# Single Sound Source Localization on MUSIC Solo (test) Source: [Single Sound Source Localization on MUSIC Solo (test)]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:25:32.947Z Evaluation of Single Sound Source Localization performance on the test split of the MUSIC Solo dataset, using metrics including AP, IoU@0.5, and AUC. 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 | Single Sound Source Localization | | Dataset (including any stated split) | MUSIC Solo (test) | | Metric | IoU@0.5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [IoU@0.5](): Higher is better; unit: PERCENT. - [AP](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU@0.5 | Result date | Report paper | | --- | --- | --- | --- | | Generation-Analysis-Refinement | 98.5 | Not recorded | 69d732b97d0172140ec76d09 | | Generation-Analysis-Refinement | 96.2 | Not recorded | 69d732b97d0172140ec76d09 | | OA-SSL | 71.1 | Not recorded | 69d732b97d0172140ec76d09 | | Qwen2.5-Omni | 67.8 | Not recorded | 69d732b97d0172140ec76d09 | | Proposed Method | 62.1 | Not recorded | 68fa72d01e209131cea58af0 | | NoPrior | 62.1 | Not recorded | 69d732b97d0172140ec76d09 | | AVGN | 58.1 | Not recorded | 68fa72d01e209131cea58af0 | | AVGN | 58.1 | Not recorded | 69d732b97d0172140ec76d09 | | DSOL | 51.4 | Not recorded | 68fa72d01e209131cea58af0 | | DSOL | 51.4 | Not recorded | 69d732b97d0172140ec76d09 | | EZ-VSL | 45.8 | Not recorded | 68fa72d01e209131cea58af0 | | EZ-VSL | 45.8 | Not recorded | 69d732b97d0172140ec76d09 | | LVS | 41.9 | Not recorded | 68fa72d01e209131cea58af0 | | LVS | 41.9 | Not recorded | 69d732b97d0172140ec76d09 | | Attention10k | 37.2 | Not recorded | 68fa72d01e209131cea58af0 | | Attention 10k | 37.2 | Not recorded | 69d732b97d0172140ec76d09 | | CoarseToFine | 33.6 | Not recorded | 68fa72d01e209131cea58af0 | | CoarseToFIne | 33.6 | Not recorded | 69d732b97d0172140ec76d09 | | MiniCPM-o | 32.8 | Not recorded | 69d732b97d0172140ec76d09 | | Mix-and-Localize | 30.5 | Not recorded | 68fa72d01e209131cea58af0 | | Mix-and-Localize | 30.5 | Not recorded | 69d732b97d0172140ec76d09 | | DMC | 29.1 | Not recorded | 68fa72d01e209131cea58af0 | | DMC | 29.1 | Not recorded | 69d732b97d0172140ec76d09 | | InteractiveOmni | 29 | Not recorded | 69d732b97d0172140ec76d09 | | OTS | 26.1 | Not recorded | 68fa72d01e209131cea58af0 | | OTS | 26.1 | Not recorded | 69d732b97d0172140ec76d09 | ### Generation-Analysis-Refinement IoU@0.5: 98.5. Result ID: 69d8436347f34ce924c05792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of iterations in Stage 2)":"5"}. This record does not assert independent reproduction. ### Generation-Analysis-Refinement IoU@0.5: 96.2. Result ID: 69d8436347f34ce924c05791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Number of iterations in Stage 2)":"3"}. This record does not assert independent reproduction. ### OA-SSL IoU@0.5: 71.1. Result ID: 69d8436347f34ce924c0578d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-Omni IoU@0.5: 67.8. Result ID: 69d8436347f34ce924c0578e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Proposed Method IoU@0.5: 62.1. Result ID: 69a15ef035dfcabb00e69b1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Backbone":"ResNet-18","Audio Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### NoPrior IoU@0.5: 62.1. Result ID: 69d8436347f34ce924c0578c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVGN IoU@0.5: 58.1. Result ID: 69a15ef035dfcabb00e69b1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVGN IoU@0.5: 58.1. Result ID: 69d8436347f34ce924c0578b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSOL IoU@0.5: 51.4. Result ID: 69a15ef035dfcabb00e69b16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSOL IoU@0.5: 51.4. Result ID: 69d8436347f34ce924c05787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EZ-VSL IoU@0.5: 45.8. Result ID: 69a15ef035dfcabb00e69b18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EZ-VSL IoU@0.5: 45.8. Result ID: 69d8436347f34ce924c05789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LVS IoU@0.5: 41.9. Result ID: 69a15ef035dfcabb00e69b17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LVS IoU@0.5: 41.9. Result ID: 69d8436347f34ce924c05788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Attention10k IoU@0.5: 37.2. Result ID: 69a15ef035dfcabb00e69b12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Attention 10k IoU@0.5: 37.2. Result ID: 69d8436347f34ce924c05783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoarseToFine IoU@0.5: 33.6. Result ID: 69a15ef035dfcabb00e69b15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoarseToFIne IoU@0.5: 33.6. Result ID: 69d8436347f34ce924c05786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiniCPM-o IoU@0.5: 32.8. Result ID: 69d8436347f34ce924c0578f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mix-and-Localize IoU@0.5: 30.5. Result ID: 69a15ef035dfcabb00e69b19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mix-and-Localize IoU@0.5: 30.5. Result ID: 69d8436347f34ce924c0578a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMC IoU@0.5: 29.1. Result ID: 69a15ef035dfcabb00e69b14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMC IoU@0.5: 29.1. Result ID: 69d8436347f34ce924c05785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InteractiveOmni IoU@0.5: 29. Result ID: 69d8436347f34ce924c05790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OTS IoU@0.5: 26.1. Result ID: 69a15ef035dfcabb00e69b13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OTS IoU@0.5: 26.1. Result ID: 69d8436347f34ce924c05784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.