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 751800 of 1004 papers

TitleStatusHype
GOHOME: Graph-Oriented Heatmap Output for future Motion Estimation0
LOKI: Long Term and Key Intentions for Trajectory Prediction0
Towards Robust Human Trajectory Prediction in Raw Videos0
Decoder Fusion RNN: Context and Interaction Aware Decoders for Trajectory Prediction0
Semantics-STGCNN: A Semantics-guided Spatial-Temporal Graph Convolutional Network for Multi-class Trajectory PredictionCode0
RAIN: Reinforced Hybrid Attention Inference Network for Motion Forecasting0
DeepTrack: Lightweight Deep Learning for Vehicle Path Prediction in Highways0
Unlimited Neighborhood Interaction for Heterogeneous Trajectory PredictionCode0
Probabilistic Trajectory Prediction with Structural Constraints0
Online Multi-Agent Forecasting with Interpretable Collaborative Graph Neural Network0
MSN: Multi-Style Network for Trajectory PredictionCode0
Generating Synthetic Training Data for Deep Learning-Based UAV Trajectory Prediction0
Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers0
NetTraj: A Network-based Vehicle Trajectory Prediction Model with Directional Representation and Spatiotemporal Attention Mechanisms0
SGCN: Sparse Graph Convolution Network for Pedestrian Trajectory Prediction0
Introvert: Human Trajectory Prediction via Conditional 3D Attention0
Pedestrian and Ego-Vehicle Trajectory Prediction From Monocular Camera0
Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction?0
Spectral Temporal Graph Neural Network for Trajectory Prediction0
OctoPath: An OcTree Based Self-Supervised Learning Approach to Local Trajectory Planning for Mobile Robots0
Predicting Vehicles Trajectories in Urban Scenarios with Transformer Networks and Augmented Information0
Enhancing Trajectory Prediction using Sparse Outputs: Application to Team Sports0
Social-IWSTCNN: A Social Interaction-Weighted Spatio-Temporal Convolutional Neural Network for Pedestrian Trajectory Prediction in Urban Traffic Scenarios0
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and AutoencodersCode0
Target Recovery for Robust Deep Learning-Based Person Following in Mobile Robots: Online Trajectory Prediction0
Physically Feasible Vehicle Trajectory Prediction0
Divide-and-Conquer for Lane-Aware Diverse Trajectory Prediction0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Nonlinear Model Based Guidance with Deep Learning Based Target Trajectory Prediction Against Aerial Agile Attack Patterns0
SRA-LSTM: Social Relationship Attention LSTM for Human Trajectory Prediction0
Multi-modal Trajectory Prediction for Autonomous Driving with Semantic Map and Dynamic Graph Attention Network0
GPRAR: Graph Convolutional Network based Pose Reconstruction and Action Recognition for Human Trajectory PredictionCode0
Source Aware Deep Learning Framework for Hand Kinematic Reconstruction using EEG Signal0
Variational Autoencoder-Based Vehicle Trajectory Prediction with an Interpretable Latent Space0
Conditional Generative Adversarial Networks for Speed Control in Trajectory SimulationCode0
TPCN: Temporal Point Cloud Networks for Motion Forecasting0
Spatio-Temporal Look-Ahead Trajectory Prediction using Memory Neural Network0
Recursive Least Squares Based Refinement Network for the Rollout Trajectory Prediction Methods0
SLPC: a VRNN-based approach for stochastic lidar prediction and completion in autonomous driving0
Spatio-Temporal Graph Dual-Attention Network for Multi-Agent Prediction and Tracking0
SCOUT: Socially-COnsistent and UndersTandable Graph Attention Network for Trajectory Prediction of Vehicles and VRUs0
Learning Interaction-Aware Trajectory Predictions for Decentralized Multi-Robot Motion Planning in Dynamic Environments0
Vehicle trajectory prediction in top-view image sequences based on deep learning method0
Real-time Prediction for Mechanical Ventilation in COVID-19 Patients using A Multi-task Gaussian Process Multi-objective Self-attention Network0
Polynomial Trajectory Predictions for Improved Learning Performance0
SCAN: A Spatial Context Attentive Network for Joint Multi-Agent Intent Prediction0
Spatial-Channel Transformer Network for Trajectory Prediction on the Traffic Scenes0
Probability Trajectory: One New Movement Description for Trajectory Prediction0
Quasi Static Atmospheric Model for Aircraft Trajectory Prediction and Flight SimulationCode0
COLLIDE-PRED: Prediction of On-Road Collision From Surveillance Videos0
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