Video Generation On Bair Robot Pushing

Métriques

Cond

FVD score

Pred

Train

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	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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