# Acoustic Scene Classification on TUT Acoustic Scenes Source: [Acoustic Scene Classification on TUT Acoustic Scenes]() Collection index: [llms.txt]() Data updated: 2026-03-25T12:38:15.022Z Evaluation of Acoustic Scene Classification performance using the TUT Acoustic Scenes dataset, typically measured by Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Acoustic Scene Classification | | Dataset (including any stated split) | TUT Acoustic Scenes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CNN14 | 67.54 | Not recorded | 68fa767a1e209131cea6d4ac | | MobileNetV1 | 66.13 | Not recorded | 68fa767a1e209131cea6d4ac | | HuBERT | 65.42 | Not recorded | 68fa767a1e209131cea6d4ac | | ResNet38 | 65.34 | Not recorded | 68fa767a1e209131cea6d4ac | | Wav2Vec 2.0 | 65.28 | Not recorded | 68fa767a1e209131cea6d4ac | | Whisper | 65.14 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + CNN14 | 63.54 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + MobileNetV1 | 63.13 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + HuBERT | 62.42 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + ResNet38 | 62.34 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + Wav2Vec 2.0 | 62.28 | Not recorded | 68fa767a1e209131cea6d4ac | | Student + Whisper | 61.14 | Not recorded | 68fa767a1e209131cea6d4ac | | Student Only | 58.13 | Not recorded | 68fa767a1e209131cea6d4ac | | HLTDNN | 58.13 | Not recorded | 68fa767a1e209131cea6d4ac | | ssLALM-2.8B | 35.9 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 33.3 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 33.2 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 32.8 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 32.8 | Not recorded | 68fa7b721e209131cea8883d | | LTU-7B | 32.5 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 32.5 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 32.4 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 32.4 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 32 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 31.8 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 31.7 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 31.6 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 31.6 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 31.5 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 30.9 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 30.7 | Not recorded | 68fa7b721e209131cea8883d | | SAM-780M | 29.4 | Not recorded | 68fa7b721e209131cea8883d | | SAM-130M | 29.2 | Not recorded | 68fa7b721e209131cea8883d | | SAM-2.7B | 27.7 | Not recorded | 68fa7b721e209131cea8883d | | GAMA-7B | 21.5 | Not recorded | 68fa7b721e209131cea8883d | ### CNN14 Accuracy: 67.54. Result ID: 69c3d71c47f34ce924ad132d. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"79.7M"}. This record does not assert independent reproduction. ### MobileNetV1 Accuracy: 66.13. Result ID: 69c3d71c47f34ce924ad132f. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"4.3M"}. This record does not assert independent reproduction. ### HuBERT Accuracy: 65.42. Result ID: 69c3d71c47f34ce924ad1331. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"95.7M"}. This record does not assert independent reproduction. ### ResNet38 Accuracy: 65.34. Result ID: 69c3d71c47f34ce924ad132e. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"72.7M"}. This record does not assert independent reproduction. ### Wav2Vec 2.0 Accuracy: 65.28. Result ID: 69c3d71c47f34ce924ad1330. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"95.0M"}. This record does not assert independent reproduction. ### Whisper Accuracy: 65.14. Result ID: 69c3d71c47f34ce924ad1332. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Teacher Model","# Parameters":"74.0M"}. This record does not assert independent reproduction. ### Student + CNN14 Accuracy: 63.54. Result ID: 69c3d71c47f34ce924ad130b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"CNN14","# Parameters (Student vs. Teacher)":"12.3K vs. 79.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + MobileNetV1 Accuracy: 63.13. Result ID: 69c3d71c47f34ce924ad130d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"MobileNetV1","# Parameters (Student vs. Teacher)":"12.3K vs. 4.3M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + HuBERT Accuracy: 62.42. Result ID: 69c3d71c47f34ce924ad130f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"HuBERT","# Parameters (Student vs. Teacher)":"12.3K vs. 95.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + ResNet38 Accuracy: 62.34. Result ID: 69c3d71c47f34ce924ad130c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"ResNet38","# Parameters (Student vs. Teacher)":"12.3K vs. 72.7M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + Wav2Vec 2.0 Accuracy: 62.28. Result ID: 69c3d71c47f34ce924ad130e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"Wav2Vec 2.0","# Parameters (Student vs. Teacher)":"12.3K vs. 95.0M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student + Whisper Accuracy: 61.14. Result ID: 69c3d71c47f34ce924ad1310. