Stochastic Video Generation with a Learned Prior

Benchmark Model Rank Results
video-generation-on-bair-robot-pushingSVG (from SRVP)#22FVD score: 255±4SSIM: 0.8058±0.0088PSNR: 18.95±0.26
video-generation-on-bair-robot-pushingSVG-LP (from vRNN)#23FVD score: 256.62SSIM: 0.816±0.07LPIPS: 0.061±0.03Cond: 2
video-generation-on-bair-robot-pushingSVG-FP (from FVD)#26FVD score: 315.5Cond: 2Train: 14Pred: 14
video-prediction-on-cityscapes-128x128SVG (from Hier-VRNN)#2FVD: 1300.26SSIM: 0.574±0.08LPIPS: 0.549 ± 0.06Cond.: 2
video-prediction-on-kthSVG-LP (from Grid-keypoints)#3FVD: 157.9SSIM: 0.800PSNR: 23.91LPIPS: 0.129Cond: 10
video-prediction-on-kthSVG-LP (from SRVP)#10FVD: 377 ± 6SSIM: 0.8438±0.0054PSNR: 28.06±0.29
video-prediction-on-synpickvpSVG-LP#4LPIPS: 0.066MSE: 51.82PSNR: 27..38SSIM: 0.886
video-prediction-on-synpickvpSVG-Det#5LPIPS: 0.068MSE: 60.60PSNR: 26.92SSIM: 0.879