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 501550 of 1004 papers

TitleStatusHype
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEsCode1
Generative Adversarial Symmetry DiscoveryCode1
Pre-Training Protein Encoder via Siamese Sequence-Structure Diffusion Trajectory PredictionCode1
Convolutional Learning on Simplicial Complexes0
How Does Traffic Environment Quantitatively Affect the Autonomous Driving Prediction?0
Multi-Vehicle Trajectory Prediction at Intersections using State and Intention InformationCode1
Learn TAROT with MENTOR: A Meta-Learned Self-Supervised Approach for Trajectory Prediction0
Trajectory Unified Transformer for Pedestrian Trajectory PredictionCode1
Sparse Instance Conditioned Multimodal Trajectory Prediction0
Semi-supervised Semantics-guided Adversarial Training for Robust Trajectory PredictionCode0
INT2: Interactive Trajectory Prediction at IntersectionsCode1
Stimulus Verification Is a Universal and Effective Sampler in Multi-Modal Human Trajectory Prediction0
Query-Centric Trajectory PredictionCode2
Driving Style Recognition at First Impression for Online Trajectory Prediction0
ParallelNet: Multi-mode Trajectory Prediction by Multi-mode Trajectory Fusion0
Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization0
Targeted Adversarial Attacks against Neural Network Trajectory Predictors0
MOB-FL: Mobility-Aware Federated Learning for Intelligent Connected Vehicles0
Recognition and Prediction of Surgical Gestures and Trajectories Using Transformer Models in Robot-Assisted Surgery0
Learning a Pedestrian Social Behavior Dictionary0
A Topological Deep Learning Framework for Neural Spike DecodingCode0
STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction0
Leveraging Multi-stream Information Fusion for Trajectory Prediction in Low-illumination Scenarios: A Multi-channel Graph Convolutional ApproachCode1
Interpretable Self-Aware Neural Networks for Robust Trajectory PredictionCode1
An Empirical Bayes Analysis of Object Trajectory Representation ModelsCode0
Informed Priors for Knowledge Integration in Trajectory Prediction0
Behavioral Intention Prediction in Driving Scenes: A Survey0
Complex Handwriting Trajectory Recovery: Evaluation Metrics and AlgorithmCode1
On-Board Pedestrian Trajectory Prediction Using Behavioral Features0
IDM-Follower: A Model-Informed Deep Learning Method for Long-Sequence Car-Following Trajectory Prediction0
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation0
Rethinking Trajectory Prediction via "Team Game"0
Forecasting Human Trajectory from Scene HistoryCode1
G-PECNet: Towards a Generalizable Pedestrian Trajectory Prediction SystemCode0
Pishgu: Universal Path Prediction Network Architecture for Real-time Cyber-physical Edge SystemsCode1
Motion Inspired Unsupervised Perception and Prediction in Autonomous Driving0
Trajectory Prediction for Vehicle Conflict Identification at Intersections Using Sequence-to-Sequence Recurrent Neural Networks0
Exploiting map information for self-supervised learning in motion forecasting0
LOPR: Latent Occupancy PRediction using Generative ModelsCode1
Citation Trajectory Prediction via Publication Influence Representation Using Temporal Knowledge Graph0
Motion Transformer with Global Intention Localization and Local Movement RefinementCode2
Optical Neural Ordinary Differential Equations0
T2FPV: Dataset and Method for Correcting First-Person View Errors in Pedestrian Trajectory PredictionCode1
GANet: Goal Area Network for Motion ForecastingCode1
AdvDO: Realistic Adversarial Attacks for Trajectory Prediction0
A real-time dynamic obstacle tracking and mapping system for UAV navigation and collision avoidance with an RGB-D cameraCode2
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
SIND: A Drone Dataset at Signalized Intersection in ChinaCode1
Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task0
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
2Social-STGCNNADE-8/120.49Unverified
3CGNSADE-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