FMA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Audio Identification | FMA (Free Music Archive) derived | Top-1 Exact Hit Rate99.7 | 40 | |
| Music Genre Classification | FMA small (test) | Accuracy97.27 | 37 | |
| Dummy-Target Retrieval | FMA | Top-1 Hit Rate99.2 | 36 | |
| Music Genre Classification | FMA small (train) | Sparsity90.38 | 30 | |
| Music Genre Classification | FMA (Free Music Archive) | Normalized Score72.5 | 28 | |
| Audio Attribution | FMA Large (test) | R@1100 | 15 | |
| Node Classification | FMA (test) | Accuracy39.7 | 13 | |
| Audio Watermark Removal | FMA small | ViSQOL Score4.505 | 10 | |
| Bandwidth Extension | FMA small | STFT-D0.94 | 9 | |
| Stereo Music Reconstruction | FMA small | SI-SDR9.1 | 7 | |
| Audio Classification | FMA Small | Accuracy64.84 | 6 | |
| Audio Fingerprinting | FMA DTR (Target) | Segment Count30,000 | 6 | |
| Audio Fingerprinting | FMA DTR (Dummy) | Segment Count581,000 | 6 | |
| Audio Fingerprinting | FMA CBR Broadcast | Segment Count289,000 | 6 | |
| Audio Fingerprinting | FMA CBR Commercial | Segment Count15,000 | 6 | |
| Audio Fingerprinting | FMA | Params (M)4.4 | 6 | |
| Commercial-Broadcast Retrieval | FMA | Precision81 | 6 | |
| Mono-to-stereo conversion | FMA small (test) | STFT-D (Left)0.85 | 5 | |
| Membership Inference Attack | FMA LARGE | AUC0.67 | 4 | |
| Watermark Removal | FMA AudioSeal | STOI0.951 | 4 | |
| Watermark Removal | FMA WavMark | STOI96 | 4 | |
| Watermark Removal | FMA SilentCipher | STOI0.958 | 4 | |
| Audio Generation | FMA | CLAP Score148.883 | 4 | |
| Audio Super-Resolution | FMA small (test) | LSD3.6 | 4 | |
| Binary real/fake audio classification | FMA 16 to 48 kHz ADSR small (test) | Accuracy78 | 4 |
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