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 401450 of 1004 papers

TitleStatusHype
Polar Collision Grids: Effective Interaction Modelling for Pedestrian Trajectory Prediction in Shared Space Using Collision Checks0
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
EquiDiff: A Conditional Equivariant Diffusion Model For Trajectory Prediction0
Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Review0
TrajPAC: Towards Robustness Verification of Pedestrian Trajectory Prediction ModelsCode1
Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
Interpretable Goal-Based model for Vehicle Trajectory Prediction in Interactive Scenarios0
Evolutionary Multi-objective Optimisation in Neurotrajectory Prediction0
An enhanced motion planning approach by integrating driving heterogeneity and long-term trajectory prediction for automated driving systems0
A Novel Temporal Multi-Gate Mixture-of-Experts Approach for Vehicle Trajectory and Driving Intention Prediction0
Likely, Light, and Accurate Context-Free Clusters-based Trajectory Prediction0
ADAPT: Efficient Multi-Agent Trajectory Prediction with Adaptation0
Patterns of Vehicle Lights: Addressing Complexities in Curation and Annotation of Camera-Based Vehicle Light Datasets and Metrics0
A Simple and Model-Free Path Filtering Algorithm for Smoothing and AccuracyCode2
A Fast and Map-Free Model for Trajectory Prediction in Traffics0
Context-Conditional Navigation with a Learning-Based Terrain- and Robot-Aware Dynamics Model0
EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory ForecastingCode1
Learning Adaptive Neighborhoods for Graph Neural Networks0
Uncertainty-aware State Space Transformer for Egocentric 3D Hand Trajectory ForecastingCode1
Machine Learning for Autonomous Vehicle's Trajectory Prediction: A comprehensive survey, Challenges, and Future Research Directions0
Navigating Uncertainty: The Role of Short-Term Trajectory Prediction in Autonomous Vehicle SafetyCode0
CILF:Causality Inspired Learning Framework for Out-of-Distribution Vehicle Trajectory Prediction0
Context-aware Pedestrian Trajectory Prediction with Multimodal Transformer0
Multi-Predictor Fusion: Combining Learning-based and Rule-based Trajectory Predictors0
Hierarchical Pretraining for Biomedical Term Embeddings0
Adversarial Backdoor Attack by Naturalistic Data Poisoning on Trajectory Prediction in Autonomous Driving0
What Truly Matters in Trajectory Prediction for Autonomous Driving?0
Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-enabled Vehicular Metaverses with Trajectory Prediction0
Enhancing Mapless Trajectory Prediction through Knowledge Distillation0
BiFF: Bi-level Future Fusion with Polyline-based Coordinate for Interactive Trajectory Prediction0
Stable Yaw Estimation of Boats from the Viewpoint of UAVs and USVs0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
RedMotion: Motion Prediction via Redundancy ReductionCode1
QCNeXt: A Next-Generation Framework For Joint Multi-Agent Trajectory PredictionCode2
MOCK: an Algorithm for Learning Nonparametric Differential Equations via Multivariate Occupation Kernel Functions0
Federated Learning-based Vehicle Trajectory Prediction against CyberattacksCode1
Trajectory Prediction with Observations of Variable-Length for Motion Planning in Highway Merging scenariosCode1
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision0
SAPI: Surroundings-Aware Vehicle Trajectory Prediction at Intersections0
Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypoints0
TOFG: A Unified and Fine-Grained Environment Representation in Autonomous Driving0
Smooth-Trajectron++: Augmenting the Trajectron++ behaviour prediction model with smooth attentionCode0
NashFormer: Leveraging Local Nash Equilibria for Semantically Diverse Trajectory Prediction0
MADiff: Offline Multi-agent Learning with Diffusion ModelsCode1
Comparison of Pedestrian Prediction Models from Trajectory and Appearance Data for Autonomous Driving0
Black-Box vs. Gray-Box: A Case Study on Learning Table Tennis Ball Trajectory Prediction with Spin and Impacts0
Leveraging Future Relationship Reasoning for Vehicle Trajectory Prediction0
Learning Pedestrian Actions to Ensure Safe Autonomous Driving0
Video Killed the HD-Map: Predicting Multi-Agent Behavior Directly From Aerial Images0
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
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