← Human Pose Forecasting
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Human3.6M

아카이브 평가 33건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
GCNext
Average MPJPE (mm) @ 1000 ms
64.7
Average MPJPE (mm) @ 400ms
30.5
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction
2023-12-19
코드 1
MGCN
Average MPJPE (mm) @ 1000 ms
72.9
Average MPJPE (mm) @ 400ms
34.4
Multi-Graph Convolution Network for Pose Forecasting
2023-04-11
연결 없음
FMS-AM
Average MPJPE (mm) @ 400ms
34.8
Remembering What Is Important: A Factorised Multi-Head Retrieval and Auxiliary Memory Stabilisation Scheme for Human Motion Prediction
2023-05-19
연결 없음
AuxFormer
Average MPJPE (mm) @ 1000 ms
107
Average MPJPE (mm) @ 400ms
54.1
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction
2023-08-17
코드 1
EqMotion
Average MPJPE (mm) @ 1000 ms
106.9
Average MPJPE (mm) @ 400ms
55.0
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning
2023-03-20
코드 1 · 코드 2
Sun et al.
Average MPJPE (mm) @ 1000 ms
109.2
Average MPJPE (mm) @ 400ms
55.5
Towards Accurate Human Motion Prediction via Iterative Refinement
2023-05-08
연결 없음
ResChunk
Average MPJPE (mm) @ 1000 ms
81.95
Average MPJPE (mm) @ 400ms
56.41
Multiscale Residual Learning of Graph Convolutional Sequence Chunks for Human Motion Prediction
2023-08-31
코드 1
GraphMixer
Average MPJPE (mm) @ 1000 ms
108.6
Average MPJPE (mm) @ 400ms
56.7
Graph-Guided MLP-Mixer for Skeleton-Based Human Motion Prediction
2023-04-07
연결 없음
siMLPe
Average MPJPE (mm) @ 1000 ms
109.4
Average MPJPE (mm) @ 400ms
57.3
Back to MLP: A Simple Baseline for Human Motion Prediction
2022-07-04
코드 1
PGBIG
MAR, walking, 400ms
0.54
MAR, walking, 1,000ms
0.69
Average MPJPE (mm) @ 1000 ms
110.3
Average MPJPE (mm) @ 400ms
58.5
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction
2022-03-30
코드 1
MotionMixer
MAR, walking, 400ms
0.58
MAR, walking, 1,000ms
0.73
Average MPJPE (mm) @ 1000 ms
111.0
Average MPJPE (mm) @ 400ms
59.3
MotionMixer: MLP-based 3D Human Body Pose Forecasting
2022-07-01
코드 1
UNIMASK-M
Average MPJPE (mm) @ 1000 ms
112.1
Average MPJPE (mm) @ 400ms
61.6
A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis
2023-08-14
연결 없음
MSR-GCN
Average MPJPE (mm) @ 1000 ms
114.2
Average MPJPE (mm) @ 400ms
62.9
MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction
2021-08-16
코드 1
LTD-GCN
MAR, walking, 400ms
0.56
MAR, walking, 1,000ms
0.67
Average MPJPE (mm) @ 1000 ms
113.0
Average MPJPE (mm) @ 400ms
63.5
Learning Trajectory Dependencies for Human Motion Prediction
2019-08-15
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
STS-GCN
MAR, walking, 400ms
0.55
MAR, walking, 1,000ms
0.87
Average MPJPE (mm) @ 1000 ms
117.0
Average MPJPE (mm) @ 400ms
65.8
Space-Time-Separable Graph Convolutional Network for Pose Forecasting
2021-10-09
코드 1
AnyPose1
Average MPJPE (mm) @ 1000 ms
128.2
Average MPJPE (mm) @ 400ms
80.6
AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations
2023-09-09
연결 없음
Forecast LSTM
MAR, walking, 400ms
0.91
Average MPJPE (mm) @ 1000 ms
149.2
APD
3070
Average MPJPE (mm) @ 400ms
80.8
Average NDMS at 4s
0.465
Intention-based Long-Term Human Motion Anticipation
2021-12-01
코드 1
BC+WGAIL-div
MAR, walking, 400ms
0.59
MAR, walking, 1,000ms
0.69
Imitation Learning for Human Pose Prediction
2019-09-08
연결 없음
TP-RNN
MAR, walking, 400ms
0.65
MAR, walking, 1,000ms
0.77
Action-Agnostic Human Pose Forecasting
2018-10-23
코드 1
SRNN
MAR, walking, 400ms
1.30
MAR, walking, 1,000ms
2.13
Structural-RNN: Deep Learning on Spatio-Temporal Graphs
2015-11-17
코드 1 · 코드 2
ERD
MAR, walking, 400ms
1.78
MAR, walking, 1,000ms
2.38
Recurrent Network Models for Human Dynamics
2015-08-02
연결 없음
TCD
APD
19466
ADE
356
FDE
396
MMADE
463
MMFDE
445
A generic diffusion-based approach for 3D human pose prediction in the wild
2022-10-11
코드 1
STARS
APD
15884
ADE
358
FDE
445
MMADE
442
MMFDE
471
Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors
2023-02-09
코드 1
DiverseSampling
APD
15310
ADE
370
FDE
485
MMADE
475
MMFDE
516
CMD
11.692
FID
2.083
Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space
2022-07-15
코드 1 · 코드 2
GSPS
APD
14757
ADE
389
FDE
496
MMADE
476
MMFDE
525
CMD
10.758
FID
2.103
Generating Smooth Pose Sequences for Diverse Human Motion Prediction
2021-08-19
코드 1
DSF
APD
9330
ADE
493
FDE
592
MMADE
550
MMFDE
599
Diverse Trajectory Forecasting with Determinantal Point Processes
2019-07-11
연결 없음
BeLFusion
APD
7602
ADE
372
FDE
474
MMADE
473
MMFDE
507
CMD
5.988
FID
0.209
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction
2022-11-25
코드 1
HP-GAN
APD
7214
ADE
858
FDE
867
MMADE
847
MMFDE
858
HP-GAN: Probabilistic 3D human motion prediction via GAN
2017-11-27
코드 1 · 코드 2 · 코드 3
GMVAE
APD
6769
ADE
461
FDE
555
MMADE
524
MMFDE
566
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
2016-11-08
코드 1 · 코드 2 · 코드 3 · 코드 4
Pose-Knows
APD
6723
ADE
461
FDE
560
MMADE
522
MMFDE
569
CMD
6.326
FID
0.538
The Pose Knows: Video Forecasting by Generating Pose Futures
2017-04-28
코드 1