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 351–400 of 1004 papers

TitleStatusHype
VegaEdge: Edge AI Confluence Anomaly Detection for Real-Time Highway IoT-ApplicationsCode0
VT-Former: An Exploratory Study on Vehicle Trajectory Prediction for Highway Surveillance through Graph Isomorphism and Transformer—0
Latent Task-Specific Graph Network SimulatorsCode0
FFINet: Future Feedback Interaction Network for Motion Forecasting—0
Flexible Multi-Generator Model with Fused Spatiotemporal Graph for Trajectory Prediction—0
OSM vs HD Maps: Map Representations for Trajectory Prediction—0
Decision-Making for Autonomous Vehicles with Interaction-Aware Behavioral Prediction and Social-Attention Neural Network—0
STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction—0
GraphTransformers for Geospatial Forecasting of Hurricane Trajectories—0
Conditional Unscented Autoencoders for Trajectory PredictionCode1
Triplet Attention Transformer for Spatiotemporal Predictive Learning—0
Interactive Joint Planning for Autonomous Vehicles—0
DICE: Diverse Diffusion Model with Scoring for Trajectory Prediction—0
A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Prediction—0
Multi-Body Neural Scene FlowCode1
CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous DrivingCode3
DESTINE: Dynamic Goal Queries with Temporal Transductive Alignment for Trajectory Prediction—0
Layout Sequence Prediction From Noisy Mobile Modality—0
SocialCircle: Learning the Angle-based Social Interaction Representation for Pedestrian Trajectory PredictionCode1
MSight: An Edge-Cloud Infrastructure-based Perception System for Connected Automated Vehicles—0
How Physics and Background Attributes Impact Video Transformers in Robotic Manipulation: A Case Study on Planar Pushing—0
HOH: Markerless Multimodal Human-Object-Human Handover Dataset with Large Object Count—0
Improving Trajectory Prediction in Dynamic Multi-Agent Environment by Dropping Waypoints—0
Robots That Can See: Leveraging Human Pose for Trajectory PredictionCode1
A Physics Enhanced Residual Learning (PERL) Framework for Vehicle Trajectory Prediction—0
Context-Aware Generative Models for Prediction of Aircraft Ground Tracks—0
Learning Generative Models for Climbing Aircraft from Radar Data—0
Scene Informer: Anchor-based Occlusion Inference and Trajectory Prediction in Partially Observable EnvironmentsCode1
A Novel Deep Neural Network for Trajectory Prediction in Automated Vehicles Using Velocity Vector FieldCode0
Pre-training on Synthetic Driving Data for Trajectory PredictionCode0
RaTrack: Moving Object Detection and Tracking with 4D Radar Point CloudCode2
Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modeling—0
RMP: A Random Mask Pretrain Framework for Motion PredictionCode1
Staged Contact-Aware Global Human Motion ForecastingCode0
A Multi-task Learning Framework for Drone State Identification and Trajectory Prediction—0
EANet: Expert Attention Network for Online Trajectory Prediction—0
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving—0
Dynamic Handover: Throw and Catch with Bimanual Hands—0
PBP: Path-based Trajectory Prediction for Autonomous Driving—0
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory Prediction using Diffusion Graph Convolutional Networks—0
Generalized Simplicial Attention Neural NetworksCode0
Human trajectory prediction using LSTM with Attention mechanism—0
Interaction-Aware Trajectory Prediction and Planning in Dense Highway Traffic using Distributed Model Predictive Control—0
Towards Safe Autonomy in Hybrid Traffic: Detecting Unpredictable Abnormal Behaviors of Human Drivers via Information Sharing—0
MacFormer: Map-Agent Coupled Transformer for Real-time and Robust Trajectory Prediction—0
CTP:A Causal Interpretable Model for Non-Communicable Disease Progression PredictionCode0
Fast Inference and Update of Probabilistic Density Estimation on Trajectory PredictionCode1
XVTP3D: Cross-view Trajectory Prediction Using Shared 3D Queries for Autonomous Driving—0
CASPNet++: Joint Multi-Agent Motion Prediction—0
Interaction-Aware Personalized Vehicle Trajectory Prediction Using Temporal Graph Neural Networks—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