# Audio-Visual Segmentation on AVSBench S4 Source: [Audio-Visual Segmentation on AVSBench S4]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:51:10.844Z Evaluation of Audio-Visual Segmentation performance on the AVSBench S4 dataset, typically reporting mIoU. 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-Visual Segmentation | | Dataset (including any stated split) | AVSBench S4 | | Metric | MJ Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [MJ Score](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. - [MF Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | MJ Score | Result date | Report paper | | --- | --- | --- | --- | | SelM | 76.6 | Not recorded | 6a02b403dbc836b87d8245ce | | AVSegFormer | 76.5 | Not recorded | 6a02b403dbc836b87d8245ce | | LightAVSeg | 75.6 | Not recorded | 6a02b403dbc836b87d8245ce | | AVSBench | 72.8 | Not recorded | 6a02b403dbc836b87d8245ce | | SelM | 59.1 | Not recorded | 6a02b403dbc836b87d8245ce | | AVSegFormer | 53.8 | Not recorded | 6a02b403dbc836b87d8245ce | | AVSBench | 47.9 | Not recorded | 6a02b403dbc836b87d8245ce | ### SelM MJ Score: 76.6. Result ID: 6a02f80e47f34ce924e62dc9. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"R50","Audio Backbone":"VGGish","GPU Latency (ms)":"25.3","Mobile Latency (ms)":"1003.8","Params":"117.6M"}. This record does not assert independent reproduction. ### AVSegFormer MJ Score: 76.5. Result ID: 6a02f80e47f34ce924e62dc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"R50","Audio Backbone":"VGGish","GPU Latency (ms)":"29.0","Mobile Latency (ms)":"1271.4","Params":"151.1M"}. This record does not assert independent reproduction. ### LightAVSeg MJ Score: 75.6. Result ID: 6a02f80e47f34ce924e62dcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Sea","Audio Backbone":"MNetV2","GPU Latency (ms)":"15.9","Mobile Latency (ms)":"163.4","Params":"20.5M"}. This record does not assert independent reproduction. ### AVSBench MJ Score: 72.8. Result ID: 6a02f80e47f34ce924e62dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"R50","Audio Backbone":"VGGish","GPU Latency (ms)":"21.2","Mobile Latency (ms)":"753.5","Params":"91.4M"}. This record does not assert independent reproduction. ### SelM MJ Score: 59.1. Result ID: 6a02f80e47f34ce924e62dcc. [Reporting paper]() Recorded evaluation configuration: {"Visual Backbone":"Sea","Audio Backbone":"MNetV2","GPU Latency (ms)":"18.7","Mobile Latency (ms)":"308.6","Params":"39.5M"}. This record does not assert independent reproduction. ### AVSegFormer MJ Score: 53.8. Result ID: 6a02f80e47f34ce924e62dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Sea","Audio Backbone":"MNetV2","GPU Latency (ms)":"22.2","Mobile Latency (ms)":"432.6","Params":"51.0M"}. This record does not assert independent reproduction. ### AVSBench MJ Score: 47.9. Result ID: 6a02f80e47f34ce924e62dca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Backbone":"Sea","Audio Backbone":"MNetV2","GPU Latency (ms)":"19.5","Mobile Latency (ms)":"237.1","Params":"30.2M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.