# Instance Retrieval on UCS corpus (unseen sound events) Source: [Instance Retrieval on UCS corpus (unseen sound events)]() Collection index: [llms.txt]() Data updated: 2026-07-07T06:42:56.057Z Evaluation of Instance Retrieval performance on the UCS corpus, focusing on unseen sound events, measured using R@1. 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 | Instance Retrieval | | Dataset (including any stated split) | UCS corpus (unseen sound events) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [R@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | M2D | 98.8 | Not recorded | 6a4c882e85dba69fef8b2b66 | | BEATs | 96.6 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AudioMAE | 96.6 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AST | 94 | Not recorded | 6a4c882e85dba69fef8b2b66 | | M2D | 89.5 | Not recorded | 6a4c882e85dba69fef8b2b66 | | BEATs | 82.6 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AST | 81.5 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AudioMAE | 80.4 | Not recorded | 6a4c882e85dba69fef8b2b66 | | CLAP | 80 | Not recorded | 6a4c882e85dba69fef8b2b66 | | PANNs CNN14 | 73.1 | Not recorded | 6a4c882e85dba69fef8b2b66 | | PANNs CNN14 | 65.7 | Not recorded | 6a4c882e85dba69fef8b2b66 | | CLAP | 61.1 | Not recorded | 6a4c882e85dba69fef8b2b66 | | M2D | 48.6 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AudioMAE | 45.2 | Not recorded | 6a4c882e85dba69fef8b2b66 | | BEATs | 33.5 | Not recorded | 6a4c882e85dba69fef8b2b66 | | PANNs CNN14 | 31.6 | Not recorded | 6a4c882e85dba69fef8b2b66 | | AST | 29.5 | Not recorded | 6a4c882e85dba69fef8b2b66 | | CLAP | 26.9 | Not recorded | 6a4c882e85dba69fef8b2b66 | ### M2D R@1: 98.8. Result ID: 6a4c9fef60b88bb339c6dc65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### BEATs R@1: 96.6. Result ID: 6a4c9fef60b88bb339c6dc62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### AudioMAE R@1: 96.6. Result ID: 6a4c9fef60b88bb339c6dc68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### AST R@1: 94. Result ID: 6a4c9fef60b88bb339c6dc5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### M2D R@1: 89.5. Result ID: 6a4c9fef60b88bb339c6dc63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### BEATs R@1: 82.6. Result ID: 6a4c9fef60b88bb339c6dc60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### AST R@1: 81.5. Result ID: 6a4c9fef60b88bb339c6dc5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### AudioMAE R@1: 80.4. Result ID: 6a4c9fef60b88bb339c6dc66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### CLAP R@1: 80. Result ID: 6a4c9fef60b88bb339c6dc59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"audio-text contrastive"}. This record does not assert independent reproduction. ### PANNs CNN14 R@1: 73.1. Result ID: 6a4c9fef60b88bb339c6dc5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"instance head","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### PANNs CNN14 R@1: 65.7. Result ID: 6a4c9fef60b88bb339c6dc5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### CLAP R@1: 61.1. Result ID: 6a4c9fef60b88bb339c6dc57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"frozen","pretraining":"audio-text contrastive"}. This record does not assert independent reproduction. ### M2D R@1: 48.6. Result ID: 6a4c9fef60b88bb339c6dc64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### AudioMAE R@1: 45.2. Result ID: 6a4c9fef60b88bb339c6dc67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### BEATs R@1: 33.5. Result ID: 6a4c9fef60b88bb339c6dc61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"self-supervised (AS2M)"}. This record does not assert independent reproduction. ### PANNs CNN14 R@1: 31.6. Result ID: 6a4c9fef60b88bb339c6dc5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### AST R@1: 29.5. Result ID: 6a4c9fef60b88bb339c6dc5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"supervised (AudioSet)"}. This record does not assert independent reproduction. ### CLAP R@1: 26.9. Result ID: 6a4c9fef60b88bb339c6dc58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"class head","pretraining":"audio-text contrastive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.