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Human Pose Forecasting

Pose Estimation › Human Pose Forecasting 69 평가 기록 7 datasets

Human pose forecasting is the task of detecting and predicting future human poses.

<span style="color:grey; opacity: 0.6">( Image credit: EgoPose )</span>

논문

Back to MLP: A Simple Baseline for Human Motion Prediction

2207.01567 2022-07-04 이 페이지의 평가 3건

Average MPJPE (mm) @ 400ms: 60Average MPJPE (mm) @ 1000ms: 141Last Frame MPJPE (mm) @ 400ms: 98Last Frame MPJPE (mm) @ 1000ms: 264

Space-Time-Separable Graph Convolutional Network for Pose Forecasting

2110.04573 2021-10-09 이 페이지의 평가 3건

Average MPJPE (mm) @ 400ms: 120Average MPJPE (mm) @ 1000ms: 171Last Frame MPJPE (mm) @ 400ms: 147Last Frame MPJPE (mm) @ 1000ms: 260

AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations

2309.04840 2023-09-09 이 페이지의 평가 2건

Average MPJPE (mm) 1000 msec: 91.7

EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning

2303.10876 2023-03-20 이 페이지의 평가 2건

Average MPJPE (mm) @ 400ms: 41Average MPJPE (mm) @ 1000ms: 104Last Frame MPJPE (mm) @ 400ms: 69Last Frame MPJPE (mm) @ 1000ms: 197

GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction

2312.11850 2023-12-19 이 페이지의 평가 2건

Average MPJPE (mm) 1000 msec: 65.3

Towards Accurate Human Motion Prediction via Iterative Refinement

2305.04443 2023-05-08 이 페이지의 평가 2건

Average MPJPE (mm) 1000 msec: 65.4

A generic diffusion-based approach for 3D human pose prediction in the wild

2210.05669 2022-10-11 이 페이지의 평가 1건

FDE@560ms (mm): 49.8FDE@720ms (mm): 54.5FDE@880ms (mm): 60.1FDE@1000ms (mm): 66.7

A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis

2308.07301 2023-08-14 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 112.1Average MPJPE (mm) @ 400ms: 61.6

Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction

2308.08942 2023-08-17 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 107Average MPJPE (mm) @ 400ms: 54.1

BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction

2211.14304 2022-11-25 이 페이지의 평가 1건

ADE: 0.513FDE: 0.560APD: 9.376APDE: 1.977

DLow: Diversifying Latent Flows for Diverse Human Motion Prediction

2003.08386 2020-03-18 이 페이지의 평가 1건

ADE: 0.590FDE: 0.612APD: 13.170

Generating Smooth Pose Sequences for Diverse Human Motion Prediction

2108.08422 2021-08-19 이 페이지의 평가 1건

ADE: 0.563FDE: 0.613APD: 12.465

Graph-Guided MLP-Mixer for Skeleton-Based Human Motion Prediction

2304.03532 2023-04-07 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 108.6Average MPJPE (mm) @ 400ms: 56.7

Learning Trajectory Dependencies for Human Motion Prediction

1908.05436 2019-08-15 이 페이지의 평가 1건

MAR, walking, 400ms: 0.56MAR, walking, 1,000ms: 0.67Average MPJPE (mm) @ 1000 ms: 113.0Average MPJPE (mm) @ 400ms: 63.5

MotionMixer: MLP-based 3D Human Body Pose Forecasting

2207.00499 2022-07-01 이 페이지의 평가 1건

MAR, walking, 400ms: 0.58MAR, walking, 1,000ms: 0.73Average MPJPE (mm) @ 1000 ms: 111.0Average MPJPE (mm) @ 400ms: 59.3

MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction

2108.07152 2021-08-16 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 114.2Average MPJPE (mm) @ 400ms: 62.9

Multi-Graph Convolution Network for Pose Forecasting

2304.04956 2023-04-11 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 72.9Average MPJPE (mm) @ 400ms: 34.4

Multiscale Residual Learning of Graph Convolutional Sequence Chunks for Human Motion Prediction

2308.16801 2023-08-31 이 페이지의 평가 1건

Average MPJPE (mm) @ 1000 ms: 81.95Average MPJPE (mm) @ 400ms: 56.41

Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction

2203.16051 2022-03-30 이 페이지의 평가 1건

MAR, walking, 400ms: 0.54MAR, walking, 1,000ms: 0.69Average MPJPE (mm) @ 1000 ms: 110.3Average MPJPE (mm) @ 400ms: 58.5

Remembering What Is Important: A Factorised Multi-Head Retrieval and Auxiliary Memory Stabilisation Scheme for Human Motion Prediction

2305.11394 2023-05-19 이 페이지의 평가 1건

Average MPJPE (mm) @ 400ms: 34.8

The Pose Knows: Video Forecasting by Generating Pose Futures

1705.00053 2017-04-28 이 페이지의 평가 1건

ADE: 0.656FDE: 0.675APD: 9.283

TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction

2307.16106 2023-07-30 이 페이지의 평가 1건

ADE: 0.508FDE: 0.568APD: 8.853