Stochastic Adversarial Video Prediction

Benchmark Model Rank Results
video-generation-on-bair-robot-pushingSAVP (from FVD)#11FVD score: 116.4Cond: 2Train: 14Pred: 14
video-generation-on-bair-robot-pushingSAVP (from vRNN)#16FVD score: 143.43SSIM: 0.795±0.07LPIPS: 0.062±0.03Cond: 2
video-generation-on-bair-robot-pushingSAVP (from SRVP)#18FVD score: 152±9SSIM: 0.7887±0.0092PSNR: 18.44±0.25
video-generation-on-bair-robot-pushingSAVP-VAE (from WAM)#30SSIM: 0.815PSNR: 19.09Cond: 2Train: 14Pred: 28
video-prediction-on-kthSAVP-VAE (from Grid-keypoints)#2FVD: 145.7SSIM: 0.806PSNR: 26.00LPIPS: 0.116Cond: 10
video-prediction-on-kthSAVP (from Grid-keypoints)#4FVD: 183.7SSIM: 0.699PSNR: 23.79LPIPS: 0.126Cond: 10
video-prediction-on-kthSAVP (from SRVP)#9FVD: 374 ± 3SSIM: 0.7564±0.0062PSNR: 26.51±0.29
video-prediction-on-kthSAVP-VAE#18SSIM: 0.852PSNR: 27.77Cond: 10Pred: 20