Multi-label Bioacoustics on sne
21.38mAPA-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 21.38 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 20.26 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 20.23 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 19.46 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 17.64 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 17.6 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 17.56 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 17.36 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 16.87 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 16.83 | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 16.7 | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 16.48 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 16.4 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 16.25 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 16.19 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 15.68 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 15.4 | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 14.56 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 14.02 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 13.91 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.09 | 13.48 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 13.42 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 12.6 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 12.41 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 12.31 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.09 | 12.16 | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 12.05 | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 11.89 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.09 | 11.58 | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 11.18 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.09 | 11.04 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 10.91 | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 10.67 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 10.64 | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 10.34 | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 10.29 | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 10.23 | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 10.04 | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 9.96 | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 9.95 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 9.66 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 9.63 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 9.63 | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 9.63 | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.09 | 9.61 | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.09 | 9.52 | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.09 | 8.72 | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 7.3 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 7.12 | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 6.92 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 6.79 | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6.41 | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.09 | 6.09 | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 5.9 |