← Video Generation
Papers with Code · CC BY-SA 4.0

BAIR Robot Pushing

아카이브 평가 31건 · 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.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
MAGVIT
FVD score
62
Cond
1
Pred
15
Train
15
MAGVIT: Masked Generative Video Transformer
2022-12-10
코드 1
RaMViD
FVD score
84.20
Cond
1
Pred
15
Train
20
Diffusion Models for Video Prediction and Infilling
2022-06-15
코드 1
NUWA
FVD score
86.9
Cond
1
Pred
15
Train
15
NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion
2021-11-24
코드 1
MCVD : c2t5p14
FVD score
87.9
Cond
2
SSIM
0.838
PSNR
19.1
Pred
14
Train
5
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation
2022-05-19
코드 1 · 코드 2
MCVD : c1t5p15
FVD score
89.5
Cond
1
SSIM
0.78
PSNR
16.9
Pred
15
Train
5
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation
2022-05-19
코드 1 · 코드 2
FitVid
FVD score
93.6
Cond
1
Pred
15
Train
15
Notes
Uses 100 times more fake than real samples (atypical)
FitVid: Overfitting in Pixel-Level Video Prediction
2021-06-24
코드 1
Video Transformer
FVD score
94± 2
Cond
1
Pred
15
Train
15
Notes
FVD on only leftmost samples is 94, FVD on unrolled (all subsequences) is 96
Scaling Autoregressive Video Models
2019-06-06
코드 1
CCVS
FVD score
99 ± 2
Cond
1
Pred
15
Train
15
CCVS: Context-aware Controllable Video Synthesis
2021-07-16
코드 1
VideoGPT
FVD score
103.3
Cond
1
Pred
15
Train
15
VideoGPT: Video Generation using VQ-VAE and Transformers
2021-04-20
코드 1 · 코드 2 · 코드 3
TrIVD-GAN-FP
FVD score
103.3
Cond
1
Pred
15
Train
15
Transformation-based Adversarial Video Prediction on Large-Scale Data
2020-03-09
연결 없음
DVD-GAN-FP
FVD score
109.8
Cond
1
Pred
15
Train
15
Adversarial Video Generation on Complex Datasets
2019-07-15
코드 1
SAVP (from FVD)
FVD score
116.4
Cond
2
Pred
14
Train
14
Stochastic Adversarial Video Prediction
2018-04-04
코드 1 · 코드 2 · 코드 3 · 코드 4
MCVD : c2t5p28
FVD score
118.4
Cond
2
SSIM
0.745
PSNR
16.2
Pred
28
Train
5
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation
2022-05-19
코드 1 · 코드 2
LVT
FVD score
125.76±2.90
Cond
1
Pred
15
Train
15
Latent Video Transformer
2020-06-18
코드 1
VideoFlow
FVD score
131±5
Cond
3
Pred
14 (total 16)
Train
10
VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation
2019-03-04
코드 1
Hier-VRNN
FVD score
143.4
Cond
2
SSIM
0.822±0.06
LPIPS
0.055±0.03
Pred
28
Train
10
Improved Conditional VRNNs for Video Prediction
2019-04-27
코드 1
SAVP (from vRNN)
FVD score
143.43
Cond
2
SSIM
0.795±0.07
LPIPS
0.062±0.03
Pred
28
Train
10
Stochastic Adversarial Video Prediction
2018-04-04
코드 1 · 코드 2 · 코드 3 · 코드 4
VRNN 1L
FVD score
149.22
Cond
2
SSIM
0.829±0.06
LPIPS
0.058±0.03
Pred
28
Train
10
Improved Conditional VRNNs for Video Prediction
2019-04-27
코드 1
SAVP (from SRVP)
FVD score
152±9
Cond
2
SSIM
0.7887±0.0092
PSNR
18.44±0.25
LPIPS
0.0634±0.0026
Pred
28
Train
12
Stochastic Adversarial Video Prediction
2018-04-04
코드 1 · 코드 2 · 코드 3 · 코드 4
WAM
FVD score
159.6
Cond
2
SSIM
0.844
PSNR
21.02
LPIPS
0.0936
Pred
28
Train
14
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction
2020-02-23
코드 1
SRVP
FVD score
162 ± 4
Cond
2
SSIM
0.8196±0.0084
PSNR
19.59±0.27
LPIPS
0.0574±0.0032
Pred
28
Train
12
Stochastic Latent Residual Video Prediction
2020-02-21
코드 1
SLAMP
FVD score
245 ± 5
Cond
2
SSIM
0.8175±0.084
PSNR
19.67±0.26
LPIPS
0.0596±0.0032
Pred
28
Train
10
SLAMP: Stochastic Latent Appearance and Motion Prediction
2021-08-05
코드 1
SVG (from SRVP)
FVD score
255±4
Cond
2
SSIM
0.8058±0.0088
PSNR
18.95±0.26
LPIPS
0.0609±0.0034
Pred
28
Train
12
Stochastic Video Generation with a Learned Prior
2018-02-21
코드 1 · 코드 2 · 코드 3
SVG-LP (from vRNN)
FVD score
256.62
Cond
2
SSIM
0.816±0.07
LPIPS
0.061±0.03
Pred
28
Train
10
Stochastic Video Generation with a Learned Prior
2018-02-21
코드 1 · 코드 2 · 코드 3
SV2P (from FVD)
FVD score
262.5
Cond
2
Pred
14
Train
14
Stochastic Variational Video Prediction
2017-10-30
코드 1 · 코드 2 · 코드 3
CDNA (from FVD)
FVD score
296.5
Cond
2
Pred
14
Train
14
Unsupervised Learning for Physical Interaction through Video Prediction
2016-05-23
코드 1 · 코드 2
SVG-FP (from FVD)
FVD score
315.5
Cond
2
Pred
14
Train
14
Stochastic Video Generation with a Learned Prior
2018-02-21
코드 1 · 코드 2 · 코드 3
Baseline (from LVT)
FVD score
320.9
Cond
1
Pred
15
Train
15
Latent Video Transformer
2020-06-18
코드 1
MoCoGAN
FVD score
503
Cond
4
Pred
12
Train
12
MoCoGAN: Decomposing Motion and Content for Video Generation
2017-07-17
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
SV2P (from SRVP)
FVD score
965±17
Cond
2
SSIM
0.8169±0.0086
PSNR
20.39±0.27
LPIPS
0.0912±0.0053
Pred
28
Train
12
Stochastic Variational Video Prediction
2017-10-30
코드 1 · 코드 2 · 코드 3