# Audio-Visual Semantic Segmentation on AVSBench-Semantic (AVSS) (test) Source: [Audio-Visual Semantic Segmentation on AVSBench-Semantic (AVSS) (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:50:43.077Z Evaluation of Audio-Visual Semantic Segmentation performance using the test split of the AVSBench-Semantic (AVSS) dataset, reporting Jaccard index (J), F-measure (Fm), and J&Fm 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-Visual Semantic Segmentation | | Dataset (including any stated split) | AVSBench-Semantic (AVSS) (test) | | Metric | Jaccard Index (J) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Jaccard Index (J)](): Higher is better; unit: PERCENT. - [F-measure (Fm)](): Higher is better; unit: PERCENT. - [Jaccard & F-measure (J&Fm)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Jaccard Index (J) | Result date | Report paper | | --- | --- | --- | --- | | AVSStone | 48.5 | Not recorded | 69b8e03a0636e5bf4afbed26 | | SDAVS | 46 | Not recorded | 69b8e03a0636e5bf4afbed26 | | SDAVS | 44.8 | Not recorded | 69b8e03a0636e5bf4afbed26 | | BiasAVS | 44.4 | Not recorded | 69b8e03a0636e5bf4afbed26 | | COMBO | 42.1 | Not recorded | 69b8e03a0636e5bf4afbed26 | | SelM | 41.3 | Not recorded | 69b8e03a0636e5bf4afbed26 | | AVS-Mamba | 39.7 | Not recorded | 69b8e03a0636e5bf4afbed26 | | CQFormer | 38.1 | Not recorded | 69b8e03a0636e5bf4afbed26 | | AVSegFormer | 37.3 | Not recorded | 69b8e03a0636e5bf4afbed26 | | AVSAC | 37 | Not recorded | 69b8e03a0636e5bf4afbed26 | | BAVS | 33.6 | Not recorded | 69b8e03a0636e5bf4afbed26 | | CATR | 32.8 | Not recorded | 69b8e03a0636e5bf4afbed26 | | TPAVI | 29.8 | Not recorded | 69b8e03a0636e5bf4afbed26 | ### AVSStone Jaccard Index (J): 48.5. Result ID: 69b9235e47f34ce924a239ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-base","Method Stage":"Two-stage"}. This record does not assert independent reproduction. ### SDAVS Jaccard Index (J): 46. Result ID: 69b9235e47f34ce924a23a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-base","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### SDAVS Jaccard Index (J): 44.8. Result ID: 69b9235e47f34ce924a23a03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### BiasAVS Jaccard Index (J): 44.4. Result ID: 69b9235e47f34ce924a23a00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-base","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### COMBO Jaccard Index (J): 42.1. Result ID: 69b9235e47f34ce924a239fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### SelM Jaccard Index (J): 41.3. Result ID: 69b9235e47f34ce924a239fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### AVS-Mamba Jaccard Index (J): 39.7. Result ID: 69b9235e47f34ce924a23a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### CQFormer Jaccard Index (J): 38.1. Result ID: 69b9235e47f34ce924a23a01. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### AVSegFormer Jaccard Index (J): 37.3. Result ID: 69b9235e47f34ce924a239fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### AVSAC Jaccard Index (J): 37. Result ID: 69b9235e47f34ce924a239fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### BAVS Jaccard Index (J): 33.6. Result ID: 69b9235e47f34ce924a239fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-base","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### CATR Jaccard Index (J): 32.8. Result ID: 69b9235e47f34ce924a239f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. ### TPAVI Jaccard Index (J): 29.8. Result ID: 69b9235e47f34ce924a239f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVT-v2","Method Stage":"One-stage"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.