Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/PredRNN-V2

PredRNN-V2

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

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

Computer Vision8 results

VideoonMoving MNIST
LPIPS· 2021-03-17
0.071
best: 0.024 (MSPred)
SOTA
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonMoving MNIST
MSE· 2021-03-17
48.4
best: 11.62 (PredFormer)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonMoving MNIST
SSIM· 2021-03-17
0.891
best: 0.975 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonKTH
Cond· 2021-03-17
10
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonKTH
LPIPS· 2021-03-17
0.139
best: 0.029 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonKTH
PSNR· 2021-03-17
28.37
best: 29.85 (WAM)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonKTH
Pred· 2021-03-17
20
best: 40 (Grid-keypoints)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
VideoonKTH
SSIM· 2021-03-17
0.839
best: 0.951 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504

Time Series8 results

Video PredictiononMoving MNIST
LPIPS· 2021-03-17
0.071
best: 0.024 (MSPred)
SOTA
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononMoving MNIST
MSE· 2021-03-17
48.4
best: 11.62 (PredFormer)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononMoving MNIST
SSIM· 2021-03-17
0.891
best: 0.975 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononKTH
Cond· 2021-03-17
10
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononKTH
LPIPS· 2021-03-17
0.139
best: 0.029 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononKTH
PSNR· 2021-03-17
28.37
best: 29.85 (WAM)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononKTH
Pred· 2021-03-17
20
best: 40 (Grid-keypoints)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504
Video PredictiononKTH
SSIM· 2021-03-17
0.839
best: 0.951 (MSPred)
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning arXiv:2103.09504