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
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
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation	Sep 17, 2024	Human motion predictionMotion Forecasting	CodeCode Available	2
History Repeats Itself: Human Motion Prediction via Motion Attention	Jul 23, 2020	Human motion predictionmotion prediction	CodeCode Available	1
Long-term Human Motion Prediction with Scene Context	Jul 7, 2020	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
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction	Dec 19, 2023	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Generative Model-Enhanced Human Motion Prediction	Oct 5, 2020	Human motion predictionmodel	CodeCode Available	1
Generating Smooth Pose Sequences for Diverse Human Motion Prediction	Aug 19, 2021	DiversityHuman motion prediction	CodeCode Available	1
DLow: Diversifying Latent Flows for Diverse Human Motion Prediction	Mar 18, 2020	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
Learning Semantic Latent Directions for Accurate and Controllable Human Motion Prediction	Jul 16, 2024	DiversityHuman motion prediction	CodeCode Available	1
Learning Trajectory Dependencies for Human Motion Prediction	Aug 15, 2019	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction	Nov 25, 2022	DiversityHuman motion prediction	CodeCode Available	1
DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting	May 26, 2020	Graph Neural NetworkHuman 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
Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space	Jul 15, 2022	DiversityHuman motion prediction	CodeCode Available	1
Dynamic Multiscale Graph Neural Networks for 3D Skeleton Based Human Motion Prediction	Jun 1, 2020	DecoderHuman motion prediction	CodeCode Available	1
A Spatio-temporal Transformer for 3D Human Motion Prediction	Apr 18, 2020	Human motion predictionmotion prediction	CodeCode Available	1
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction	Aug 17, 2023	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Back to MLP: A Simple Baseline for Human Motion Prediction	Jul 4, 2022	Human motion predictionHuman Pose Forecasting	CodeCode Available	1
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction	Mar 17, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
GIMO: Gaze-Informed Human Motion Prediction in Context	Apr 20, 2022	Human motion predictionmotion prediction	CodeCode Available	1
MotionAug: Augmentation with Physical Correction for Human Motion Prediction	Mar 17, 2022	Data AugmentationDiversity	CodeCode Available	1

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