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 801850 of 1004 papers

TitleStatusHype
AVGCN: Trajectory Prediction using Graph Convolutional Networks Guided by Human Attention0
Memory-Augmented Dynamic Neural Relational Inference0
GlocalNet: Class-aware Long-term Human Motion Synthesis0
A Graph Attention Based Approach for Trajectory Prediction in Multi-agent Sports GamesCode0
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction0
Pedestrian Trajectory Prediction using Context-Augmented Transformer Networks0
Leveraging Neural Network Gradients within Trajectory Optimization for Proactive Human-Robot InteractionsCode0
Attentional-GCNN: Adaptive Pedestrian Trajectory Prediction towards Generic Autonomous Vehicle Use Cases0
Shared Cross-Modal Trajectory Prediction for Autonomous Driving0
Trajectory Prediction in Autonomous Driving with a Lane Heading Auxiliary Loss0
Goal-driven Long-Term Trajectory Prediction0
Temporally-Continuous Probabilistic Prediction using Polynomial Trajectory Parameterization0
Multiple Trajectory Prediction with Deep Temporal and Spatial Convolutional Neural Networks0
PRANK: motion Prediction based on RANKing0
The Role of Machine Learning for Trajectory Prediction in Cooperative Driving0
Trajectory Prediction using Equivariant Continuous Convolution0
Multiple Future Prediction Leveraging Synthetic Trajectories0
Object Tracking Using Spatio-Temporal Future Prediction0
LTN: Long-Term Network for Long-Term Motion Prediction0
Extended Koopman Models0
Scene Gated Social Graph: Pedestrian Trajectory Prediction Based on Dynamic Social Graphs and Scene Constraints0
Pedestrian Trajectory Prediction with Convolutional Neural Networks0
BGM: Building a Dynamic Guidance Map without Visual Images for Trajectory Prediction0
LiRaNet: End-to-End Trajectory Prediction using Spatio-Temporal Radar Fusion0
The Importance of Balanced Data Sets: Analyzing a Vehicle Trajectory Prediction Model based on Neural Networks and Distributed Representations0
Interaction-Based Trajectory Prediction Over a Hybrid Traffic Graph0
daVinciNet: Joint Prediction of Motion and Surgical State in Robot-Assisted Surgery0
Spatial-Temporal Block and LSTM Network for Pedestrian Trajectories Prediction0
HGCN-GJS: Hierarchical Graph Convolutional Network with Groupwise Joint Sampling for Trajectory Prediction0
The PREVENTION Challenge: How Good Are Humans Predicting Lane Changes?0
Map-Adaptive Goal-Based Trajectory Prediction0
Multi-View Fusion of Sensor Data for Improved Perception and Prediction in Autonomous Driving0
Vehicle Trajectory Prediction in Crowded Highway Scenarios Using Bird Eye View Representations and CNNs0
Multi-Modal Trajectory Prediction of NBA Players0
Generative Adversarial Networks for Spatio-temporal Data: A Survey0
Multimodal Deep Generative Models for Trajectory Prediction: A Conditional Variational Autoencoder Approach0
Dynamic and Static Context-aware LSTM for Multi-agent Motion Prediction0
How Can I See My Future? FvTraj: Using First-person View for Pedestrian Trajectory Prediction0
Artificial neural networks for disease trajectory prediction in the context of sepsis0
The Unsupervised Method of Vessel Movement Trajectory Prediction0
SMART: Simultaneous Multi-Agent Recurrent Trajectory Prediction0
Vehicle Trajectory Prediction by Transfer Learning of Semi-Supervised Models0
AutoTrajectory: Label-free Trajectory Extraction and Prediction from Videos using Dynamic Points0
Decentralized policy learning with partial observation and mechanical constraints for multiperson modelingCode0
Probabilistic Multi-modal Trajectory Prediction with Lane Attention for Autonomous Vehicles0
Large-scale Analysis and Simulation of Traffic Flow using Markov Models0
Traffic Agent Trajectory Prediction Using Social Convolution and Attention Mechanism0
Graph2Kernel Grid-LSTM: A Multi-Cued Model for Pedestrian Trajectory Prediction by Learning Adaptive NeighborhoodsCode0
Noticing Motion Patterns: Temporal CNN with a Novel Convolution Operator for Human Trajectory Prediction0
Probabilistic Crowd GAN: Multimodal Pedestrian Trajectory Prediction using a Graph Vehicle-Pedestrian Attention Network0
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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