# Referring Video Object Segmentation on MeViS Source: [Referring Video Object Segmentation on MeViS]() Collection index: [llms.txt]() Data updated: 2026-06-26T08:49:58.894Z Evaluation of Referring Video Object Segmentation performance on the full MeViS dataset, reporting 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) | MeViS | | Metric | J&F Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 | | --- | --- | --- | --- | | GLUSA | 51.3 | Not recorded | 6a3b64d5206542251d7c98fd | | GLUSS | 50.3 | Not recorded | 6a3b64d5206542251d7c98fd | | GeoLaV | 50 | Not recorded | 6a3b64d5206542251d7c98fd | | SAMWISE | 49.5 | Not recorded | 6a3b64d5206542251d7c98fd | | ReferDINO | 49.3 | Not recorded | 6a3b64d5206542251d7c98fd | | SSA | 48.6 | Not recorded | 6a3b64d5206542251d7c98fd | | SAMWISE | 48.3 | Not recorded | 6a3b64d5206542251d7c98fd | | EVIS-1B | 46.8 | Not recorded | 6a3e0795206542251d7cb4c5 | | EVIS† | 46.7 | Not recorded | 6a3e0795206542251d7cb4c5 | | DsHmp | 46.4 | Not recorded | 6a3b64d5206542251d7c98fd | | DsHmp | 46.4 | Not recorded | 6a3e0795206542251d7cb4c5 | | VideoGLaMM | 45.2 | Not recorded | 6a3b64d5206542251d7c98fd | | VISA-13B | 44.5 | Not recorded | 6a3b64d5206542251d7c98fd | | VideoLISA-3.8B | 44.4 | Not recorded | 6a3e0795206542251d7cb4c5 | | VISA-7B | 43.5 | Not recorded | 6a3b64d5206542251d7c98fd | | VISA-7B | 43.5 | Not recorded | 6a3e0795206542251d7cb4c5 | | One-Token-Seg-All | 42.3 | Not recorded | 6a3b64d5206542251d7c98fd | | TrackGPT-7B | 40.1 | Not recorded | 6a3e0795206542251d7cb4c5 | | GroundingDINO | 37.7 | Not recorded | 6a3b64d5206542251d7c98fd | | LISA | 37.2 | Not recorded | 6a3b64d5206542251d7c98fd | | LMPM | 37.2 | Not recorded | 6a3b64d5206542251d7c98fd | | LMPM | 37.2 | Not recorded | 6a3e0795206542251d7cb4c5 | | LISA-7B | 37.2 | Not recorded | 6a3e0795206542251d7cb4c5 | | VLT+TC | 35.5 | Not recorded | 6a3e0795206542251d7cb4c5 | | OnlineRefer | 32.3 | Not recorded | 6a3b64d5206542251d7c98fd | | ReferFormer | 31 | Not recorded | 6a3b64d5206542251d7c98fd | | ReferFormer | 31 | Not recorded | 6a3e0795206542251d7cb4c5 | | MTTR | 30 | Not recorded | 6a3b64d5206542251d7c98fd | | MTTR | 30 | Not recorded | 6a3e0795206542251d7cb4c5 | | LBDT | 29.3 | Not recorded | 6a3e0795206542251d7cb4c5 | | URVOS | 27.8 | Not recorded | 6a3e0795206542251d7cb4c5 | ### GLUSA J&F Score: 51.3. Result ID: 6a3b954efbc373592c4497f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7B"}. This record does not assert independent reproduction. ### GLUSS J&F Score: 50.3. Result ID: 6a3b954efbc373592c4497f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7B"}. This record does not assert independent reproduction. ### GeoLaV J&F Score: 50. Result ID: 6a3b954efbc373592c4497fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Params":"202M"}. This record does not assert independent reproduction. ### SAMWISE J&F Score: 49.5. Result ID: 6a3b954efbc373592c4497fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"202M"}. This record does not assert independent reproduction. ### ReferDINO J&F Score: 49.3. Result ID: 6a3b954efbc373592c4497fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"230M"}. This record does not assert independent reproduction. ### SSA J&F Score: 48.6. Result ID: 6a3b954efbc373592c4497f8. [Reporting paper]() Recorded evaluation configuration: {"Total Params":"474M"}. This record does not assert independent reproduction. ### SAMWISE J&F Score: 48.3. Result ID: 6a3b954efbc373592c4497f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"150M"}. This record does not assert independent reproduction. ### EVIS-1B J&F Score: 46.8. Result ID: 6a3e3d34fbc373592c608a0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"-","Backbone":"InternVL2-1B"}. This record does not assert independent reproduction. ### EVIS† J&F Score: 46.7. Result ID: 6a3e3d34fbc373592c608a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"-","Backbone":"Swin-T"}. This record does not assert independent reproduction. ### DsHmp J&F Score: 46.4. Result ID: 6a3b954efbc373592c4497f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"272M"}. This record does not assert independent