awesome-human-human-interaction

A curated list of awesome human-human interaction (HHI) resources. If you find any errors or problems, please don't hesitate to comment.

Table of Contents

• Datasets
• Papers
  • HHI Generation
  • HHI Reconstruction
  • HHI Detection
  • Reaction Generation

Datasets

Dataset	Year	Motions	Frames	Texts	Scheme	Modality
UMPM	2011	36	400K	No	MoCap	Skeleton
SBU Kinect	2012	300	7.5K	No	RGB+D	Skeleton
You2Me	2020	42	77K	No	RGB+D	Skeleton
NTU RGB+D 120	2019	8,276	462K	No	RGB+D	Skeleton
Chi3D	2020	373	63K	No	MoCap	SMPL-X
ExPI	2022	115	30K	No	Multi RGB	Skeleton
GTA Combat	2023	6.8K	2.05M	No	Synthetic	Skeleton
Hi4D	2023	100	11K	No	Multi RGB	SMPL
InterHuman	2023	6,022	1.7M	Yes	Multi RGB	SMPL
Inter-X	2024	11,388	8.1M	Yes	MoCap	SMPL-X, Skeleton

Recent Papers

HHI Generation

• Inter-X: Towards Versatile Human-Human Interaction Analysis, CVPR'24 [Paper], [Project], [Code&Data]

• ContactGen: Contact-Guided Interactive 3D Human Generation for Partners, AAAI'24 [Paper], [Project], [Code]

• InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions, IJCV'24 [Paper], [Project], [Code&Data]

• ActFormer: A GAN-based Transformer towards General Action-Conditioned 3D Human Motion Generation, ICCV'23 [Paper], [Project], [Code]

• PriorMDM: Human Motion Diffusion as a Generative Prior, ICLR'24 [Paper], [Project], [Code]

• Neural Animation Layering for Synthesizing Martial Arts Movements, SIGGRAPH 2021 [Paper]

• Local Motion Phases for Learning Multi-Contact Character Movements, SIGGRAPH 2020 [Paper], [Code]

HHI Reconstruction

• Pose Priors from Language Models, arXiV 2024.05 [Paper]

• MultiPhys: Multi-Person Physics-aware 3D Motion Estimation, CVPR'24 [Paper], [Project], [Code]

• Closely Interactive Human Reconstruction with Proxemics and Physics-Guided Adaption, CVPR'24 [Paper], [Code]

• MultiPhys: Multi-Person Physics-aware 3D Motion Estimation, arXiv 2024.04 [Paper], [Project], [Code]

• Reconstructing Close Human Interactions from Multiple Views, SIGGRAPH Asia'23 [Paper], [Code]

• Hi4D: 4D Instance Segmentation of Close Human Interaction, CVPR'23 [Paper], [Project], [Code&Data]

• Multi-Person Extreme Motion Prediction, CVPR'22 [Paper], [Project], [Code]

HHI Detection

• SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos, CVPR'24 [Paper], [Code]

• Inter-X: Towards Versatile Human-Human Interaction Analysis, CVPR'24 [Paper], [Project], [Code&Data]

• IGFormer: Interaction Graph Transformer for Skeleton-based Human Interaction Recognition, ECCV'22 [Paper]

• Human-to-Human Interaction Detection, arXiv 2023.07 [Paper]

Reaction Generation

• PhysReaction: Physically Plausible Real-Time Humanoid Reaction Synthesis via Forward Dynamics Guided 4D Imitation, arXiv 2024.04 [Paper], [Project]

• Inter-X: Towards Versatile Human-Human Interaction Analysis, CVPR'24 [Paper], [Project], [Code&Data]

• ReGenNet: Towards Human Action-Reaction Synthesis, CVPR'24 [Paper], [Project], [Code]

• Interactive Humanoid: Online Full-Body Motion Reaction Synthesis with Social Affordance Canonicalization and Forecasting, arXiv 2023.12 [Paper], [Project]

• Role-aware Interaction Generation from Textual Description, ICCV'23 [Paper], [Code]

• ReMoS: 3D Motion-Conditioned Reaction Synthesis for Two-Person Interactions, arXiv 2023.11 [Paper], [Project]

• Interaction transformer for human reaction generation, TMM'23 [Paper]