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 251300 of 1004 papers

TitleStatusHype
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving0
Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework0
Enhancing Interaction Modeling with Agent Selection and Physical Coefficient for Trajectory Prediction0
Enhancing Mapless Trajectory Prediction through Knowledge Distillation0
EDRF: Enhanced Driving Risk Field Based on Multimodal Trajectory Prediction and Its Applications0
Echo Planning for Autonomous Driving: From Current Observations to Future Trajectories and Back0
GoalNet: Goal Areas Oriented Pedestrian Trajectory Prediction0
Golfer: Trajectory Prediction with Masked Goal Conditioning MnM Network0
EANet: Expert Attention Network for Online Trajectory Prediction0
DyTTP: Trajectory Prediction with Normalization-Free Transformers0
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving0
Dynamic Scheduling for Vehicle-to-Vehicle Communications Enhanced Federated Learning0
Dynamic Scenario Representation Learning for Motion Forecasting with Heterogeneous Graph Convolutional Recurrent Networks0
C^2INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention0
An LSTM Network for Highway Trajectory Prediction0
Dynamic PDB: A New Dataset and a SE(3) Model Extension by Integrating Dynamic Behaviors and Physical Properties in Protein Structures0
Dynamic Handover: Throw and Catch with Bimanual Hands0
An Inverse Optimal Control Approach for Trajectory Prediction of Autonomous Race Cars0
Dynamic and Static Context-aware LSTM for Multi-agent Motion Prediction0
Building Real-time Awareness of Out-of-distribution in Trajectory Prediction for Autonomous Vehicles0
A Hierarchical Hybrid Learning Framework for Multi-agent Trajectory Prediction0
Goal-driven Long-Term Trajectory Prediction0
DsMCL: Dual-Level Stochastic Multiple Choice Learning for Multi-Modal Trajectory Prediction0
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision0
DROGON: A Trajectory Prediction Model based on Intention-Conditioned Behavior Reasoning0
AnimePose: Multi-person 3D pose estimation and animation0
G-MEMP: Gaze-Enhanced Multimodal Ego-Motion Prediction in Driving0
Driving Style Recognition at First Impression for Online Trajectory Prediction0
Driving pattern interpretation based on action phases clustering0
Boundary-Guided Trajectory Prediction for Road Aware and Physically Feasible Autonomous Driving0
ADAPT: Efficient Multi-Agent Trajectory Prediction with Adaptation0
Goal-based Neural Physics Vehicle Trajectory Prediction Model0
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory Prediction using Diffusion Graph Convolutional Networks0
Domain Knowledge Driven Pseudo Labels for Interpretable Goal-Conditioned Interactive Trajectory Prediction0
DiVR: incorporating context from diverse VR scenes for human trajectory prediction0
Black-Box vs. Gray-Box: A Case Study on Learning Table Tennis Ball Trajectory Prediction with Spin and Impacts0
Divide-and-Conquer for Lane-Aware Diverse Trajectory Prediction0
DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling0
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving0
Distilling Knowledge for Short-to-Long Term Trajectory Prediction0
Biologically Inspired Swarm Dynamic Target Tracking and Obstacle Avoidance0
DISC: Dataset for Analyzing Driving Styles In Simulated Crashes for Mixed Autonomy0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes0
GISNet: Graph-Based Information Sharing Network For Vehicle Trajectory Prediction0
DiffuTraj: A Stochastic Vessel Trajectory Prediction Approach via Guided Diffusion Process0
Diffusion Models for Intelligent Transportation Systems: A Survey0
BiFF: Bi-level Future Fusion with Polyline-based Coordinate for Interactive Trajectory Prediction0
BGM: Building a Dynamic Guidance Map without Visual Images for Trajectory Prediction0
DICE: Diverse Diffusion Model with Scoring for Trajectory Prediction0
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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