Video Generation On Bair Robot Pushing

評価指標

Cond

FVD score

Pred

Train

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	Cond	FVD score	Pred	Train	Paper Title	Repository
SVG-FP (from FVD)	2	315.5	14	14	Stochastic Video Generation with a Learned Prior
Baseline (from LVT)	1	320.9	15	15	Latent Video Transformer
WAM	2	159.6	28	14	Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction
SVG-LP (from vRNN)	2	256.62	28	10	Stochastic Video Generation with a Learned Prior
Video Transformer	1	94± 2	15	15	Scaling Autoregressive Video Models
SAVP (from SRVP)	2	152±9	28	12	Stochastic Adversarial Video Prediction
NUWA	1	86.9	15	15	NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion
SAVP (from vRNN)	2	143.43	28	10	Stochastic Adversarial Video Prediction
VideoFlow	3	131±5	14 (total 16)	10	VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation
SV2P (from FVD)	2	262.5	14	14	Stochastic Variational Video Prediction
VRNN 1L	2	149.22	28	10	Improved Conditional VRNNs for Video Prediction
TrIVD-GAN-FP	1	103.3	15	15	Transformation-based Adversarial Video Prediction on Large-Scale Data	-
SRVP	2	162 ± 4	28	12	Stochastic Latent Residual Video Prediction
FitVid	1	93.6	15	15	FitVid: Overfitting in Pixel-Level Video Prediction
MoCoGAN	4	503	12	12	MoCoGAN: Decomposing Motion and Content for Video Generation
DVD-GAN-FP	1	109.8	15	15	Adversarial Video Generation on Complex Datasets
SAVP (from FVD)	2	116.4	14	14	Stochastic Adversarial Video Prediction
RaMViD	1	84.20	15	20	Diffusion Models for Video Prediction and Infilling
MAGVIT	1	62	15	15	MAGVIT: Masked Generative Video Transformer
MCVD : c2t5p14	2	87.9	14	5	MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation

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