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 851900 of 1004 papers

TitleStatusHype
Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation0
Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction0
Robust Trajectory Forecasting for Multiple Intelligent Agents in Dynamic Scene0
Data Driven Aircraft Trajectory Prediction with Deep Imitation Learning0
Y-Net for Chest X-Ray Preprocessing: Simultaneous Classification of Geometry and Segmentation of Annotations0
STINet: Spatio-Temporal-Interactive Network for Pedestrian Detection and Trajectory Prediction0
UST: Unifying Spatio-Temporal Context for Trajectory Prediction in Autonomous Driving0
Trajectory Prediction for Autonomous Driving based on Multi-Head Attention with Joint Agent-Map Representation0
CoMoGCN: Coherent Motion Aware Trajectory Prediction with Graph Representation0
TPNet: Trajectory Proposal Network for Motion Prediction0
Recursive Social Behavior Graph for Trajectory Prediction0
Take a NAP: Non-Autoregressive Prediction for Pedestrian Trajectories0
SSP: Single Shot Future Trajectory Prediction0
Implicit Multiagent Coordination at Unsignalized Intersections via Multimodal Inference Enabled by Topological Braids0
Reciprocal Learning Networks for Human Trajectory Prediction0
An End-to-End Learning Approach for Trajectory Prediction in Pedestrian Zones0
Masked GANs for Unsupervised Depth and Pose Prediction with Scale Consistency0
Multi-Head Attention based Probabilistic Vehicle Trajectory Prediction0
CVPR 2019 WAD Challenge on Trajectory Prediction and 3D Perception0
SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen CamerasCode0
Shared Cross-Modal Trajectory Prediction for Autonomous Driving0
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning0
A Short Note on Analyzing Sequence Complexity in Trajectory Prediction Benchmarks0
Analysis and Prediction of Pedestrian Crosswalk Behavior during Automated Vehicle Interactions0
GISNet: Graph-Based Information Sharing Network For Vehicle Trajectory Prediction0
DsMCL: Dual-Level Stochastic Multiple Choice Learning for Multi-Modal Trajectory Prediction0
CARPAL: Confidence-Aware Intent Recognition for Parallel Autonomy0
PTP: Parallelized Tracking and Prediction with Graph Neural Networks and Diversity Sampling0
GraphTCN: Spatio-Temporal Interaction Modeling for Human Trajectory Prediction0
A Spatial-Temporal Attentive Network with Spatial Continuity for Trajectory Prediction0
A Multi-Modal States based Vehicle Descriptor and Dilated Convolutional Social Pooling for Vehicle Trajectory Prediction0
SCALE-Net: Scalable Vehicle Trajectory Prediction Network under Random Number of Interacting Vehicles via Edge-enhanced Graph Convolutional Neural Network0
AOL: Adaptive Online Learning for Human Trajectory Prediction in Dynamic Video Scenes0
Social-WaGDAT: Interaction-aware Trajectory Prediction via Wasserstein Graph Double-Attention Network0
AnimePose: Multi-person 3D pose estimation and animation0
Learning Probabilistic Intersection Traffic Models for Trajectory Prediction0
A Novel Graph based Trajectory Predictor with Pseudo Oracle0
VisionNet: A Drivable-space-based Interactive Motion Prediction Network for Autonomous Driving0
Exploiting Event Cameras for Spatio-Temporal Prediction of Fast-Changing Trajectories0
Improving End-to-End Object Tracking Using Relational Reasoning0
On Simulation and Trajectory Prediction with Gaussian Process Dynamics0
A Spatially and Temporally Attentive Joint Trajectory Prediction Framework for Modeling Vessel Intent0
Joint Interaction and Trajectory Prediction for Autonomous Driving using Graph Neural Networks0
Deep Context Maps: Agent Trajectory Prediction using Location-specific Latent Maps0
Deep Direct Visual Odometry0
Learning Structured Representations of Spatial and Interactive Dynamics for Trajectory Prediction in Crowded ScenesCode0
DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling0
Incremental Learning of Motion Primitives for Pedestrian Trajectory Prediction at Intersections0
Potential Field: Interpretable and Unified Representation for Trajectory Prediction0
Accurate Trajectory Prediction for Autonomous Vehicles0
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