Multi-label bioacoustic classification on BirdSet POW
52cmAPAudioProtoPNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AudioProtoPNet2026.05 | 52 | 90 | 88 | |
| ConvNeXt2026.05 | 43 | 85 | 84 | |
| APEX2026.05 | 43 | 85 | 84 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 31.98 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 31.76 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 30.91 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 30.83 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 30.76 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 30.48 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 30.08 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 29.27 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 28.56 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 28.37 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 27.75 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 26.94 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 26.59 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 25.27 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 24.84 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 23.89 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 23.27 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 22.81 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.09 | 22.35 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 22.01 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 21.98 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 21.02 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 19.69 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 19.6 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 19.42 | — | — | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 18.73 | — | — | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 18.39 | — | — | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.09 | 17.43 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 17.3 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 17.29 | — | — | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 17.26 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.09 | 16.96 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.09 | 16.93 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 16.63 | — | — | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 16.32 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 16.23 | — | — | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 16.15 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 15.68 | — | — | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 15.67 | — | — | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.09 | 15.52 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 14.6 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 14.44 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 14.11 | — | — | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 14.04 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.09 | 13.31 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 13.16 | — | — | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 12.06 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 11.35 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.09 | 11.04 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 10.74 | — | — | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 10.66 | — | — | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.09 | 10.63 | — | — | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 10.52 | — | — | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 9.86 | — | — |