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Models/PredRNN++

PredRNN++

Reported on 16 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision8 results

VideoonKTH
PSNR· 2018-04-17
28.47
best: 29.85 (WAM)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonSynpickVP
LPIPS· 2018-04-17
0.053
best: 0.033 (MSPred)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonSynpickVP
MSE· 2018-04-17
51.73
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonSynpickVP
PSNR· 2018-04-17
27.5
best: 27.89 (MSPred)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonSynpickVP
SSIM· 2018-04-17
0.894
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonKTH
Cond· 2018-04-17
10
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonKTH
Pred· 2018-04-17
20
best: 40 (Grid-keypoints)
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
VideoonKTH
SSIM· 2018-04-17
0.865
best: 0.951 (MSPred)
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300

Time Series8 results

Video PredictiononKTH
PSNR· 2018-04-17
28.47
best: 29.85 (WAM)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononSynpickVP
LPIPS· 2018-04-17
0.053
best: 0.033 (MSPred)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononSynpickVP
MSE· 2018-04-17
51.73
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononSynpickVP
PSNR· 2018-04-17
27.5
best: 27.89 (MSPred)
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononSynpickVP
SSIM· 2018-04-17
0.894
SOTA
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononKTH
Cond· 2018-04-17
10
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononKTH
Pred· 2018-04-17
20
best: 40 (Grid-keypoints)
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300
Video PredictiononKTH
SSIM· 2018-04-17
0.865
best: 0.951 (MSPred)
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning arXiv:1804.06300