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
Safety-aware Motion Prediction with Unseen Vehicles for Autonomous DrivingCode1
DeepRacing: Parameterized Trajectories for Autonomous RacingCode1
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge GraphsCode1
End-to-End Trajectory Distribution Prediction Based on Occupancy Grid MapsCode1
DenseTNT: End-to-end Trajectory Prediction from Dense Goal SetsCode1
DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place SolutionCode1
AC-VRNN: Attentive Conditional-VRNN for Multi-Future Trajectory PredictionCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
Social and Scene-Aware Trajectory Prediction in Crowded SpacesCode1
SocialCVAE: Predicting Pedestrian Trajectory via Interaction Conditioned LatentsCode1
Social GAN: Socially Acceptable Trajectories with Generative Adversarial NetworksCode1
Social Interpretable Tree for Pedestrian Trajectory PredictionCode1
Intention Aware Robot Crowd Navigation with Attention-Based Interaction GraphCode1
AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent ForecastingCode1
SocialVAE: Human Trajectory Prediction using Timewise LatentsCode1
Stepwise Goal-Driven Networks for Trajectory PredictionCode1
Diverse and Admissible Trajectory Prediction through Multimodal Context UnderstandingCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningCode1
T2FPV: Dataset and Method for Correcting First-Person View Errors in Pedestrian Trajectory PredictionCode1
T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token MemoryCode1
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
Driving Behavior Explanation with Multi-level FusionCode1
Towards Capturing the Temporal Dynamics for Trajectory Prediction: a Coarse-to-Fine ApproachCode1
TrAISformer -- A Transformer Network with Sparse Augmented Data Representation and Cross Entropy Loss for AIS-based Vessel Trajectory PredictionCode1
Evaluation of Differentially Constrained Motion Models for Graph-Based Trajectory PredictionCode1
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-GeometricCode1
Human Trajectory Forecasting in Crowds: A Deep Learning PerspectiveCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Trajectory Prediction with Observations of Variable-Length for Motion Planning in Highway Merging scenariosCode1
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational ReasoningCode1
Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous DataCode1
TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven EvolutionCode1
Learning Lane Graph Representations for Motion ForecastingCode1
A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Prediction0
CATP: Context-Aware Trajectory Prediction with Competition Symbiosis0
Adapting to Length Shift: FlexiLength Network for Trajectory Prediction0
CASPNet++: Joint Multi-Agent Motion Prediction0
Employing traditional machine learning algorithms for big data streams analysis: the case of object trajectory prediction0
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention0
Exploiting map information for self-supervised learning in motion forecasting0
EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video0
CARPAL: Confidence-Aware Intent Recognition for Parallel Autonomy0
EgoNav: Egocentric Scene-aware Human Trajectory Prediction0
A note on the error analysis of data-driven closure models for large eddy simulations of turbulence0
AI Algorithm for Predicting and Optimizing Trajectory of UAV Swarm0
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving0
Predictive Planner for Autonomous Driving with Consistency Models0
EDRF: Enhanced Driving Risk Field Based on Multimodal Trajectory Prediction and Its Applications0
Show:102550
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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