# Referring Video Object Segmentation on Ref-YouTube-VOS 45 (test) Source: [Referring Video Object Segmentation on Ref-YouTube-VOS 45 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-24T08:29:12.741Z Evaluation of Referring Video Object Segmentation performance on the test split of the Ref-YouTube-VOS 45 dataset, measured using J&F, J, and F metrics. 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-YouTube-VOS 45 (test) | | Metric | J&F Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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: SCALAR. - [J Score (IoU)](): Higher is better; unit: SCALAR. - [F Score (F1)](): Higher is better; unit: SCALAR. ## Recorded results | Method | J&F Score | Result date | Report paper | | --- | --- | --- | --- | | GeoLaV | 47 | Not recorded | 6a3b64d5206542251d7c98fd | | ReMamber | 35.1 | Not recorded | 6a3b64d5206542251d7c98fd | | SAMWISE | 31.9 | Not recorded | 6a3b64d5206542251d7c98fd | | LAVT | 28.6 | Not recorded | 6a3b64d5206542251d7c98fd | | DETRIS | 17.6 | Not recorded | 6a3b64d5206542251d7c98fd | | DMMI | 9.6 | Not recorded | 6a3b64d5206542251d7c98fd | | LMPM | 7.1 | Not recorded | 6a3b64d5206542251d7c98fd | | DsHmp | 7.1 | Not recorded | 6a3b64d5206542251d7c98fd | ### GeoLaV J&F Score: 47. Result ID: 6a3b954efbc373592c449804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Video-based Model (Trained on Images Only)","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### ReMamber J&F Score: 35.1. Result ID: 6a3b954efbc373592c4497fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Image-based Model","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### SAMWISE J&F Score: 31.9. Result ID: 6a3b954efbc373592c449803. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Video-based Model (Trained on Images Only)","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### LAVT J&F Score: 28.6. Result ID: 6a3b954efbc373592c449802. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Video-based Model (Trained on Images Only)","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### DETRIS J&F Score: 17.6. Result ID: 6a3b954efbc373592c4497ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Image-based Model","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### DMMI J&F Score: 9.6. Result ID: 6a3b954efbc373592c4497fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Image-based Model","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### LMPM J&F Score: 7.1. Result ID: 6a3b954efbc373592c449800. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Video-based Model (Trained on Images Only)","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### DsHmp J&F Score: 7.1. Result ID: 6a3b954efbc373592c449801. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Model Type":"Video-based Model (Trained on Images Only)","Training Data":"RefCOCO/+/g"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.