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9.22k
Imputation
HMNIST
GP-VAE (B-NLST)
https://arxiv.org/abs/2006.07027v2
MSE
0.092
Imputation
HMNIST
GP-VAE (B-NLST)
https://arxiv.org/abs/2006.07027v2
AUROC
0.962
Imputation
PhysioNet Challenge 2012
GP-VAE (B-NLST)
https://arxiv.org/abs/2006.07027v2
AUROC
0.743
Imputation > Multivariate Time Series Imputation
METR-LA
COSTI
https://arxiv.org/abs/2501.19364v1
1 step MAE
1.76
Imputation > Multivariate Time Series Imputation
UCI localization data
BRITS
http://arxiv.org/abs/1805.10572v1
MAE (10% missing)
0.219
Imputation > Multivariate Time Series Imputation
UCI localization data
M-RNN
http://arxiv.org/abs/1711.08742v1
MAE (10% missing)
0.248
Imputation > Multivariate Time Series Imputation
UCI localization data
ImputeTS
http://doi.org/10.32614/RJ-2017-009
MAE (10% missing)
0.363
Imputation > Multivariate Time Series Imputation
UCI localization data
MICE
https://doi.org/10.1002/sim.4067
MAE (10% missing)
0.477
Imputation > Multivariate Time Series Imputation
UCI localization data
Matrix Factorization (MF)
null
MAE (10% missing)
0.879
Imputation > Multivariate Time Series Imputation
Electricity
SAITS
https://arxiv.org/abs/2202.08516v5
MAE (100 steps, 10% data missing)
0.735
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
SAITS
https://arxiv.org/abs/2202.08516v5
MAE (10% of data as GT)
0.186
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
BRITS
http://arxiv.org/abs/1805.10572v1
MAE (10% of data as GT)
0.281
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
ImputeTS
http://doi.org/10.32614/RJ-2017-009
MAE (10% of data as GT)
0.390
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
M-RNN
http://arxiv.org/abs/1711.08742v1
MAE (10% of data as GT)
0.451
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
MICE
https://doi.org/10.1002/sim.4067
MAE (10% of data as GT)
0.634
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
Latent ODE (ODE enc)
https://arxiv.org/abs/1907.03907v1
mse (10^-3)
2.118
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
Latent ODE + Poisson
https://arxiv.org/abs/1907.03907v1
mse (10^-3)
2.789
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
Latent ODE (RNN enc.)
https://arxiv.org/abs/1806.07366v5
mse (10^-3)
3.907
Imputation > Multivariate Time Series Imputation
PhysioNet Challenge 2012
RNN-VAE
https://arxiv.org/abs/1806.07366v5
mse (10^-3)
5.930
Imputation > Multivariate Time Series Imputation
PEMS-SF
NAOMI
https://arxiv.org/abs/1901.10946v3
L2 Loss (10^-4)
3.54
Imputation > Multivariate Time Series Imputation
PEMS-SF
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
L2 Loss (10^-4)
4.51
Imputation > Multivariate Time Series Imputation
PEMS-SF
KNN
null
L2 Loss (10^-4)
4.58
Imputation > Multivariate Time Series Imputation
PEMS-SF
MaskGAN
https://openreview.net/forum?id=ByOExmWAb
L2 Loss (10^-4)
6.02
Imputation > Multivariate Time Series Imputation
PEMS-SF
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
L2 Loss (10^-4)
15.24
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
NAOMI
https://arxiv.org/abs/1901.10946v3
Path Length
0.573
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
NAOMI
https://arxiv.org/abs/1901.10946v3
OOB Rate (10^−3)
1.733
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
NAOMI
https://arxiv.org/abs/1901.10946v3
Step Change (10^−3)
2.565
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
NAOMI
https://arxiv.org/abs/1901.10946v3
Path Difference
0.581
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
NAOMI
https://arxiv.org/abs/1901.10946v3
Player Distance
0.423
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
Path Length
0.702
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
