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 201–250 of 1004 papers

TitleStatusHype
Adaptive Prediction Ensemble: Improving Out-of-Distribution Generalization of Motion Forecasting—0
CATP: Context-Aware Trajectory Prediction with Competition Symbiosis—0
Less is More: Efficient Brain-Inspired Learning for Autonomous Driving Trajectory Prediction—0
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature AttentionCode2
MapsTP: HD Map Images Based Multimodal Trajectory Prediction for Automated Vehicles—0
MSTF: Multiscale Transformer for Incomplete Trajectory Prediction—0
Cloud-Edge-Terminal Collaborative AIGC for Autonomous Driving—0
HGNET: A Hierarchical Feature Guided Network for Occupancy Flow Field Prediction—0
Learning System Dynamics without ForgettingCode0
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction—0
Koopman based trajectory model and computation offloading for high mobility paradigm in ISAC enabled IoT system—0
A Multi-Stage Goal-Driven Network for Pedestrian Trajectory Prediction—0
Dynamic Scheduling for Vehicle-to-Vehicle Communications Enhanced Federated Learning—0
Behavior-Inspired Neural Networks for Relational Inference—0
FutureNet-LOF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding—0
CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction—0
ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task—0
Crossfusor: A Cross-Attention Transformer Enhanced Conditional Diffusion Model for Car-Following Trajectory Prediction—0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving—0
RS-DFM: A Remote Sensing Distributed Foundation Model for Diverse Downstream Tasks—0
iMotion-LLM: Motion Prediction Instruction Tuning—0
Spatial and social situation-aware transformer-based trajectory prediction of autonomous systems—0
Short-term Inland Vessel Trajectory Prediction with Encoder-Decoder Models—0
Improved context-sensitive transformer model for inland vessel trajectory prediction—0
Incorporating Navigation Context into Inland Vessel Trajectory Prediction: A Gaussian Mixture Model and Transformer Approach—0
CCF: Cross Correcting Framework for Pedestrian Trajectory Prediction—0
A Structure-Aware Lane Graph Transformer Model for Vehicle Trajectory Prediction—0
WTTFNet: A Weather-Time-Trajectory Fusion Network for Pedestrian Trajectory Prediction in Urban Complex—0
A note on the error analysis of data-driven closure models for large eddy simulations of turbulence—0
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Multi-Agent Inverse Reinforcement Learning in Real World Unstructured Pedestrian Crowds—0
FlightPatchNet: Multi-Scale Patch Network with Differential Coding for Flight Trajectory Prediction—0
Drones Help Drones: A Collaborative Framework for Multi-Drone Object Trajectory Prediction and BeyondCode2
Metric Flow Matching for Smooth Interpolations on the Data ManifoldCode2
Reliable Trajectory Prediction and Uncertainty Quantification with Conditioned Diffusion Models—0
Enhancing Interaction Modeling with Agent Selection and Physical Coefficient for Trajectory Prediction—0
AI Algorithm for Predicting and Optimizing Trajectory of UAV Swarm—0
RuleFuser: An Evidential Bayes Approach for Rule Injection in Imitation Learned Planners and Predictors for Robustness under Distribution Shifts—0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods—0
Perception Without Vision for Trajectory Prediction: Ego Vehicle Dynamics as Scene Representation for Efficient Active Learning in Autonomous Driving—0
Fighter flight trajectory prediction based on spatio-temporal graphcial attention network—0
Modeling Pedestrian Intrinsic Uncertainty for Multimodal Stochastic Trajectory Prediction via Energy Plan Denoising—0
Multi-agent Traffic Prediction via Denoised Endpoint Distribution—0
Traj-LLM: A New Exploration for Empowering Trajectory Prediction with Pre-trained Large Language Models—0
SocialFormer: Social Interaction Modeling with Edge-enhanced Heterogeneous Graph Transformers for Trajectory Prediction—0
Multimodal Sense-Informed Prediction of 3D Human Motions—0
Poisoning Attacks on Federated Learning for Autonomous Driving—0
MFTraj: Map-Free, Behavior-Driven Trajectory Prediction for Autonomous Driving—0
Toward Unified Practices in Trajectory Prediction Research on Bird's-Eye-View DatasetsCode2
Flight Trajectory Prediction Using an Enhanced CNN-LSTM Network—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