# Referring Video Object Segmentation on Ref-SeCVOS Source: [Referring Video Object Segmentation on Ref-SeCVOS]() Collection index: [llms.txt]() Data updated: 2026-05-20T09:48:03.217Z Evaluation of Referring Video Object Segmentation performance on the Ref-SeCVOS dataset, measured using J, F, and J&F 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 | Referring Video Object Segmentation | | Dataset (including any stated split) | Ref-SeCVOS | | Metric | J&F 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 - [J&F Score](): Higher is better; unit: PERCENT. - [J Score](): Higher is better; unit: PERCENT. - [F Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | J&F Score | Result date | Report paper | | --- | --- | --- | --- | | SETCON | 72.2 | Not recorded | 6a0d405cf984739ed6737b99 | | GLUS-A | 59.8 | Not recorded | 68fa7a2e1e209131cea81951 | | GLUS | 59.8 | Not recorded | 6a0d405cf984739ed6737b99 | | VISA | 59.5 | Not recorded | 68fa7a2e1e209131cea81951 | | VISA | 59.5 | Not recorded | 6a0d405cf984739ed6737b99 | | SAMWISE | 54 | Not recorded | 68fa7a2e1e209131cea81951 | | SAMWISE | 54 | Not recorded | 6a0d405cf984739ed6737b99 | | Sa2VA | 51.8 | Not recorded | 68fa7a2e1e209131cea81951 | | Sa2VA | 51.8 | Not recorded | 6a0d405cf984739ed6737b99 | | Grounded SAM 2 | 48.9 | Not recorded | 68fa7a2e1e209131cea81951 | | VideoLISA | 42.8 | Not recorded | 68fa7a2e1e209131cea81951 | | VideoLISA | 42.8 | Not recorded | 6a0d405cf984739ed6737b99 | ### SETCON J&F Score: 72.2. Result ID: 6a0d8340fbc373592c05ffbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLUS-A J&F Score: 59.8. Result ID: 69a7e5ab6dbb7075b94c91a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7 B"}. This record does not assert independent reproduction. ### GLUS J&F Score: 59.8. Result ID: 6a0d8340fbc373592c05ffba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VISA J&F Score: 59.5. Result ID: 69a7e5ab6dbb7075b94c91a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7 B"}. This record does not assert independent reproduction. ### VISA J&F Score: 59.5. Result ID: 6a0d8340fbc373592c05ffb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAMWISE J&F Score: 54. Result ID: 69a7e5ab6dbb7075b94c91a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"210 M"}. This record does not assert independent reproduction. ### SAMWISE J&F Score: 54. Result ID: 6a0d8340fbc373592c05ffb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sa2VA J&F Score: 51.8. Result ID: 69a7e5ab6dbb7075b94c91a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Params":"8 B"}. This record does not assert independent reproduction. ### Sa2VA J&F Score: 51.8. Result ID: 6a0d8340fbc373592c05ffbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounded SAM 2 J&F Score: 48.9. Result ID: 69a7e5ab6dbb7075b94c91a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Params":"400 M"}. This record does not assert independent reproduction. ### VideoLISA J&F Score: 42.8. Result ID: 69a7e5ab6dbb7075b94c91a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"3.8 B"}. This record does not assert independent reproduction. ### VideoLISA J&F Score: 42.8. Result ID: 6a0d8340fbc373592c05ffb7. [Reporting paper]() [Method origin paper]() [Implementation]() 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.