Multi-label bioacoustic classification on BirdSet PER
30cmAPAudioProtoPNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AudioProtoPNet2026.05 | 30 | 78 | 60 | |
| ConvNeXt2026.05 | 23 | 72 | 46 | |
| APEX2026.05 | 23 | 72 | 46 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 15.48 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 15.29 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 15.23 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 15.16 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 15 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 14.93 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 14.93 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 14.88 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 14.4 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 14.26 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 13.18 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 12.79 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 12.18 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 11.97 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 11.17 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 10.7 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 10.64 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 10.62 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 10.54 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 10.31 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 9.66 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 9.58 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.09 | 9.5 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 8.67 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.09 | 8.57 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 8.39 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 8.35 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 8.34 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.09 | 7.72 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 7.6 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 7.57 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.09 | 7.45 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 7.44 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 7.38 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 7.06 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 6.91 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 6.87 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6.69 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6.61 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6.5 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 5.76 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 5.74 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.09 | 5.61 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 5.6 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 4.98 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 4.94 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 4.92 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 4.8 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.09 | 4.68 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 4.54 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.09 | 4.01 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 3.78 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 3.31 | — | — |