Event Detection0
T-CONV: A Convolutional Neural Network For Multi-scale Taxi Trajectory Prediction0
Employing traditional machine learning algorithms for big data streams analysis: the case of object trajectory prediction0
Modeling and Inferring Human Intents and Latent Functional Objects for Trajectory Prediction0
Social LSTM: Human Trajectory Prediction in Crowded Spaces0
Knowledge Transfer for Scene-specific Motion Prediction0
Forecasting Social Navigation in Crowded Complex Scenes0
TribeFlow: Mining & Predicting User Trajectories0
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