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Teacher Model":"Whisper","# Parameters (Student vs. Teacher)":"12.3K vs. 74.0M","Adaptation Strategy":"Full teacher fine-tuning"}. This record does not assert independent reproduction. ### Student Only Accuracy: 58.13. Result ID: 69c3d71c47f34ce924ad130a. [Reporting paper]() Recorded evaluation configuration: {"# Parameters":"11.3K"}. This record does not assert independent reproduction. ### HLTDNN Accuracy: 58.13. Result ID: 69c3d71c47f34ce924ad132c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Student Model","# Parameters":"11.3K"}. This record does not assert independent reproduction. ### ssLALM-2.8B Accuracy: 35.9. Result ID: 69aa7e206dbb7075b953c6f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"8","Conn.":"Linear"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 33.3. Result ID: 69aa7e206dbb7075b953c6f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Experiment":"E4"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 33.2. Result ID: 69aa7e206dbb7075b953c6fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(b)","Ablation":"4.2","Experiment":"E12"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 32.8. Result ID: 69aa7e206dbb7075b953c6f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"8","Conn.":"(a)","Experiment":"E3"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 32.8. Result ID: 69aa7e206dbb7075b953c6fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(c)","Ablation":"4.2","Experiment":"E13"}. This record does not assert independent reproduction. ### LTU-7B Accuracy: 32.5. Result ID: 69aa7e206dbb7075b953c6ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"r":"8","Conn.":"Linear"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 32.5. Result ID: 69aa7e206dbb7075b953c6f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.1","Experiment":"E8"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 32.4. Result ID: 69aa7e206dbb7075b953c6fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(b)","Ablation":"4.2","Experiment":"E14"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 32.4. Result ID: 69aa7e206dbb7075b953c6ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(c)","Ablation":"4.2","Experiment":"E15"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 32. Result ID: 69aa7e206dbb7075b953c6fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(c)","Ablation":"4.2","Experiment":"E11"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 31.8. Result ID: 69aa7e206dbb7075b953c6f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.1","Experiment":"E9"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 31.7. Result ID: 69aa7e206dbb7075b953c6f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Experiment":"E5"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 31.6. Result ID: 69aa7e206dbb7075b953c6f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Experiment":"E6"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 31.6. Result ID: 69aa7e206dbb7075b953c6f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.1","Experiment":"E7"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 31.5. Result ID: 69aa7e206dbb7075b953c700. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.3","Experiment":"E16"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 30.9. Result ID: 69aa7e206dbb7075b953c6fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(b)","Ablation":"4.2","Experiment":"E10"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 30.7. Result ID: 69aa7e206dbb7075b953c701. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.3","Experiment":"E17"}. This record does not assert independent reproduction. ### SAM-780M Accuracy: 29.4. Result ID: 69aa7e206dbb7075b953c6f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"8","Conn.":"(a)","Experiment":"E2"}. This record does not assert independent reproduction. ### SAM-130M Accuracy: 29.2. Result ID: 69aa7e206dbb7075b953c6f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"8","Conn.":"(a)","Experiment":"E1"}. This record does not assert independent reproduction. ### SAM-2.7B Accuracy: 27.7. Result ID: 69aa7e206dbb7075b953c702. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"256","Conn.":"(a)","Ablation":"4.3","Experiment":"E18"}. This record does not assert independent reproduction. ### GAMA-7B Accuracy: 21.5. Result ID: 69aa7e206dbb7075b953c6ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"r":"8","Conn.":"QFormer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.