Human motion prediction

Action prediction is a pre-fact video understanding task, which focuses on future states, in other words, it needs to reason about future states or infer action labels before the end of action execution.

Papers

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Showing 1–25 of 162 papers

Title	Date	Tasks	Status	Hype
MoMask: Generative Masked Modeling of 3D Human Motions	Nov 29, 2023	Human motion predictionMotion Forecasting	CodeCode Available	3
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation	Sep 17, 2024	Human motion predictionMotion Forecasting	CodeCode Available	2
InterDiff: Generating 3D Human-Object Interactions with Physics-Informed Diffusion	Aug 31, 2023	3D Human DynamicsHuman Dynamics	CodeCode Available	2
HumanMAC: Masked Motion Completion for Human Motion Prediction	Feb 7, 2023	DenoisingHuman motion prediction	CodeCode Available	2
Multi-Transmotion: Pre-trained Model for Human Motion Prediction	Nov 4, 2024	Human motion predictionmotion prediction	CodeCode Available	1
Learning Semantic Latent Directions for Accurate and Controllable Human Motion Prediction	Jul 16, 2024	DiversityHuman motion prediction	CodeCode Available	1
Context-based Interpretable Spatio-Temporal Graph Convolutional Network for Human Motion Forecasting	Feb 21, 2024	Autonomous DrivingHuman motion prediction	CodeCode Available	1
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction	Dec 19, 2023	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction	Aug 17, 2023	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction	Jul 30, 2023	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Stochastic Multi-Person 3D Motion Forecasting	Jun 8, 2023	DiversityHuman motion prediction	CodeCode Available	1
CoMusion: Towards Consistent Stochastic Human Motion Prediction via Motion Diffusion	May 21, 2023	DiversityHuman motion prediction	CodeCode Available	1
Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors	Feb 9, 2023	DiversityHuman motion prediction	CodeCode Available	1
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction	Nov 25, 2022	DiversityHuman motion prediction	CodeCode Available	1
Multi-view Tracking Using Weakly Supervised Human Motion Prediction	Oct 19, 2022	Human motion predictionmotion prediction	CodeCode Available	1
STPOTR: Simultaneous Human Trajectory and Pose Prediction Using a Non-Autoregressive Transformer for Robot Following Ahead	Sep 15, 2022	DecoderHuman motion prediction	CodeCode Available	1
Skeleton-Parted Graph Scattering Networks for 3D Human Motion Prediction	Jul 31, 2022	Human motion predictionmotion prediction	CodeCode Available	1
Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space	Jul 15, 2022	DiversityHuman motion prediction	CodeCode Available	1
Back to MLP: A Simple Baseline for Human Motion Prediction	Jul 4, 2022	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Weakly-supervised Action Transition Learning for Stochastic Human Motion Prediction	May 31, 2022	Human motion predictionMotion Generation	CodeCode Available	1
GIMO: Gaze-Informed Human Motion Prediction in Context	Apr 20, 2022	Human motion predictionmotion prediction	CodeCode Available	1
Learning Constrained Dynamic Correlations in Spatiotemporal Graphs for Motion Prediction	Apr 4, 2022	Human motion predictionmotion prediction	CodeCode Available	1
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction	Mar 30, 2022	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
MotionAug: Augmentation with Physical Correction for Human Motion Prediction	Mar 17, 2022	Data AugmentationDiversity	CodeCode Available	1
Social-Implicit: Rethinking Trajectory Prediction Evaluation and The Effectiveness of Implicit Maximum Likelihood Estimation	Mar 6, 2022	Human motion predictionmotion prediction	CodeCode Available	1

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