Synthetic Heart Audio Classification on CARDIOFAKE 1.0 (Unseen)
86.1AccuracyGROOT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GROOTFusion Strategy=GROOT, Features=MF + WAL2026.06 | 86.1 | 9.75 | |
| GROOTFusion Strategy=GROOT, Features=LF + W2V2026.06 | 86 | 9.87 | |
| GROOTFusion Strategy=GROOT, Features=W2V + UNS2026.06 | 85.81 | 11.13 | |
| GROOTFusion Strategy=GROOT, Features=MF + W2V2026.06 | 85.78 | 10.7 | |
| GROOTFusion Strategy=GROOT, Features=W2V + WAL2026.06 | 85.7 | 10 | |
| GROOTFusion Strategy=GROOT, Features=LF + WAL2026.06 | 85.31 | 10.98 | |
| OTFusion Strategy=Optimal Transport, Features=MF + WAL2026.06 | 84.99 | 12.06 | |
| OTFusion Strategy=Optimal Transport, Features=MF + W2V2026.06 | 84.72 | 10.34 | |
| GROOTFusion Strategy=GROOT, Features=UNS + WAL2026.06 | 84.48 | 12.51 | |
| ConcatFusion Strategy=Concatenation, Features=MF + WAL2026.06 | 84.33 | 13.11 | |
| OTFusion Strategy=Optimal Transport, Features=LF + W2V2026.06 | 84.25 | 10.83 | |
| OTFusion Strategy=Optimal Transport, Features=W2V + UNS2026.06 | 84.2 | 12.4 | |
| ConcatFusion Strategy=Concatenation, Features=LF + W2V2026.06 | 84.11 | 12.34 | |
| OTFusion Strategy=Optimal Transport, Features=W2V + WAL2026.06 | 84.09 | 11.29 | |
| ConcatFusion Strategy=Concatenation, Features=W2V + WAL2026.06 | 83.97 | 12.9 | |
| GROOTFusion Strategy=GROOT, Features=LF + MF2026.06 | 83.7 | 13.99 | |
| ConcatFusion Strategy=Concatenation, Features=W2V + UNS2026.06 | 83.11 | 13.38 | |
| GROOTFusion Strategy=GROOT, Features=MF + UNS2026.06 | 83.04 | 11.49 | |
| OTFusion Strategy=Optimal Transport, Features=LF + WAL2026.06 | 83.01 | 12.87 | |
| OTFusion Strategy=Optimal Transport, Features=UNS + WAL2026.06 | 82.68 | 14.1 | |
| GROOTFusion Strategy=GROOT, Features=LF + UNS2026.06 | 82.39 | 14.8 | |
| OTFusion Strategy=Optimal Transport, Features=LF + MF2026.06 | 81.87 | 15.22 | |
| OTFusion Strategy=Optimal Transport, Features=MF + UNS2026.06 | 81.51 | 13.7 | |
| ConcatFusion Strategy=Concatenation, Features=LF + WAL2026.06 | 81.22 | 13.27 | |
| ConcatFusion Strategy=Concatenation, Features=UNS + WAL2026.06 | 81.02 | 15.8 | |
| ConcatFusion Strategy=Concatenation, Features=MF + W2V2026.06 | 81 | 12.08 | |
| ConcatFusion Strategy=Concatenation, Features=MF + UNS2026.06 | 80.72 | 14.89 | |
| OTFusion Strategy=Optimal Transport, Features=LF + UNS2026.06 | 80.47 | 16 | |
| ConcatFusion Strategy=Concatenation, Features=LF + MF2026.06 | 79.28 | 16.7 | |
| ConcatFusion Strategy=Concatenation, Features=LF + UNS2026.06 | 79.05 | 17.98 | |
| MiO2026.06 | 75.89 | 14.09 | |
| AASIST2026.06 | 73.13 | 16.43 |