← Motion Synthesis
Papers with Code · CC BY-SA 4.0

HumanML3D

아카이브 평가 37건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
Motion Anything
FID
0.028
Diversity
9.521
Multimodality
2.705
R Precision Top3
0.829
Motion Anything: Any to Motion Generation
2025-03-10
코드 1
MotionPCM
FID
0.030
Diversity
9.575
Multimodality
1.714
R Precision Top3
0.842
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model
2025-01-31
연결 없음
BiPO
FID
0.030
Diversity
9.556
Multimodality
1.374
R Precision Top3
0.809
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis
2024-11-28
연결 없음
DisCoRD (+MoMask)
FID
0.032
Multimodality
1.288
R Precision Top3
0.809
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding
2024-11-29
연결 없음
MoMask
FID
0.045
Multimodality
1.241
R Precision Top3
0.807
MoMask: Generative Masked Modeling of 3D Human Motions
2023-11-29
코드 1
BAD (CBS)
FID
0.049
Diversity
9.688
Multimodality
1.119
R Precision Top3
0.800
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation
2024-09-17
코드 1
Free-T2M (StableMoFusion)
FID
0.051
Diversity
9.480
R Precision Top3
0.803
Free-T2M: Frequency Enhanced Text-to-Motion Diffusion Model With Consistency Loss
2025-01-30
코드 1
MCM
FID
0.053
Diversity
9.585
Multimodality
0.8104
R Precision Top3
0.788
MCM: Multi-condition Motion Synthesis Framework
2024-04-19
코드 1
BAMM
FID
0.055
Diversity
9.717
Multimodality
1.687
R Precision Top3
0.814
BAMM: Bidirectional Autoregressive Motion Model
2024-03-28
코드 1
BAD (OAAS)
FID
0.065
Diversity
9.694
Multimodality
1.194
R Precision Top3
0.808
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation
2024-09-17
코드 1
DiverseMotion (s=1)
FID
0.070
Diversity
9.551
Multimodality
2.062
R Precision Top3
0.783
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
2023-09-04
연결 없음
DiverseMotion (s=2)
FID
0.072
Diversity
9.683
Multimodality
1.869
R Precision Top3
0.802
DiverseMotion: Towards Diverse Human Motion Generation via Discrete Diffusion
2023-09-04
연결 없음
MMM (predict length)
FID
0.080
Diversity
9.411
Multimodality
1.164
R Precision Top3
0.794
MMM: Generative Masked Motion Model
2023-12-06
코드 1
MMM (gt length)
FID
0.089
Diversity
9.577
Multimodality
1.226
R Precision Top3
0.804
MMM: Generative Masked Motion Model
2023-12-06
코드 1
ReMoDiffuse
FID
0.103
Diversity
9.018
Multimodality
1.795
R Precision Top3
0.795
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model
2023-04-03
코드 1
ParCo
FID
0.109
Diversity
9.576
Multimodality
1.382
R Precision Top3
0.801
ParCo: Part-Coordinating Text-to-Motion Synthesis
2024-03-27
코드 1
GUESS
FID
0.109
Diversity
9.826
Multimodality
2.430
R Precision Top3
0.787
GUESS:GradUally Enriching SyntheSis for Text-Driven Human Motion Generation
2024-01-04
코드 1
AttT2M
FID
0.112
Diversity
9.700
Multimodality
2.452
R Precision Top3
0.786
AttT2M: Text-Driven Human Motion Generation with Multi-Perspective Attention Mechanism
2023-09-02
코드 1
EMDM
FID
0.112
Diversity
9.551
Multimodality
1.641
R Precision Top3
0.786
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation
2023-12-04
코드 1
GraphMotion
FID
0.116
Diversity
9.692
Multimodality
2.766
R Precision Top3
0.785
Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs
2023-09-21
코드 1
T2M-GPT (τ = 0.5)
FID
0.116
Diversity
9.761
Multimodality
1.856
R Precision Top3
0.775
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations
2023-01-15
코드 1
T2M-GPT (τ = 0)
FID
0.140
Diversity
9.844
Multimodality
3.285
R Precision Top3
0.685
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations
2023-01-15
코드 1
T2M-GPT (τ ∈ U[0, 1])
FID
0.141
Diversity
9.722
Multimodality
1.831
R Precision Top3
0.775
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations
2023-01-15
코드 1
FineMoGen
FID
0.151
Diversity
9.263
Multimodality
2.696
R Precision Top3
0.784
FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing
2023-12-22
코드 1
Fg-T2M
FID
0.243
Diversity
9.278
Multimodality
1.614
R Precision Top3
0.783
Fg-T2M: Fine-Grained Text-Driven Human Motion Generation via Diffusion Model
2023-09-12
연결 없음
Motion Mamba
FID
0.281
Diversity
9.871
Multimodality
2.294
R Precision Top3
0.792
Motion Mamba: Efficient and Long Sequence Motion Generation
2024-03-12
코드 1
MotionLCM (4-step)
FID
0.304
Diversity
9.607
Multimodality
2.259
R Precision Top3
0.798
MotionLCM: Real-time Controllable Motion Generation via Latent Consistency Model
2024-04-30
코드 1
MLD
FID
0.473
Diversity
9.724
Multimodality
2.413
R Precision Top3
0.772
Executing your Commands via Motion Diffusion in Latent Space
2022-12-08
코드 1
MDM
FID
0.544
Diversity
9.559
Multimodality
2.799
R Precision Top3
0.611
Human Motion Diffusion Model
2022-09-29
코드 1
MotionDiffuse
FID
0.630
Diversity
9.410
Multimodality
1.553
R Precision Top3
0.782
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model
2022-08-31
코드 1 · 코드 2