time-series-3

Human Behavior Forecasting

3260 papers • 126 benchmarks • 313 datasets

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Datasets

SinD

FollowMe Vehicle Behaviour Prediction Dataset

Large Car-following Dataset Based on Lyft level-5: Following Autonomous Vehicles vs. Human-driven Vehicles

Subtasks

Social Cue Forecasting

Most implemented papers

Social Processes: Self-Supervised Meta-Learning over Conversational Groups for Forecasting Nonverbal Social Cues

M. Loog, Chirag Raman, H. Hung•Fri Dec 31 2021

The Social Process (SP) models are proposed--socially aware sequence-to-sequence models that view each conversation group as a meta-learning task to account for group-specific dynamics and validate the specific modeling choices for this task.

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Comparison of Spatio-Temporal Models for Human Motion and Pose Forecasting in Face-to-Face Interaction Scenarios

Zhen Xu, Isabelle M Guyon, Sergio Escalera, Cristina Palmero, Wei-Wei Tu, Germán Barquero, Johnny N'unez•Sun Mar 06 2022

This work presents the first systematic comparison of state-of-the-art approaches for behavior forecasting with whole-body annotations from the very recently released UDIVA v0.5, and shows that by autoregressively predicting the future with methods trained for the short-term future, this finding holds when highly noisy annotations are used, which opens new horizons towards the use of weak-supervised learning.

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