# Music Genre Classification on GTZAN (test) Source: [Music Genre Classification on GTZAN (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:51:23.539Z Evaluation of Music Genre Classification performance on the test split of the GTZAN 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 | Music Genre Classification | | Dataset (including any stated split) | GTZAN (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | | --- | --- | --- | --- | | LAION-CLAP | 96 | Not recorded | 68fa737a1e209131cea5cc73 | | Explicit Dropout (K) | 85.78 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (Q) | 85.68 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (Q) | 85.31 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (V) | 85.16 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (None) | 85.16 | Not recorded | 69e9a78755a3c32af89f700b | | None (Implicit) | 85 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (V) | 85 | Not recorded | 69e9a78755a3c32af89f700b | | Explicit Dropout (AV) | 85 | Not recorded | 69e9a78755a3c32af89f700b | | DropAttention | 84.84 | Not recorded | 69e9a78755a3c32af89f700b | | DropKey | 84.84 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (FF) | 84.84 | Not recorded | 69e9a78755a3c32af89f700b | | Arora et al. (K) | 84.22 | Not recorded | 69e9a78755a3c32af89f700b | | Proposed DNN classifier | 81.5 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | Proposed DNN classifier | 81.5 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | Proposed DNN classifier | 79.5 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | Proposed DNN classifier | 78 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | Proposed DNN classifier | 77 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | M2D-CLAP | 75.17 | Not recorded | 68fa737a1e209131cea5cc73 | | Niizumi et al. | 70.1 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | Niizumi et al. | 70.1 | Not recorded | 69b8dff10636e5bf4afbe8b9 | | WavCaps | 52.1 | Not recorded | 68fa737a1e209131cea5cc73 | | JMLA | 50.3 | Not recorded | 68fa737a1e209131cea5cc73 | | Proto-LC | 47.24 | Not recorded | 68fa737a1e209131cea5cc73 | | AudioCLIP | 45.52 | Not recorded | 68fa737a1e209131cea5cc73 | | Pengi | 28.97 | Not recorded | 68fa737a1e209131cea5cc73 | | Wav2CLIP | 27.66 | Not recorded | 68fa737a1e209131cea5cc73 | ### LAION-CLAP Accuracy: 96. Result ID: 6992e3853a6c314849122e91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction. ### Explicit Dropout (K) Accuracy: 85.78. Result ID: 69e9f99047f34ce924d1f730. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (K)","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Explicit Dropout (Q) Accuracy: 85.68. Result ID: 69e9f99047f34ce924d1f72f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (Q)","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Arora et al. (Q) Accuracy: 85.31. Result ID: 69e9f99047f34ce924d1f72a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(Q) Arora et al. \[1\]","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Arora et al. (V) Accuracy: 85.16. Result ID: 69e9f99047f34ce924d1f72c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(V) Arora et al. \[1\]","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Explicit Dropout (None) Accuracy: 85.16. Result ID: 69e9f99047f34ce924d1f72e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### None (Implicit) Accuracy: 85. Result ID: 69e9f99047f34ce924d1f729. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Implicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Explicit Dropout (V) Accuracy: 85. Result ID: 69e9f99047f34ce924d1f731. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (V)","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Explicit Dropout (AV) Accuracy: 85. Result ID: 69e9f99047f34ce924d1f732. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"Explicit (AV)","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### DropAttention Accuracy: 84.84. Result ID: 69e9f99047f34ce924d1f727. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"DropAttention","Dropout on FF network":"Implicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### DropKey Accuracy: 84.84. Result ID: 69e9f99047f34ce924d1f728. [Reporting paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"DropKey","Dropout on FF network":"Implicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Arora et al. (FF) Accuracy: 84.84. Result ID: 69e9f99047f34ce924d1f72d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"None","Dropout on FF network":"Arora et al. \[1\]","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Arora et al. (K) Accuracy: 84.22. Result ID: 69e9f99047f34ce924d1f72b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dropout on Attention Sequence":"(K) Arora et al. \[1\]","Dropout on FF network":"Explicit","Dropout ratio":"0.2","Model Architecture":"2-layer Transformer encoder"}. This record does not assert independent reproduction. ### Proposed DNN classifier Accuracy: 81.5. Result ID: 69b915e147f34ce924a1c1d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"BYOL-A embeddings"}. This record does not assert independent reproduction. ### Proposed DNN classifier Accuracy: 81.5. Result ID: 69b915e147f34ce924a1c1da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GTZAN"}. This record does not assert independent reproduction. ### Proposed DNN classifier Accuracy: 79.5. Result ID: 69b915e147f34ce924a1c1d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"VGGish embeddings"}. This record does not assert independent reproduction. ### Proposed DNN classifier Accuracy: 78. Result ID: 69b915e147f34ce924a1c1db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GTZAN + FMA-Small"}. This record does not assert independent reproduction. ### Proposed DNN classifier Accuracy: 77. Result ID: 69b915e147f34ce924a1c1d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"PANNs embeddings"}. This record does not assert independent reproduction. ### M2D-CLAP Accuracy: 75.17. Result ID: 6992e3853a6c314849122e95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"masking\_ratio":"0.7","zero-shot":true}. This record does not assert independent reproduction. ### Niizumi et al. Accuracy: 70.1. Result ID: 69b915e147f34ce924a1c1d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Niizumi et al. Accuracy: 70.1. Result ID: 69b915e147f34ce924a1c1d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WavCaps Accuracy: 52.1. Result ID: 6992e3853a6c314849122e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction. ### JMLA Accuracy: 50.3. Result ID: 6992e3853a6c314849122e94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":false,"note":"Used test task data during training"}. This record does not assert independent reproduction. ### Proto-LC Accuracy: 47.24. Result ID: 6992e3853a6c314849122e92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction. ### AudioCLIP Accuracy: 45.52. Result ID: 6992e3853a6c314849122e8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"zero-shot":false,"note":"Used test task data during training"}. This record does not assert independent reproduction. ### Pengi Accuracy: 28.97. Result ID: 6992e3853a6c314849122e93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction. ### Wav2CLIP Accuracy: 27.66. Result ID: 6992e3853a6c314849122e8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.