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 251–300 of 1004 papers

TitleStatusHype
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge GraphsCode1
G2LTraj: A Global-to-Local Generation Approach for Trajectory Prediction—0
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory PredictionCode0
Neural Interaction Energy for Multi-Agent Trajectory Prediction—0
uTRAND: Unsupervised Anomaly Detection in Traffic Trajectories—0
SA-Attack: Speed-adaptive stealthy adversarial attack on trajectory predictionCode0
TrACT: A Training Dynamics Aware Contrastive Learning Framework for Long-tail Trajectory Prediction—0
S4TP: Social-Suitable and Safety-Sensitive Trajectory Planning for Autonomous Vehicles—0
KI-GAN: Knowledge-Informed Generative Adversarial Networks for Enhanced Multi-Vehicle Trajectory Forecasting at Signalized IntersectionsCode1
PreGSU-A Generalized Traffic Scene Understanding Model for Autonomous Driving based on Pre-trained Graph Attention Network—0
Let-It-Flow: Simultaneous Optimization of 3D Flow and Object ClusteringCode1
TrajPRed: Trajectory Prediction with Region-based Relation LearningCode0
An Animation-based Augmentation Approach for Action Recognition from Discontinuous VideoCode0
VN-EGNN: E(3)-Equivariant Graph Neural Networks with Virtual Nodes Enhance Protein Binding Site IdentificationCode1
GRANP: A Graph Recurrent Attentive Neural Process Model for Vehicle Trajectory PredictionCode0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
OOSTraj: Out-of-Sight Trajectory Prediction With Vision-Positioning DenoisingCode1
Adapting to Length Shift: FlexiLength Network for Trajectory Prediction—0
EgoNav: Egocentric Scene-aware Human Trajectory Prediction—0
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory PredictionCode2
SingularTrajectory: Universal Trajectory Predictor Using Diffusion ModelCode2
Solution for Point Tracking Task of ICCV 1st Perception Test Challenge 2023—0
Producing and Leveraging Online Map Uncertainty in Trajectory PredictionCode3
UniTraj: A Unified Framework for Scalable Vehicle Trajectory PredictionCode3
Certified Human Trajectory PredictionCode2
Informed Spectral Normalized Gaussian Processes for Trajectory Prediction—0
Diffusion-Based Environment-Aware Trajectory Prediction—0
TrajectoryNAS: A Neural Architecture Search for Trajectory Prediction—0
T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token MemoryCode1
Intention-aware Denoising Diffusion Model for Trajectory Prediction—0
LG-Traj: LLM Guided Pedestrian Trajectory Prediction—0
Tractable Joint Prediction and Planning over Discrete Behavior Modes for Urban Driving—0
Conditional Score-Based Diffusion Model for Cortical Thickness Trajectory Prediction—0
Recurrent Aligned Network for Generalized Pedestrian Trajectory Prediction—0
CCML: Curriculum and Contrastive Learning Enhanced Meta-Learner for Personalized Spatial Trajectory Prediction—0
GoalNet: Goal Areas Oriented Pedestrian Trajectory Prediction—0
Attacks Against Mobility Prediction in 5G Networks—0
Towards Safe and Reliable Autonomous Driving: Dynamic Occupancy Set Prediction—0
A Cognitive-Based Trajectory Prediction Approach for Autonomous DrivingCode2
Automatic driving lane change safety prediction model based on LSTM—0
SocialCVAE: Predicting Pedestrian Trajectory via Interaction Conditioned LatentsCode1
MGF: Mixed Gaussian Flow for Diverse Trajectory PredictionCode1
AMEND: A Mixture of Experts Framework for Long-tailed Trajectory Prediction—0
MetaTra: Meta-Learning for Generalized Trajectory Prediction in Unseen Domain—0
UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain GenerationCode0
Controllable Diverse Sampling for Diffusion Based Motion Behavior Forecasting—0
Prediction Horizon Requirements for Automated Driving: Optimizing Safety, Comfort, and Efficiency—0
Robot Trajectron: Trajectory Prediction-based Shared Control for Robot ManipulationCode2
Multi-Camera Asynchronous Ball Localization and Trajectory Prediction with Factor Graphs and Human Poses—0
