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BAIR

Benchmarks

Task NameDataset NameSOTA ResultTrend
Video PredictionBAIR (test)
FVD82.64
59
Video PredictionBAIR
FVD83.6
34
Future Video PredictionBAIR 64x64 and 256x256 (test)
FVD50
16
Frame PredictionBAIR
FVD62
15
Video PredictionBAIR 64x64
FVD86.9
14
Video PredictionBAIR 64x64 (test)
SSIM0.849
12
Video PredictionBAIR 64 x 64 1 -> 15
FVD89.5
11
Trajectory Prediction and Robot Action PlanningBAIR
PSNR20.3
7
Video InterpolationBAIR 64 x 64 (test)
PSNR25.162
7
Video PredictionBAIR 64 x 64 2 -> 28
FVD118.4
7
Video GenerationBAIR
FVD Score120.03
7
Video Motion TransferBAIR (test)
APD-to-MAE Ratio1.3337
6
Keypoint PredictionBAIR (test)
Energy Distance7.3468
6
Video PredictionBAIR 64 x 64 2 -> 14
FVD87.9
6
Proxy-supervised Video GenerationBAIR 64x64 Full (test)
LPIPS0.154
6
Point-to-point video synthesisBAIR 64x64 (test)
SSIM (Best)0.857
4
Spatiotemporal PredictionBAIR
RMSE11.54
3
Video reconstructionBair
L1 Loss0.027
3
Image AnimationBair
User Preference Rate95
2
Video GenerationBAIR action-free (test)
Bits-per-pixel1.87
1
Video PredictionBAIR Balanced (B)
Metric-
0
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