# Referring Video Object Segmentation on Ref-YouTube-VOS 1.0 (val) Source: [Referring Video Object Segmentation on Ref-YouTube-VOS 1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:33.370Z Evaluation of Referring Video Object Segmentation performance on the validation split of the Ref-YouTube-VOS 1.0 dataset, measured using J&F, J, F, and FPS. 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 1.0 (val) | | Metric | J&F | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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](): Higher is better; unit: PERCENT. - [J](): Higher is better; unit: PERCENT. - [F](): Higher is better; unit: PERCENT. - [FPS](): Higher is better; unit: TIME. ## Recorded results | Method | J&F | Result date | Report paper | | --- | --- | --- | --- | | VD-IT | 66.5 | Not recorded | 68fa73fd1e209131cea5f114 | | SgMg | 65.7 | Not recorded | 68fa73fd1e209131cea5f114 | | VD-IT | 64.8 | Not recorded | 68fa73fd1e209131cea5f114 | | ReferFormer | 62.9 | Not recorded | 68fa73fd1e209131cea5f114 | | OnlineRefer | 62.9 | Not recorded | 68fa73fd1e209131cea5f114 | | SgMg | 62 | Not recorded | 68fa73fd1e209131cea5f114 | | SgMg | 61.6 | Not recorded | 68fa73fd1e209131cea5f114 | | ReferFormer | 59.4 | Not recorded | 68fa73fd1e209131cea5f114 | | SgMg | 58.9 | Not recorded | 68fa73fd1e209131cea5f114 | | ReferFormer | 56 | Not recorded | 68fa73fd1e209131cea5f114 | | MANet | 55.6 | Not recorded | 68fa73fd1e209131cea5f114 | | MTTR | 55.3 | Not recorded | 68fa73fd1e209131cea5f114 | | PMINet | 53 | Not recorded | 68fa73fd1e209131cea5f114 | | MLRL | 49.7 | Not recorded | 68fa73fd1e209131cea5f114 | | LBDT | 49.4 | Not recorded | 68fa73fd1e209131cea5f114 | | YOFO | 48.6 | Not recorded | 68fa73fd1e209131cea5f114 | | CMPC-V | 47.5 | Not recorded | 68fa73fd1e209131cea5f114 | | URVOS | 47.2 | Not recorded | 68fa73fd1e209131cea5f114 | | CMSA | 36.4 | Not recorded | 68fa73fd1e209131cea5f114 | ### VD-IT J&F: 66.5. Result ID: 699313663a6c314849138585. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video Diffusion","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### SgMg J&F: 65.7. Result ID: 699313663a6c314849138584. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### VD-IT J&F: 64.8. Result ID: 699313663a6c31484913857f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video Diffusion"}. This record does not assert independent reproduction. ### ReferFormer J&F: 62.9. Result ID: 699313663a6c314849138582. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### OnlineRefer J&F: 62.9. Result ID: 699313663a6c314849138583. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### SgMg J&F: 62. Result ID: 699313663a6c314849138581. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### SgMg J&F: 61.6. Result ID: 699313663a6c31484913857e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Note":"Evaluated using official code"}. This record does not assert independent reproduction. ### ReferFormer J&F: 59.4. Result ID: 699313663a6c314849138580. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Pre-training":"RefCOCO/+/g"}. This record does not assert independent reproduction. ### SgMg J&F: 58.9. Result ID: 699313663a6c31484913857d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### ReferFormer J&F: 56. Result ID: 699313663a6c31484913857c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### MANet J&F: 55.6. Result ID: 699313663a6c31484913857b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### MTTR J&F: 55.3. Result ID: 699313663a6c31484913857a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### PMINet J&F: 53. Result ID: 699313663a6c314849138576. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeSt-101"}. This record does not assert independent reproduction. ### MLRL J&F: 49.7. Result ID: 699313663a6c314849138579. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LBDT J&F: 49.4. Result ID: 699313663a6c314849138578. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### YOFO J&F: 48.6. Result ID: 699313663a6c314849138577. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CMPC-V J&F: 47.5. Result ID: 699313663a6c314849138575. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"I3D"}. This record does not assert independent reproduction. ### URVOS J&F: 47.2. Result ID: 699313663a6c314849138574. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CMSA J&F: 36.4. Result ID: 699313663a6c314849138573. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.