OOB Rate (10^−3)
3.874
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
Step Change (10^−3)
4.811
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
Path Difference
0.571
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
BRITS (SingleRes)
http://arxiv.org/abs/1805.10572v1
Player Distance
0.417
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
MaskGAN
http://arxiv.org/abs/1801.07736v3
Path Length
0.793
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
MaskGAN
http://arxiv.org/abs/1801.07736v3
OOB Rate (10^−3)
4.592
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
MaskGAN
http://arxiv.org/abs/1801.07736v3
Step Change (10^−3)
9.622
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
MaskGAN
http://arxiv.org/abs/1801.07736v3
Path Difference
0.680
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
MaskGAN
http://arxiv.org/abs/1801.07736v3
Player Distance
0.427
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
KNN
null
Path Length
0.921
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
KNN
null
OOB Rate (10^−3)
0.128
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
KNN
null
Step Change (10^−3)
13.24
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
KNN
null
Path Difference
0.746
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
KNN
null
Player Distance
0.403
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
Path Length
1.141
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
OOB Rate (10^−3)
4.703
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
Step Change (10^−3)
14.95
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
Path Difference
0.690
Imputation > Multivariate Time Series Imputation
Basketball Players Movement
GRUI
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
Player Distance
0.398
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
GRIN
https://arxiv.org/abs/2108.00298v3
MAE (PM2.5)
10.51
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
BRITS
http://arxiv.org/abs/1805.10572v1
MAE (PM2.5)
11.56
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
STMVL
https://www.microsoft.com/en-us/research/publication/st-mvl-filling-missing-values-in-geo-sensory-time-series-data/
MAE (PM2.5)
12.12
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
M-RNN
http://arxiv.org/abs/1711.08742v1
MAE (PM2.5)
14.24
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
ImputeTS
http://doi.org/10.32614/RJ-2017-009
MAE (PM2.5)
19.58
Imputation > Multivariate Time Series Imputation
Beijing Multi-Site Air-Quality Dataset
MICE
https://doi.org/10.1002/sim.4067
MAE (PM2.5)
27.42
Imputation > Multivariate Time Series Imputation
MuJoCo
Latent ODE (ODE enc)
https://arxiv.org/abs/1907.03907v1
MSE (10^2, 50% missing)
0.285
Imputation > Multivariate Time Series Imputation
MuJoCo
Latent ODE (RNN enc.)
https://arxiv.org/abs/1806.07366v5
MSE (10^2, 50% missing)
0.447
Imputation > Multivariate Time Series Imputation
MuJoCo
ODE-RNN
https://arxiv.org/abs/1907.03907v1
MSE (10^2, 50% missing)
0.665
Imputation > Multivariate Time Series Imputation
MuJoCo
RNN GRU-D
http://arxiv.org/abs/1606.01865v2
MSE (10^2, 50% missing)
0.748
Imputation > Multivariate Time Series Imputation
MuJoCo
RNN ∆t
null
MSE (10^2, 50% missing)
0.785
Imputation > Multivariate Time Series Imputation
MuJoCo
RNN-VAE
https://arxiv.org/abs/1806.07366v5
MSE (10^2, 50% missing)
6.100
Imputation > Multivariate Time Series Imputation
KDD CUP Challenge 2018
E^2GAN
https://doi.org/10.24963/ijcai.2019/429
MSE (10% missing)
0.334
Imputation > Multivariate Time Series Imputation
KDD CUP Challenge 2018
GAN-2-stage
http://papers.nips.cc/paper/7432-multivariate-time-series-imputation-with-generative-adversarial-networks
