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 201250 of 1004 papers

TitleStatusHype
Adaptive Prediction Ensemble: Improving Out-of-Distribution Generalization of Motion Forecasting0
CATP: Context-Aware Trajectory Prediction with Competition Symbiosis0
Less is More: Efficient Brain-Inspired Learning for Autonomous Driving Trajectory Prediction0
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature AttentionCode2
MapsTP: HD Map Images Based Multimodal Trajectory Prediction for Automated Vehicles0
MSTF: Multiscale Transformer for Incomplete Trajectory Prediction0
Cloud-Edge-Terminal Collaborative AIGC for Autonomous Driving0
HGNET: A Hierarchical Feature Guided Network for Occupancy Flow Field Prediction0
Learning System Dynamics without ForgettingCode0
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction0
Koopman based trajectory model and computation offloading for high mobility paradigm in ISAC enabled IoT system0
A Multi-Stage Goal-Driven Network for Pedestrian Trajectory Prediction0
Dynamic Scheduling for Vehicle-to-Vehicle Communications Enhanced Federated Learning0
Behavior-Inspired Neural Networks for Relational Inference0
FutureNet-LOF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding0
CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction0
ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task0
Crossfusor: A Cross-Attention Transformer Enhanced Conditional Diffusion Model for Car-Following Trajectory Prediction0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
RS-DFM: A Remote Sensing Distributed Foundation Model for Diverse Downstream Tasks0
iMotion-LLM: Motion Prediction Instruction Tuning0
Spatial and social situation-aware transformer-based trajectory prediction of autonomous systems0
Short-term Inland Vessel Trajectory Prediction with Encoder-Decoder Models0
Improved context-sensitive transformer model for inland vessel trajectory prediction0
Incorporating Navigation Context into Inland Vessel Trajectory Prediction: A Gaussian Mixture Model and Transformer Approach0
CCF: Cross Correcting Framework for Pedestrian Trajectory Prediction0
A Structure-Aware Lane Graph Transformer Model for Vehicle Trajectory Prediction0
WTTFNet: A Weather-Time-Trajectory Fusion Network for Pedestrian Trajectory Prediction in Urban Complex0
A note on the error analysis of data-driven closure models for large eddy simulations of turbulence0
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Multi-Agent Inverse Reinforcement Learning in Real World Unstructured Pedestrian Crowds0
FlightPatchNet: Multi-Scale Patch Network with Differential Coding for Flight Trajectory Prediction0
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 Models0
Enhancing Interaction Modeling with Agent Selection and Physical Coefficient for Trajectory Prediction0
AI Algorithm for Predicting and Optimizing Trajectory of UAV Swarm0
RuleFuser: An Evidential Bayes Approach for Rule Injection in Imitation Learned Planners and Predictors for Robustness under Distribution Shifts0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods0
Perception Without Vision for Trajectory Prediction: Ego Vehicle Dynamics as Scene Representation for Efficient Active Learning in Autonomous Driving0
Fighter flight trajectory prediction based on spatio-temporal graphcial attention network0
Modeling Pedestrian Intrinsic Uncertainty for Multimodal Stochastic Trajectory Prediction via Energy Plan Denoising0
Multi-agent Traffic Prediction via Denoised Endpoint Distribution0
Traj-LLM: A New Exploration for Empowering Trajectory Prediction with Pre-trained Large Language Models0
SocialFormer: Social Interaction Modeling with Edge-enhanced Heterogeneous Graph Transformers for Trajectory Prediction0
Multimodal Sense-Informed Prediction of 3D Human Motions0
Poisoning Attacks on Federated Learning for Autonomous Driving0
MFTraj: Map-Free, Behavior-Driven Trajectory Prediction for Autonomous Driving0
Toward Unified Practices in Trajectory Prediction Research on Bird's-Eye-View DatasetsCode2
Flight Trajectory Prediction Using an Enhanced CNN-LSTM Network0
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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