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 301350 of 1004 papers

TitleStatusHype
Knowledge Integration Strategies in Autonomous Vehicle Prediction and Planning: A Comprehensive Survey0
Predictive Planner for Autonomous Driving with Consistency Models0
Poly-Autoregressive Prediction for Modeling Interactions0
The α-Alternator: Dynamic Adaptation To Varying Noise Levels In Sequences Using The Vendi Score For Improved Robustness and PerformanceCode0
Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction0
DISC: Dataset for Analyzing Driving Styles In Simulated Crashes for Mixed Autonomy0
Toward Safe Integration of UAM in Terminal Airspace: UAM Route Feasibility Assessment using Probabilistic Aircraft Trajectory Prediction0
Beyond In-Distribution Performance: A Cross-Dataset Study of Trajectory Prediction Robustness0
Mitigating Traffic Oscillations in Mixed Traffic Flow with Scalable Deep Koopman Predictive ControlCode0
Modular Framework for Uncertainty Prediction in Autonomous Vehicle Motion Forecasting within Complex Traffic Scenarios0
Knowledge-Informed Multi-Agent Trajectory Prediction at Signalized Intersections for Infrastructure-to-Everything0
Where Do You Go? Pedestrian Trajectory Prediction using Scene Features0
A Spatio-temporal Graph Network Allowing Incomplete Trajectory Input for Pedestrian Trajectory Prediction0
ASTRA: A Scene-aware TRAnsformer-based model for trajectory prediction0
Pedestrian Trajectory Prediction Based on Social Interactions Learning With Random Weights0
Frenet-Serret-Based Trajectory Prediction0
Towards Generalizable Trajectory Prediction Using Dual-Level Representation Learning And Adaptive Prompting0
Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction0
Interpretable Neural ODEs for Gene Regulatory Network Discovery under Perturbations0
Social Processes: Probabilistic Meta-learning for Adaptive Multiparty Interaction ForecastingCode0
Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework0
Leveraging SD Map to Augment HD Map-based Trajectory Prediction0
Adapting to Observation Length of Trajectory Prediction via Contrastive Learning0
Spatial Temporal Attention based Target Vehicle Trajectory Prediction for Internet of Vehicles0
Effective and Efficient Representation Learning for Flight TrajectoriesCode0
Gradient-based Trajectory Optimization with Parallelized Differentiable Traffic SimulationCode0
THÖR-MAGNI Act: Actions for Human Motion Modeling in Robot-Shared Industrial SpacesCode0
Exploring Transformer-Augmented LSTM for Temporal and Spatial Feature Learning in Trajectory Prediction0
C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory PredictionCode0
Towards Physically Interpretable World Models: Meaningful Weakly Supervised Representations for Visual Trajectory Prediction0
HandsOnVLM: Vision-Language Models for Hand-Object Interaction Prediction0
NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving0
Physical Informed Driving World Model0
ITPNet: Towards Instantaneous Trajectory Prediction for Autonomous Driving0
Socially-Informed Reconstruction for Pedestrian Trajectory ForecastingCode0
Predicting Pedestrian Crossing Behavior in Germany and Japan: Insights into Model Transferability0
Who Walks With You Matters: Perceiving Social Interactions with Groups for Pedestrian Trajectory Prediction0
ETSM: Automating Dissection Trajectory Suggestion and Confidence Map-Based Safety Margin Prediction for Robot-assisted Endoscopic Submucosal Dissection0
Characterized Diffusion Networks for Enhanced Autonomous Driving Trajectory Prediction0
FollowGen: A Scaled Noise Conditional Diffusion Model for Car-Following Trajectory Prediction0
Landing Trajectory Prediction for UAS Based on Generative Adversarial Network0
On the relationship between Koopman operator approximations and neural ordinary differential equations for data-driven time-evolution predictions0
C^2INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention0
Map-Free Trajectory Prediction with Map Distillation and Hierarchical Encoding0
Imagine-2-Drive: Leveraging High-Fidelity World Models via Multi-Modal Diffusion Policies0
DiVR: incorporating context from diverse VR scenes for human trajectory prediction0
LuSh-NeRF: Lighting up and Sharpening NeRFs for Low-light ScenesCode0
Cross-Domain Transfer Learning using Attention Latent Features for Multi-Agent Trajectory Prediction0
Traffic and Safety Rule Compliance of Humans in Diverse Driving Situations0
SIRA: Scalable Inter-frame Relation and Association for Radar Perception0
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