# Audio Source Attribution on MLAAD In-Domain (Eval) Source: [Audio Source Attribution on MLAAD In-Domain (Eval)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:15:10.644Z Evaluation of Audio Source Attribution performance using the in-domain evaluation split of the MLAAD dataset, reporting Accuracy and F1 scores. 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 | Audio Source Attribution | | Dataset (including any stated split) | MLAAD In-Domain (Eval) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Dual-Branch Gated Fusion | 97.6 | Not recorded | 6a28f35290966ade919c1850 | | E1: S2+S3 | 95.6 | Not recorded | 6a28f35290966ade919c1850 | | S2 | 95.1 | Not recorded | 6a28f35290966ade919c1850 | | S3 | 95.1 | Not recorded | 6a28f35290966ade919c1850 | | E3: S3+S5 | 94.6 | Not recorded | 6a28f35290966ade919c1850 | | E2: S3+S4 | 94.2 | Not recorded | 6a28f35290966ade919c1850 | | S1 | 90.7 | Not recorded | 6a28f35290966ade919c1850 | | Baseline | 83.4 | Not recorded | 6a28f35290966ade919c1850 | | E4: S4+S5 | 80.5 | Not recorded | 6a28f35290966ade919c1850 | | S4 | 79.9 | Not recorded | 6a28f35290966ade919c1850 | | S5 | 72 | Not recorded | 6a28f35290966ade919c1850 | ### Dual-Branch Gated Fusion Accuracy: 97.6. Result ID: 6a2a6074fbc373592c270356. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"0.897"}. This record does not assert independent reproduction. ### E1: S2+S3 Accuracy: 95.6. Result ID: 6a2a6074fbc373592c270352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":""}. This record does not assert independent reproduction. ### S2 Accuracy: 95.1. Result ID: 6a2a6074fbc373592c27034e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"318.1"}. This record does not assert independent reproduction. ### S3 Accuracy: 95.1. Result ID: 6a2a6074fbc373592c27034f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"318.1"}. This record does not assert independent reproduction. ### E3: S3+S5 Accuracy: 94.6. Result ID: 6a2a6074fbc373592c270354. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":""}. This record does not assert independent reproduction. ### E2: S3+S4 Accuracy: 94.2. Result ID: 6a2a6074fbc373592c270353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":""}. This record does not assert independent reproduction. ### S1 Accuracy: 90.7. Result ID: 6a2a6074fbc373592c27034d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"318.1"}. This record does not assert independent reproduction. ### Baseline Accuracy: 83.4. Result ID: 6a2a6074fbc373592c27034c. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"317.8"}. This record does not assert independent reproduction. ### E4: S4+S5 Accuracy: 80.5. Result ID: 6a2a6074fbc373592c270355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":""}. This record does not assert independent reproduction. ### S4 Accuracy: 79.9. Result ID: 6a2a6074fbc373592c270350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"318.1"}. This record does not assert independent reproduction. ### S5 Accuracy: 72. Result ID: 6a2a6074fbc373592c270351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"319.7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.