reproduction. ### DsHmp J&F Score: 46.4. Result ID: 6a3e3d34fbc373592c608a04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’24","Backbone":"Swin-T/Video-Swin-T"}. This record does not assert independent reproduction. ### VideoGLaMM J&F Score: 45.2. Result ID: 6a3b954efbc373592c4497ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"3.8B"}. This record does not assert independent reproduction. ### VISA-13B J&F Score: 44.5. Result ID: 6a3b954efbc373592c4497ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"13B"}. This record does not assert independent reproduction. ### VideoLISA-3.8B J&F Score: 44.4. Result ID: 6a3e3d34fbc373592c608a09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"NeurIPS’24","Backbone":"LLaVA-Phi-3-3.8B"}. This record does not assert independent reproduction. ### VISA-7B J&F Score: 43.5. Result ID: 6a3b954efbc373592c4497ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7B"}. This record does not assert independent reproduction. ### VISA-7B J&F Score: 43.5. Result ID: 6a3e3d34fbc373592c608a08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"ECCV’24","Backbone":"Chat-UniVi-7B"}. This record does not assert independent reproduction. ### One-Token-Seg-All J&F Score: 42.3. Result ID: 6a3b954efbc373592c4497ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"3.8B"}. This record does not assert independent reproduction. ### TrackGPT-7B J&F Score: 40.1. Result ID: 6a3e3d34fbc373592c608a07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"arXiv’23","Backbone":"LLaVA-7B"}. This record does not assert independent reproduction. ### GroundingDINO J&F Score: 37.7. Result ID: 6a3b954efbc373592c4497f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"240M","Evaluation integration":"SAM2"}. This record does not assert independent reproduction. ### LISA J&F Score: 37.2. Result ID: 6a3b954efbc373592c4497eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"7B"}. This record does not assert independent reproduction. ### LMPM J&F Score: 37.2. Result ID: 6a3b954efbc373592c4497f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"195M"}. This record does not assert independent reproduction. ### LMPM J&F Score: 37.2. Result ID: 6a3e3d34fbc373592c608a03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"ICCV’23","Backbone":"Swin-T"}. This record does not assert independent reproduction. ### LISA-7B J&F Score: 37.2. Result ID: 6a3e3d34fbc373592c608a06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’23","Backbone":"LLaVA-7B"}. This record does not assert independent reproduction. ### VLT+TC J&F Score: 35.5. Result ID: 6a3e3d34fbc373592c608a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"TPAMI’23","Backbone":"Video-Swin-B"}. This record does not assert independent reproduction. ### OnlineRefer J&F Score: 32.3. Result ID: 6a3b954efbc373592c4497f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"232M"}. This record does not assert independent reproduction. ### ReferFormer J&F Score: 31. Result ID: 6a3b954efbc373592c4497f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"237M"}. This record does not assert independent reproduction. ### ReferFormer J&F Score: 31. Result ID: 6a3e3d34fbc373592c608a01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’22","Backbone":"Video-Swin-B"}. This record does not assert independent reproduction. ### MTTR J&F Score: 30. Result ID: 6a3b954efbc373592c4497f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Params":"-"}. This record does not assert independent reproduction. ### MTTR J&F Score: 30. Result ID: 6a3e3d34fbc373592c608a00. [Reporting paper]() Recorded evaluation configuration: {"Reference":"CVPR’22","Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### LBDT J&F Score: 29.3. Result ID: 6a3e3d34fbc373592c6089ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’22","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### URVOS J&F Score: 27.8. Result ID: 6a3e3d34fbc373592c6089fe. [Reporting paper]() Recorded evaluation configuration: {"Reference":"ECCV’20","Backbone":"ResNet-50"}. This record does not assert independent reproduction. 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