Design of UAV flight state recognition and trajectory prediction system based on trajectory feature construction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoverNetMinADE_54.61—Unverified
2xli4217MinADE_54.46—Unverified
3Physics OracleMinADE_53.7—Unverified
4KeepCalmMinADE_52.74—Unverified
5CoverNet, Fixed, Epsilon 2MinADE_52.62—Unverified
6SemirMinADE_52.38—Unverified
78536MinADE_52.36—Unverified
8teamccMinADE_52.28—Unverified
9pqMinADE_52.23—Unverified
10VI tpMinADE_52.08—Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMADE (8/12) @K=531.19—Unverified
2Social GANADE-8/12 @K = 2027.23—Unverified
3DESIREADE-8/12 @K = 2019.25—Unverified
4SoPhieADE (8/12) @K=516.27—Unverified
5SophieADE-8/12 @K = 2016.27—Unverified
6CGNSADE-8/12 @K = 2015.6—Unverified
7MultiverseADE-8/12 @K = 2014.78—Unverified
8EvolveGraphADE-8/12 @K = 2013.9—Unverified
9CF-VAEADE-8/12 @K = 2012.6—Unverified
10P2TIRLADE-8/12 @K = 2012.58—Unverified
#ModelMetricClaimedVerifiedStatus
1SophieADE-8/120.54—Unverified
2CGNSADE-8/120.49—Unverified
3Social-STGCNNADE-8/120.49—Unverified
4Social BiGATADE-8/120.48—Unverified
5NextADE-8/120.46—Unverified
6TPNSTAADE-8/120.37—Unverified
7Social-ImplicitADE-8/120.33—Unverified
8MANTRAADE-8/120.32—Unverified
9Transformer TFADE-8/120.31—Unverified
10PECNetADE-8/120.29—Unverified
#ModelMetricClaimedVerifiedStatus
1ExpertTrajAvg AMD/AMV 8/1219.2—Unverified
2Social-GANAvg AMD/AMV 8/121.42—Unverified
3Social-STGCNNAvg AMD/AMV 8/121.26—Unverified
4Trajectron++Avg AMD/AMV 8/121.01—Unverified
5Social-ImplicitAvg AMD/AMV 8/120.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159—Unverified
2FOL-XMSE(0.5)147—Unverified
3PIE_trajMSE(0.5)110—Unverified
4BiTrap-DMSE(0.5)93—Unverified
5SGNetMSE(0.5)82—Unverified
#ModelMetricClaimedVerifiedStatus
1Bayesian-LSTMMSE(0.5)159—Unverified
2FOL-XMSE(0.5)147—Unverified
3PIE_trajMSE(0.5)58—Unverified
4Bitrap-DMSE(0.5)41—Unverified
5SGNetMSE(0.5)34—Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE-8/1218.51—Unverified
2NextADE-8/1217.99—Unverified
3SimAugADE-8/1217.96—Unverified
4PishguADE-8/1214.11—Unverified
#ModelMetricClaimedVerifiedStatus
1GOHOMEminFDE60.45—Unverified
2DESIREminADE60.32—Unverified
3TNTminADE60.21—Unverified
4ITRAminADE60.17—Unverified
#ModelMetricClaimedVerifiedStatus
1DESIREminADE30.29—Unverified
2MultiPathminADE30.23—Unverified
3TNTminADE30.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Social LSTMFDE1.17—Unverified
2U-LSTM + Social PoolingFDE1.15—Unverified
3Social-NCE + Social-LSTMFDE1.14—Unverified
#ModelMetricClaimedVerifiedStatus
1rule-basedFDE5.99—Unverified
2SpectralCowsADE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1FOL-XADE(0.5)6.7—Unverified
2SGNetADE(0.5)6.28—Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE5.63—Unverified
2PishguADE0.88—Unverified
#ModelMetricClaimedVerifiedStatus
1TrafficpredictADE8.59—Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.12—Unverified
#ModelMetricClaimedVerifiedStatus
1HeteroGCNMR (K=6)0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39—Unverified
#ModelMetricClaimedVerifiedStatus
1MultiverseADE168.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Support Vector MachinesAccuracy88—Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE192—Unverified
#ModelMetricClaimedVerifiedStatus
1Social WaysADE-8/120.39—Unverified
#ModelMetricClaimedVerifiedStatus
1SpectralCowsADE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Skeleton-GraphADE280—Unverified
#ModelMetricClaimedVerifiedStatus
1Multiclass-SGCN (ours)mADEK @4.8s14.36—Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE9.18—Unverified
#ModelMetricClaimedVerifiedStatus
1DAG-NetADE7.01—Unverified
#ModelMetricClaimedVerifiedStatus
1TraPHicRMSE0.78—Unverified
#ModelMetricClaimedVerifiedStatus
1TrajAirNetADE (in world coordinates)0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Social-ImplicitAvg AMD/AMV 8/120.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.7—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy28.9—Unverified
#ModelMetricClaimedVerifiedStatus
1ST-MoE-BERTAccuracy26.5—Unverified