MSE (10% missing)
0.355
Imputation > Multivariate Time Series Imputation
KDD CUP Challenge 2018
GAIN
http://arxiv.org/abs/1806.02920v1
MSE (10% missing)
0.378
Imputation > Multivariate Time Series Imputation
KDD CUP Challenge 2018
MICE
https://doi.org/10.1002/sim.4067
MSE (10% missing)
0.468
Video Quality Assessment
LIVE-YT-HFR
ST-GREED
https://arxiv.org/abs/2010.13715v2
SRCC
0.8822
Video Quality Assessment
LIVE-YT-HFR
GREED-VMAF
https://arxiv.org/abs/2109.12785v1
SRCC
0.8658
Video Quality Assessment
LIVE-YT-HFR
GSTI
https://arxiv.org/abs/2006.11424v2
SRCC
0.8064
Video Quality Assessment
MSU NR VQA Database
MDTVSFA
https://arxiv.org/abs/2011.04263v2
SRCC
0.9289
Video Quality Assessment
MSU NR VQA Database
MDTVSFA
https://arxiv.org/abs/2011.04263v2
PLCC
0.9431
Video Quality Assessment
MSU NR VQA Database
MDTVSFA
https://arxiv.org/abs/2011.04263v2
KLCC
0.7883
Video Quality Assessment
MSU NR VQA Database
MDTVSFA
https://arxiv.org/abs/2011.04263v2
Type
NR
Video Quality Assessment
MSU NR VQA Database
DBCNN
https://arxiv.org/abs/1907.02665v1
SRCC
0.9220
Video Quality Assessment
MSU NR VQA Database
DBCNN
https://arxiv.org/abs/1907.02665v1
PLCC
0.9222
Video Quality Assessment
MSU NR VQA Database
DBCNN
https://arxiv.org/abs/1907.02665v1
KLCC
0.7750
Video Quality Assessment
MSU NR VQA Database
DBCNN
https://arxiv.org/abs/1907.02665v1
Type
NR
Video Quality Assessment
MSU NR VQA Database
UNIQUE
http://arxiv.org/abs/1810.06631v2
SRCC
0.9148
Video Quality Assessment
MSU NR VQA Database
UNIQUE
http://arxiv.org/abs/1810.06631v2
PLCC
0.9238
Video Quality Assessment
MSU NR VQA Database
UNIQUE
http://arxiv.org/abs/1810.06631v2
KLCC
0.7648
Video Quality Assessment
MSU NR VQA Database
UNIQUE
http://arxiv.org/abs/1810.06631v2
Type
NR
Video Quality Assessment
MSU NR VQA Database
LI
https://arxiv.org/abs/2108.08505v2
SRCC
0.9131
Video Quality Assessment
MSU NR VQA Database
LI
https://arxiv.org/abs/2108.08505v2
PLCC
0.9270
Video Quality Assessment
MSU NR VQA Database
LI
https://arxiv.org/abs/2108.08505v2
KLCC
0.7640
Video Quality Assessment
MSU NR VQA Database
LI
https://arxiv.org/abs/2108.08505v2
Type
NR
Video Quality Assessment
MSU NR VQA Database
LINEARITY
https://arxiv.org/abs/2008.03889v1
SRCC
0.9104
Video Quality Assessment
MSU NR VQA Database
LINEARITY
https://arxiv.org/abs/2008.03889v1
PLCC
0.9106
Video Quality Assessment
MSU NR VQA Database
LINEARITY
https://arxiv.org/abs/2008.03889v1
KLCC
0.7589
Video Quality Assessment
MSU NR VQA Database
LINEARITY
https://arxiv.org/abs/2008.03889v1
Type
NR
Video Quality Assessment
MSU NR VQA Database
VSFA
https://arxiv.org/abs/1908.00375v3
SRCC
0.9049
Video Quality Assessment
MSU NR VQA Database
VSFA
https://arxiv.org/abs/1908.00375v3
PLCC
0.9180
Video Quality Assessment
MSU NR VQA Database
VSFA
https://arxiv.org/abs/1908.00375v3
KLCC
0.7483
Video Quality Assessment
MSU NR VQA Database
VSFA
https://arxiv.org/abs/1908.00375v3
Type
NR
Video Quality Assessment
MSU NR VQA Database
MUSIQ
https://arxiv.org/abs/2108.05997v1
SRCC
0.9004
Video Quality Assessment
MSU NR VQA Database
MUSIQ
https://arxiv.org/abs/2108.05997v1
PLCC
0.9068
Video Quality Assessment
MSU NR VQA Database
MUSIQ
https://arxiv.org/abs/2108.05997v1
KLCC
0.7433
Video Quality Assessment
MSU NR VQA Database
MUSIQ
https://arxiv.org/abs/2108.05997v1
Type
NR
Video Quality Assessment
MSU NR VQA Database
DOVER
https://arxiv.org/abs/2211.04894v3
SRCC
0.8871
Video Quality Assessment
MSU NR VQA Database
DOVER
https://arxiv.org/abs/2211.04894v3
PLCC
0.9099
Video Quality Assessment
MSU NR VQA Database
DOVER
https://arxiv.org/abs/2211.04894v3
KLCC
0.7216
Video Quality Assessment
MSU NR VQA Database
DOVER
https://arxiv.org/abs/2211.04894v3
Type
NR