Multi-label bioacoustic classification on BirdSet HSN
55cmAPAudioProtoPNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AudioProtoPNet2026.05 | 55 | 93 | 67 | |
| ConvNeXt2026.05 | 52 | 89 | 70 | |
| APEX2026.05 | 52 | 89 | 70 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.3463 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.3455 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.3367 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.3201 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.3 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2985 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.2889 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2844 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2832 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.2642 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2608 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2597 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2541 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2486 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.2343 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2283 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2276 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2243 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.2204 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.2185 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.2105 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2078 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.2012 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.2007 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1986 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.1931 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.1886 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.1853 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.1843 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1761 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1756 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1625 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1623 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1562 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1498 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 0.1387 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.1292 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.127 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 0.1224 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.1132 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.1052 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.1042 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.1029 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.1003 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 0.0947 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.0842 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.0814 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.0805 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.0665 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.0613 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 0.0611 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.0551 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 0.0508 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.09 | 0.0483 | — | — |