Mutual Information Estimation on Low-dimensional benchmark S=10 (test)
79.3Mutual Information (MI)DBMI
Evaluation results
| Method | Links | |
|---|---|---|
| DBMIDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 79.3 | |
| DBMIDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 42.1 | |
| DBMIDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 16.9 | |
| MINEDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 9.83 | |
| f-DIME-GDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 9.52 | |
| f-DIME-GDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 9.33 | |
| f-DIME-GDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 9.23 | |
| MINEDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 8.75 | |
| DBMIDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 8.67 | |
| f-DIME-GDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 7.08 | |
| f-DIME-HDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 7.01 | |
| f-DIME-HDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 6.89 | |
| MINEDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 6.69 | |
| InfoNCEDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 6.22 | |
| InfoNCEDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 6.22 | |
| InfoNCEDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 6.19 | |
| InfoNCEDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 5.99 | |
| f-DIME-KLDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 5.04 | |
| f-DIME-HDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 4.69 | |
| f-DIME-KLDimension (D)=25, Number of categories (S)=10, Ground-truth MI (MItrue)=42.362026.02 | 4.35 | |
| f-DIME-KLDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 3.82 | |
| f-DIME-KLDimension (D)=5, Number of categories (S)=10, Ground-truth MI (MItrue)=8.502026.02 | 3.43 | |
| DBMIDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 3.4 | |
| InfoNCEDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 3.31 | |
| MINEDimension (D)=10, Number of categories (S)=10, Ground-truth MI (MItrue)=16.802026.02 | 3.28 | |
| MINEDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 3.23 | |
| f-DIME-GDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 3.17 | |
| f-DIME-HDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 3.1 | |
| f-DIME-KLDimension (D)=2, Number of categories (S)=10, Ground-truth MI (MItrue)=3.382026.02 | 2.97 | |
| f-DIME-HDimension (D)=50, Number of categories (S)=10, Ground-truth MI (MItrue)=85.472026.02 | 1.85 |