Tensor Decomposition on COIL-100
2.455Average Iteration Time (s)HOOI
Evaluation Results
| Method | Links | |
|---|---|---|
| HOOIrank=1,1,1,12022.09 | 2.455 | |
| HOOIrank=4,2,2,12022.09 | 6.1 | |
| FastKroneckerRegressionrank=1,1,1,1, sketch size=10242022.09 | 10.128 | |
| DJSSW19rank=1,1,1,1, sketch size=10242022.09 | 10.131 | |
| FastKroneckerRegressionrank=1,1,1,1, sketch size=163842022.09 | 10.138 | |
| FastKroneckerRegressionrank=1,1,1,1, sketch size=40962022.09 | 10.147 | |
| DJSSW19rank=1,1,1,1, sketch size=163842022.09 | 10.195 | |
| DJSSW19rank=1,1,1,1, sketch size=40962022.09 | 10.264 | |
| HOOIrank=8,4,4,12022.09 | 10.877 | |
| HOOIrank=8,4,4,22022.09 | 10.906 | |
| DJSSW19rank=4,2,2,1, sketch size=40962022.09 | 10.941 | |
| ALSrank=1,1,1,12022.09 | 10.975 | |
| DJSSW19rank=8,2,2,1, sketch size=40962022.09 | 11.069 | |
| DJSSW19rank=4,2,2,1, sketch size=163842022.09 | 11.08 | |
| DJSSW19rank=4,2,2,1, sketch size=10242022.09 | 11.104 | |
| DJSSW19rank=8,2,2,1, sketch size=10242022.09 | 11.111 | |
| FastKroneckerRegressionrank=8,2,2,1, sketch size=40962022.09 | 11.12 | |
| DJSSW19rank=8,2,2,1, sketch size=163842022.09 | 11.12 | |
| FastKroneckerRegressionrank=4,2,2,1, sketch size=10242022.09 | 11.122 | |
| FastKroneckerRegressionrank=8,2,2,1, sketch size=10242022.09 | 11.137 | |
| FastKroneckerRegressionrank=4,2,2,1, sketch size=40962022.09 | 11.153 | |
| FastKroneckerRegressionrank=4,2,2,1, sketch size=163842022.09 | 11.164 | |
| FastKroneckerRegressionrank=8,2,2,1, sketch size=163842022.09 | 11.164 | |
| ALSrank=4,2,2,12022.09 | 11.718 | |
| ALSrank=8,2,2,12022.09 | 11.727 | |
| HOOIrank=8,2,2,12022.09 | 12.092 | |
| DJSSW19rank=8,4,4,1, sketch size=10242022.09 | 12.924 | |
| FastKroneckerRegressionrank=8,4,4,1, sketch size=40962022.09 | 12.954 | |
| FastKroneckerRegressionrank=8,4,4,1, sketch size=163842022.09 | 13.051 | |
| DJSSW19rank=8,4,4,1, sketch size=40962022.09 | 13.067 | |
| FastKroneckerRegressionrank=8,4,4,1, sketch size=10242022.09 | 13.096 | |
| ALSrank=8,4,4,12022.09 | 13.873 | |
| DJSSW19rank=8,4,4,1, sketch size=163842022.09 | 13.986 | |
| FastKroneckerRegressionrank=8,4,4,2, sketch size=40962022.09 | 17.784 | |
| FastKroneckerRegressionrank=8,4,4,2, sketch size=10242022.09 | 17.862 | |
| DJSSW19rank=8,4,4,2, sketch size=10242022.09 | 17.957 | |
| FastKroneckerRegressionrank=8,4,4,2, sketch size=163842022.09 | 17.984 | |
| FastKroneckerRegressionrank=16,4,4,2, sketch size=40962022.09 | 18.299 | |
| FastKroneckerRegressionrank=16,4,4,2, sketch size=10242022.09 | 18.367 | |
| FastKroneckerRegressionrank=16,4,4,2, sketch size=163842022.09 | 18.525 | |
| DJSSW19rank=8,4,4,2, sketch size=40962022.09 | 18.575 | |
| HOOIrank=16,4,4,22022.09 | 19.225 | |
| ALSrank=8,4,4,22022.09 | 19.614 | |
| ALSrank=16,4,4,22022.09 | 19.921 | |
| DJSSW19rank=16,4,4,2, sketch size=10242022.09 | 19.922 | |
| DJSSW19rank=8,4,4,2, sketch size=163842022.09 | 22.107 | |
| DJSSW19rank=16,4,4,2, sketch size=40962022.09 | 25.639 | |
| DJSSW19rank=16,4,4,2, sketch size=163842022.09 | 48.483 |