Vector Decomposition on Synthetic Codebooks D=1000, K=3
99.5Decomposition Accuracy (m=2)RESONATOR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 99.5 | 79.5 | 25.6 | |
| LATENT GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 99.5 | 88 | 51 | |
| SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 99.5 | 88.5 | 46.7 | |
| LATENT SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 97.5 | 86.2 | 42.7 | |
| ALSCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 83 | 52.3 | 28.5 | |
| ATTN. RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 73.5 | 35.1 | 10.7 | |
| GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 4.7 | 6.5 | 5.5 |