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Pedestrian Trajectory Prediction on ETH (test)

0.19ADEScePT
0.14440.45220.761.0678Feb 14, 2020Feb 28, 2021Mar 16, 2022Apr 1, 2023Apr 16, 2024May 2, 2025May 18, 2026

Evaluation results

MethodLinks
ScePTSingle-future evaluation=true2022.100.191.33—
SSAGCNSingle-future evaluation=true2022.100.30.59—
S-Ways2020.020.390.64—
Social-WaGDAT2020.020.520.91—
TPNMSEvaluation Methodology=leave-one-out2020.120.520.89—
CGNS2026.050.621.4—
SR-LSTMEvaluation Methodology=leave-one-out2020.120.631.25—
Social-STGCNNEvaluation Methodology=leave-one-out2020.120.641.11—
Social-STGCNNImplementation Source=Paper Reported2026.050.641.11—
STGATEvaluation Methodology=leave-one-out2020.120.651.12—
AST-GNN2026.050.661.02—
Social-BiGATEvaluation Methodology=leave-one-out2020.120.691.29—
Social-BiGAT2026.050.691.29—
SoPhie2020.020.71.43—
SoPhieEvaluation Methodology=leave-one-out2020.120.71.43—
Sophie2026.050.71.43—
Trajectron++Single-future evaluation=true2022.100.711.66—
PIFEvaluation Methodology=leave-one-out2020.120.731.65—
Social-STGCNN-CVAE2026.050.730.93—
Social-STGCNNImplementation Source=Experimentally obtained2026.050.741.23—
CARPEParams (M)=0.1, Single-future evaluation=true2022.100.81.48—
S-GAN2020.020.811.52—
S-GANEvaluation Methodology=leave-one-out2020.120.811.52—
ST-AttentionParams (M)=1.98, Single-future evaluation=true2022.100.851.85—
S-GAN-P2020.020.871.62—
S-GAN-PEvaluation Methodology=leave-one-out2020.120.871.62—
S-GAN-P2026.050.871.62—
NextParams (M)=3.95, Single-future evaluation=true2022.100.881.98—
S-LSTM2020.021.092.35—
S-LSTMEvaluation Methodology=leave-one-out2020.121.092.35—
LSTMSingle-future evaluation=true2022.101.092.41—
Social-LSTMSingle-future evaluation=true2022.101.092.35—
S-LSTM2026.051.092.35—
PishguParams (M)=0.11, Single-future evaluation=true2022.101.12.24—
P-LSTM2020.021.132.38—
LR2020.021.332.94—
LinearEvaluation Methodology=leave-one-out2020.121.332.94—
LinearSingle-future evaluation=true2022.101.332.94—
S-GANnumber of sampled trajectories=20002020.01——15.7
Trajectronnumber of sampled trajectories=20002020.01——2.99
Trajectron++number of sampled trajectories=2000, full=true2020.01——1.8
Trajectron++number of sampled trajectories=2000, full=true, Integration via Dynamics=true2020.01——1.31