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 150 of 1004 papers

TitleStatusHype
Trajectory Prediction Meets Large Language Models: A SurveyCode5
Senna: Bridging Large Vision-Language Models and End-to-End Autonomous DrivingCode4
CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous DrivingCode3
Producing and Leveraging Online Map Uncertainty in Trajectory PredictionCode3
UniTraj: A Unified Framework for Scalable Vehicle Trajectory PredictionCode3
Impromptu VLA: Open Weights and Open Data for Driving Vision-Language-Action ModelsCode3
A Cognitive-Based Trajectory Prediction Approach for Autonomous DrivingCode2
Multi-Agent Trajectory Prediction with Difficulty-Guided Feature Enhancement NetworkCode2
A real-time dynamic obstacle tracking and mapping system for UAV navigation and collision avoidance with an RGB-D cameraCode2
Stochastic Trajectory Prediction via Motion Indeterminacy DiffusionCode2
CoverNet: Multimodal Behavior Prediction using Trajectory SetsCode2
Progressive Pretext Task Learning for Human Trajectory PredictionCode2
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature AttentionCode2
A Simple and Model-Free Path Filtering Algorithm for Smoothing and AccuracyCode2
Physical Plausibility-aware Trajectory Prediction via Locomotion EmbodimentCode2
Query-Centric Trajectory PredictionCode2
Metric Flow Matching for Smooth Interpolations on the Data ManifoldCode2
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory PredictionCode2
RaTrack: Moving Object Detection and Tracking with 4D Radar Point CloudCode2
QCNeXt: A Next-Generation Framework For Joint Multi-Agent Trajectory PredictionCode2
Robot Trajectron: Trajectory Prediction-based Shared Control for Robot ManipulationCode2
SocialCircle+: Learning the Angle-based Conditioned Interaction Representation for Pedestrian Trajectory PredictionCode2
MonoForce: Learnable Image-conditioned Physics EngineCode2
SingularTrajectory: Universal Trajectory Predictor Using Diffusion ModelCode2
Toward Unified Practices in Trajectory Prediction Research on Bird's-Eye-View DatasetsCode2
HiP-AD: Hierarchical and Multi-Granularity Planning with Deformable Attention for Autonomous Driving in a Single DecoderCode2
Certified Human Trajectory PredictionCode2
Drones Help Drones: A Collaborative Framework for Multi-Drone Object Trajectory Prediction and BeyondCode2
MART: MultiscAle Relational Transformer Networks for Multi-agent Trajectory PredictionCode2
M2I: From Factored Marginal Trajectory Prediction to Interactive PredictionCode2
HiVT: Hierarchical Vector Transformer for Multi-Agent Motion PredictionCode2
Leapfrog Diffusion Model for Stochastic Trajectory PredictionCode2
Motion Transformer with Global Intention Localization and Local Movement RefinementCode2
AIS Data-Driven Maritime Monitoring Based on Transformer: A Comprehensive ReviewCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational ReasoningCode1
Driving Behavior Explanation with Multi-level FusionCode1
Efficient Motion Prediction: A Lightweight & Accurate Trajectory Prediction Model With Fast Training and Inference SpeedCode1
AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent ForecastingCode1
AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory PredictionCode1
Diverse and Admissible Trajectory Prediction through Multimodal Context UnderstandingCode1
DenseTNT: End-to-end Trajectory Prediction from Dense Goal SetsCode1
Deep Learning Methods for Vessel Trajectory Prediction based on Recurrent Neural NetworksCode1
DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place SolutionCode1
Dream to Drive with Predictive Individual World ModelCode1
Egocentric Event-Based Vision for Ping Pong Ball Trajectory PredictionCode1
MSMA: Multi-agent Trajectory Prediction in Connected and Autonomous Vehicle Environment with Multi-source Data IntegrationCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
DeepRacing: Parameterized Trajectories for Autonomous RacingCode1
CRAT-Pred: Vehicle Trajectory Prediction with Crystal Graph Convolutional Neural Networks and Multi-Head Self-AttentionCode1
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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