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Models/LMC

LMC

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· 2021-04-02
0.047
best: 0.024 (MSPred)
SOTA
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonMoving MNIST
MSE· 2021-04-02
41.5
best: 11.62 (PredFormer)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonMoving MNIST
SSIM· 2021-04-02
0.924
best: 0.975 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonKTH
Cond· 2021-04-02
10
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonKTH
LPIPS· 2021-04-02
159.8
best: 0.029 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonKTH
PSNR· 2021-04-02
27.5
best: 29.85 (WAM)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonKTH
Pred· 2021-04-02
40
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
VideoonKTH
SSIM· 2021-04-02
0.879
best: 0.951 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924

Time Series8 results

Video PredictiononMoving MNIST
LPIPS· 2021-04-02
0.047
best: 0.024 (MSPred)
SOTA
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononMoving MNIST
MSE· 2021-04-02
41.5
best: 11.62 (PredFormer)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononMoving MNIST
SSIM· 2021-04-02
0.924
best: 0.975 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononKTH
Cond· 2021-04-02
10
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononKTH
LPIPS· 2021-04-02
159.8
best: 0.029 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononKTH
PSNR· 2021-04-02
27.5
best: 29.85 (WAM)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononKTH
Pred· 2021-04-02
40
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924
Video PredictiononKTH
SSIM· 2021-04-02
0.879
best: 0.951 (MSPred)
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning arXiv:2104.00924