# Generalized Zero-Shot Classification on AudioSet ZSL (test) Source: [Generalized Zero-Shot Classification on AudioSet ZSL (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:06.200Z Evaluation of Generalized Zero-Shot Classification performance on the test split of the AudioSet ZSL dataset, measured using mAcc scores for Seen (S), Unseen (U), and Harmonic Mean (HM). 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 | Generalized Zero-Shot Classification | | Dataset (including any stated split) | AudioSet ZSL (test) | | Metric | mAcc (Seen) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [mAcc (Seen)](): Higher is better; unit: PERCENT. - [mAcc (Unseen)](): Higher is better; unit: PERCENT. - [mAcc (HM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAcc (Seen) | Result date | Report paper | | --- | --- | --- | --- | | AVGZSLNet | 50.96 | Not recorded | 68fa68c11e209131cea1e112 | | CONSE | 48.5 | Not recorded | 68fa68c11e209131cea1e112 | | AVGZSLNet | 48.05 | Not recorded | 68fa68c11e209131cea1e112 | | ALE | 47.9 | Not recorded | 68fa68c11e209131cea1e112 | | AVGZSLNet | 46.04 | Not recorded | 68fa68c11e209131cea1e112 | | audio-video concat model | 45.83 | Not recorded | 68fa68c11e209131cea1e112 | | video only model | 43.27 | Not recorded | 68fa68c11e209131cea1e112 | | CJME | 41.53 | Not recorded | 68fa68c11e209131cea1e112 | | CJME | 41.07 | Not recorded | 68fa68c11e209131cea1e112 | | DEVISE | 39.8 | Not recorded | 68fa68c11e209131cea1e112 | | ESZSL | 33.8 | Not recorded | 68fa68c11e209131cea1e112 | | AVGZSLNet | 33.29 | Not recorded | 68fa68c11e209131cea1e112 | | CJME | 30.29 | Not recorded | 68fa68c11e209131cea1e112 | | SAE | 29.3 | Not recorded | 68fa68c11e209131cea1e112 | | audio only model | 28.35 | Not recorded | 68fa68c11e209131cea1e112 | | CJME | 25.58 | Not recorded | 68fa68c11e209131cea1e112 | ### AVGZSLNet mAcc (Seen): 50.96. Result ID: 698d82e18b517eb433220cf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"both","fusion":"with attention"}. This record does not assert independent reproduction. ### CONSE mAcc (Seen): 48.5. Result ID: 698d82e18b517eb433220ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### AVGZSLNet mAcc (Seen): 48.05. Result ID: 698d82e18b517eb433220ceb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### ALE mAcc (Seen): 47.9. Result ID: 698d82e18b517eb433220ce9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### AVGZSLNet mAcc (Seen): 46.04. Result ID: 698d82e18b517eb433220cee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"both","fusion":"equal weight"}. This record does not assert independent reproduction. ### audio-video concat model mAcc (Seen): 45.83. Result ID: 698d82e18b517eb433220cec. [Reporting paper]() Recorded evaluation configuration: {"Test Modality":"both"}. This record does not assert independent reproduction. ### video only model mAcc (Seen): 43.27. Result ID: 698d82e18b517eb433220ce4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### CJME mAcc (Seen): 41.53. Result ID: 698d82e18b517eb433220cea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### CJME mAcc (Seen): 41.07. Result ID: 698d82e18b517eb433220cef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"both","fusion":"with attention"}. This record does not assert independent reproduction. ### DEVISE mAcc (Seen): 39.8. Result ID: 698d82e18b517eb433220ce6. [Reporting paper]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### ESZSL mAcc (Seen): 33.8. Result ID: 698d82e18b517eb433220ce8. [Reporting paper]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### AVGZSLNet mAcc (Seen): 33.29. Result ID: 698d82e18b517eb433220ce3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"audio"}. This record does not assert independent reproduction. ### CJME mAcc (Seen): 30.29. Result ID: 698d82e18b517eb433220ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"both","fusion":"equal weight"}. This record does not assert independent reproduction. ### SAE mAcc (Seen): 29.3. Result ID: 698d82e18b517eb433220ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Modality":"video"}. This record does not assert independent reproduction. ### audio only model mAcc (Seen): 28.35. Result ID: 698d82e18b517eb433220ce1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"audio"}. This record does not assert independent reproduction. ### CJME mAcc (Seen): 25.58. Result ID: 698d82e18b517eb433220ce2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Modality":"audio"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.