Synthetic Heart Audio Classification on CARDIOFAKE Seen 1.0
93.2AccuracyGROOT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GROOTFusion Strategy=GROOT, Features=MF + WAL2026.06 | 93.2 | 5.86 | |
| GROOTFusion Strategy=GROOT, Features=LF + WAL2026.06 | 91.77 | 6.06 | |
| GROOTFusion Strategy=GROOT, Features=W2V + WAL2026.06 | 91.6 | 6.2 | |
| GROOTFusion Strategy=GROOT, Features=MF + W2V2026.06 | 90.83 | 6.14 | |
| GROOTFusion Strategy=GROOT, Features=LF + W2V2026.06 | 90.5 | 7.42 | |
| OTFusion Strategy=Optimal Transport, Features=MF + WAL2026.06 | 89.07 | 6.86 | |
| GROOTFusion Strategy=GROOT, Features=W2V + UNS2026.06 | 89 | 8.61 | |
| OTFusion Strategy=Optimal Transport, Features=LF + W2V2026.06 | 88.93 | 8.1 | |
| OTFusion Strategy=Optimal Transport, Features=W2V + WAL2026.06 | 88.92 | 7.82 | |
| OTFusion Strategy=Optimal Transport, Features=MF + W2V2026.06 | 88.82 | 6.87 | |
| GROOTFusion Strategy=GROOT, Features=UNS + WAL2026.06 | 88.74 | 7.55 | |
| OTFusion Strategy=Optimal Transport, Features=LF + WAL2026.06 | 88.36 | 7.03 | |
| GROOTFusion Strategy=GROOT, Features=MF + UNS2026.06 | 87.9 | 9.72 | |
| OTFusion Strategy=Optimal Transport, Features=W2V + UNS2026.06 | 87.79 | 9.06 | |
| ConcatFusion Strategy=Concatenation, Features=MF + WAL2026.06 | 87.7 | 7.4 | |
| GROOTFusion Strategy=GROOT, Features=LF + UNS2026.06 | 87.09 | 9.63 | |
| ConcatFusion Strategy=Concatenation, Features=W2V + UNS2026.06 | 86.99 | 9.87 | |
| MiO2026.06 | 86.98 | 12.34 | |
| ConcatFusion Strategy=Concatenation, Features=MF + W2V2026.06 | 86.57 | 7.2 | |
| ConcatFusion Strategy=Concatenation, Features=LF + WAL2026.06 | 86.32 | 7.18 | |
| ConcatFusion Strategy=Concatenation, Features=W2V + WAL2026.06 | 86.26 | 8.32 | |
| OTFusion Strategy=Optimal Transport, Features=UNS + WAL2026.06 | 86.23 | 8.92 | |
| ConcatFusion Strategy=Concatenation, Features=LF + W2V2026.06 | 86.18 | 8.72 | |
| OTFusion Strategy=Optimal Transport, Features=MF + UNS2026.06 | 85.88 | 11.22 | |
| AASIST2026.06 | 85.15 | 14.91 | |
| ConcatFusion Strategy=Concatenation, Features=UNS + WAL2026.06 | 85.01 | 10.54 | |
| GROOTFusion Strategy=GROOT, Features=LF + MF2026.06 | 84.61 | 8.35 | |
| OTFusion Strategy=Optimal Transport, Features=LF + UNS2026.06 | 84.5 | 11.18 | |
| ConcatFusion Strategy=Concatenation, Features=MF + UNS2026.06 | 84 | 11.23 | |
| OTFusion Strategy=Optimal Transport, Features=LF + MF2026.06 | 82.41 | 10.91 | |
| ConcatFusion Strategy=Concatenation, Features=LF + UNS2026.06 | 81.12 | 12 | |
| ConcatFusion Strategy=Concatenation, Features=LF + MF2026.06 | 80.05 | 11.82 |