Vector Decomposition on Synthetic Codebooks D=1000, K=2
1Decomposition Accuracy (m=2)RESONATOR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 1 | 0.957 | 0.565 | |
| LATENT GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 1 | 0.955 | 0.69 | |
| SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 1 | 0.99 | 0.675 | |
| LATENT SIMILARITYCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 1 | 0.993 | 0.655 | |
| ALSCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 0.977 | 0.625 | 0.19 | |
| ATTN. RESONATORCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 0.885 | 0.533 | 0.25 | |
| GAUSSIANCodebook dimension (D)=1000, Search space size=10^4, Iterations=1002026.02 | 0.34 | 0.53 | 0.37 |