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ResearchFormerly WizWand

Multi-label bioacoustic classification on BirdSet HSN

55cmAPAudioProtoPNet
-2.14976812.68719127.5241542.361109Sep 29, 2025Nov 5, 2025Dec 12, 2025Jan 19, 2026Feb 25, 2026Apr 3, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AudioProtoPNet2026.05559367
ConvNeXt2026.05528970
APEX2026.05528970
A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=proto2025.090.3463——
A-MAEBackbone=A-MAE, Probe Type=Token Map (Proto.), Probe=protobin2025.090.3455——
BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=proto2025.090.3367——
BEATsBackbone=BEATs, Probe Type=Token Map (Proto.), Probe=protobin2025.090.3201——
SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=proto2025.090.3——
SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2985——
BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=proto2025.090.2889——
BEATs+Backbone=BEATs+, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2844——
A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=mhca2025.090.2832——
EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=proto2025.090.2642——
EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2608——
EAT+Backbone=EAT+, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2597——
SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2541——
BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=mhca2025.090.2486——
DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=protobin2025.090.2343——
SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=mhca2025.090.2283——
SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=mhca2025.090.2276——
EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=mhca2025.090.2243——
DashengBackbone=Dasheng, Probe Type=Token Map (Proto.), Probe=proto2025.090.2204——
SSLAMBackbone=SSLAM, Probe Type=Token Map (Proto.), Probe=proto2025.090.2185——
SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=mlp2025.090.2105——
DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=mhca2025.090.2078——
EATBackbone=EAT, Probe Type=Token Map (Proto.), Probe=proto2025.090.2012——
BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=mhca2025.090.2007——
SSLAM+Backbone=SSLAM+, Probe Type=Token Map (Att.), Probe=ep2025.090.1986——
SSLAM+Backbone=SSLAM+, Probe Type=[cls] Baseline, Probe=linear2025.090.1931——
EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=mlp2025.090.1886——
EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=mhca2025.090.1853——
EAT+Backbone=EAT+, Probe Type=[cls] Baseline, Probe=linear2025.090.1843——
EAT+Backbone=EAT+, Probe Type=Token Map (Att.), Probe=ep2025.090.1761——
DashengBackbone=Dasheng, Probe Type=Token Map (Att.), Probe=ep2025.090.1756——
BEATs+Backbone=BEATs+, Probe Type=Token Map (Att.), Probe=ep2025.090.1625——
BEATsBackbone=BEATs, Probe Type=Token Map (Att.), Probe=ep2025.090.1623——
A-MAEBackbone=A-MAE, Probe Type=Token Map (Att.), Probe=ep2025.090.1562——
SSLAMBackbone=SSLAM, Probe Type=Token Map (Att.), Probe=ep2025.090.1498——
ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=protobin2025.090.1387——
BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=mlp2025.090.1292——
BEATs+Backbone=BEATs+, Probe Type=[cls] Baseline, Probe=linear2025.090.127——
ASiTBackbone=ASiT, Probe Type=Token Map (Proto.), Probe=proto2025.090.1224——
EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=mlp2025.090.1132——
BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=mlp2025.090.1052——
EATBackbone=EAT, Probe Type=[cls] Baseline, Probe=linear2025.090.1042——
BEATsBackbone=BEATs, Probe Type=[cls] Baseline, Probe=linear2025.090.1029——
EATBackbone=EAT, Probe Type=Token Map (Att.), Probe=ep2025.090.1003——
ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=mhca2025.090.0947——
SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=mlp2025.090.0842——
SSLAMBackbone=SSLAM, Probe Type=[cls] Baseline, Probe=linear2025.090.0814——
DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=linear2025.090.0805——
DashengBackbone=Dasheng, Probe Type=[cls] Baseline, Probe=mlp2025.090.0665——
ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=mlp2025.090.0613——
ASiTBackbone=ASiT, Probe Type=Token Map (Att.), Probe=ep2025.090.0611——
ASiTBackbone=ASiT, Probe Type=[cls] Baseline, Probe=linear2025.090.0551——
A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=mlp2025.090.0508——
A-MAEBackbone=A-MAE, Probe Type=[cls] Baseline, Probe=linear2025.090.0483——