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ResearchFormerly WizWand

Acoustic Scene Classification on TUT Acoustic Scenes

67.54AccuracyCNN14
19.658432.089244.5256.9508Jan 3, 2025Feb 15, 2025Mar 30, 2025May 12, 2025Jun 24, 2025Aug 6, 2025Sep 19, 2025
Updated 7mo ago

Evaluation results

MethodLinks
CNN14Model Type=Teacher Model, # Parameters=79.7M2025.0167.54
MobileNetV1Model Type=Teacher Model, # Parameters=4.3M2025.0166.13
HuBERTModel Type=Teacher Model, # Parameters=95.7M2025.0165.42
ResNet38Model Type=Teacher Model, # Parameters=72.7M2025.0165.34
Wav2Vec 2.0Model Type=Teacher Model, # Parameters=95.0M2025.0165.28
WhisperModel Type=Teacher Model, # Parameters=74.0M2025.0165.14
Student + CNN14Teacher Model=CNN14, # Parameters (Student vs. Teacher)=12.3K vs. 79.7M, Adaptation Strategy=Full teacher fine-tuning2025.0163.54
Student + MobileNetV1Teacher Model=MobileNetV1, # Parameters (Student vs. Teacher)=12.3K vs. 4.3M, Adaptation Strategy=Full teacher fine-tuning2025.0163.13
Student + HuBERTTeacher Model=HuBERT, # Parameters (Student vs. Teacher)=12.3K vs. 95.7M, Adaptation Strategy=Full teacher fine-tuning2025.0162.42
Student + ResNet38Teacher Model=ResNet38, # Parameters (Student vs. Teacher)=12.3K vs. 72.7M, Adaptation Strategy=Full teacher fine-tuning2025.0162.34
Student + Wav2Vec 2.0Teacher Model=Wav2Vec 2.0, # Parameters (Student vs. Teacher)=12.3K vs. 95.0M, Adaptation Strategy=Full teacher fine-tuning2025.0162.28
Student + WhisperTeacher Model=Whisper, # Parameters (Student vs. Teacher)=12.3K vs. 74.0M, Adaptation Strategy=Full teacher fine-tuning2025.0161.14
Student Only# Parameters=11.3K2025.0158.13
HLTDNNModel Type=Student Model, # Parameters=11.3K2025.0158.13
ssLALM-2.8Br=8, Conn.=Linear2025.0935.9
SAM-130Mr=256, Conn.=(a), Experiment=E42025.0933.3
SAM-780Mr=256, Conn.=(b), Ablation=4.2, Experiment=E122025.0933.2
SAM-2.7Br=8, Conn.=(a), Experiment=E32025.0932.8
SAM-780Mr=256, Conn.=(c), Ablation=4.2, Experiment=E132025.0932.8
LTU-7Br=8, Conn.=Linear2025.0932.5
SAM-780Mr=256, Conn.=(a), Ablation=4.1, Experiment=E82025.0932.5
SAM-2.7Br=256, Conn.=(b), Ablation=4.2, Experiment=E142025.0932.4
SAM-2.7Br=256, Conn.=(c), Ablation=4.2, Experiment=E152025.0932.4
SAM-130Mr=256, Conn.=(c), Ablation=4.2, Experiment=E112025.0932
SAM-2.7Br=256, Conn.=(a), Ablation=4.1, Experiment=E92025.0931.8
SAM-780Mr=256, Conn.=(a), Experiment=E52025.0931.7
SAM-2.7Br=256, Conn.=(a), Experiment=E62025.0931.6
SAM-130Mr=256, Conn.=(a), Ablation=4.1, Experiment=E72025.0931.6
SAM-130Mr=256, Conn.=(a), Ablation=4.3, Experiment=E162025.0931.5
SAM-130Mr=256, Conn.=(b), Ablation=4.2, Experiment=E102025.0930.9
SAM-780Mr=256, Conn.=(a), Ablation=4.3, Experiment=E172025.0930.7
SAM-780Mr=8, Conn.=(a), Experiment=E22025.0929.4
SAM-130Mr=8, Conn.=(a), Experiment=E12025.0929.2
SAM-2.7Br=256, Conn.=(a), Ablation=4.3, Experiment=E182025.0927.7
GAMA-7Br=8, Conn.=QFormer2025.0921.5