Multi-label Bioacoustics on nbp
42.84mAPBEATs+
Evaluation results
| Method | Links | |
|---|---|---|
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 42.84 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 42.1 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 41.78 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 41.47 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 40.74 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 40.67 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 40.49 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 39.86 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 39.49 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 37.44 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 35.09 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 34.76 | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 34.4 | |
| EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 34.39 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 34.39 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 32.58 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 32.54 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 32.52 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 32.12 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 30.32 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 28.83 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 27.45 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 27.31 | |
| A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.09 | 26.89 | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 26.86 | |
| DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.09 | 25.93 | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 25.46 | |
| EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 24.41 | |
| EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 23.91 | |
| BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 22.92 | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 22.6 | |
| EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 22.14 | |
| SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.09 | 21.79 | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 21.69 | |
| BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 21.41 | |
| SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.09 | 20.84 | |
| SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.09 | 20.62 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.09 | 20.57 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.09 | 19.77 | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 19.31 | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.09 | 18.04 | |
| BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.09 | 17.72 | |
| BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.09 | 17.44 | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 16.95 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.09 | 16.33 | |
| ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.09 | 14.9 | |
| EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 14.59 | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 14.58 | |
| DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 13.68 | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 13.19 | |
| ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.09 | 12.44 | |
| SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.09 | 10.41 | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.09 | 9.82 | |
| A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.09 | 8.98 |