# Referring Video Object Segmentation on A2D Sentences v1.0 (test) Source: [Referring Video Object Segmentation on A2D Sentences v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:29.545Z Evaluation of referring video object segmentation performance on the test split of the A2D Sentences v1.0 dataset, measured using precision thresholds (P@0.5 to P@0.9), mAP, Overall IoU, and Mean IoU. 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) | A2D Sentences v1.0 (test) | | Metric | IoU Overall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [IoU Overall](): Higher is better; unit: PERCENT. - [P@0.5](): Higher is better; unit: PERCENT. - [P@0.6](): Higher is better; unit: PERCENT. - [P@0.7](): Higher is better; unit: PERCENT. - [P@0.8](): Higher is better; unit: PERCENT. - [P@0.9](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. - [IoU Mean](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU Overall | Result date | Report paper | | --- | --- | --- | --- | | LoSh-S | 81.2 | Not recorded | 68fa72c01e209131cea58623 | | SgMg | 79.9 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-S | 79.3 | Not recorded | 68fa72c01e209131cea58623 | | ReferFormer | 78.6 | Not recorded | 68fa72c01e209131cea58623 | | SgMg | 78 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M | 72.9 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M w/ MSh | 72.9 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M w/ Bi-CA | 72.8 | Not recorded | 68fa72c01e209131cea58623 | | MANet | 72.6 | Not recorded | 68fa6d1e1e209131cea37e48 | | LoSh-M w/o CA | 72.5 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M w/ Inv-CA | 72.5 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M w/o Llsi | 72.3 | Not recorded | 68fa72c01e209131cea58623 | | LoSh-M w/o Sh | 71.1 | Not recorded | 68fa72c01e209131cea58623 | | MTTR | 70.2 | Not recorded | 68fa6d1e1e209131cea37e48 | | MTTR | 70.2 | Not recorded | 68fa72c01e209131cea58623 | | CSTM | 66.2 | Not recorded | 68fa6d1e1e209131cea37e48 | | PolarRPE | 66.1 | Not recorded | 68fa6d1e1e209131cea37e48 | | CMPC-V | 65.3 | Not recorded | 68fa6d1e1e209131cea37e48 | | CMPC-V | 65.3 | Not recorded | 68fa72c01e209131cea58623 | | CCMA | 63.2 | Not recorded | 68fa6d1e1e209131cea37e48 | | CMDy | 62.3 | Not recorded | 68fa6d1e1e209131cea37e48 | | CMSA+CFSA | 61.8 | Not recorded | 68fa6d1e1e209131cea37e48 | | ACGA | 60.1 | Not recorded | 68fa6d1e1e209131cea37e48 | | VT-Capsule | 56.8 | Not recorded | 68fa6d1e1e209131cea37e48 | | A2DS | 55.1 | Not recorded | 68fa6d1e1e209131cea37e48 | | Gavrilyuk et al. | 53.6 | Not recorded | 68fa72c01e209131cea58623 | ### LoSh-S IoU Overall: 81.2. Result ID: 699291963a6c3148490fda29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Number of input frames (w)":5}. This record does not assert independent reproduction. ### SgMg IoU Overall: 79.9. Result ID: 699291963a6c3148490fda28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B","Number of input frames (w)":5}. This record does not assert independent reproduction. ### LoSh-S IoU Overall: 79.3. Result ID: 699291963a6c3148490fda27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Number of input frames (w)":5}. This record does not assert independent reproduction. ### ReferFormer IoU Overall: 78.6. Result ID: 699291963a6c3148490fda23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-B"}. This record does not assert independent reproduction. ### SgMg IoU Overall: 78. Result ID: 699291963a6c3148490fda26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Number of input frames (w)":5}. This record does not assert independent reproduction. ### LoSh-M IoU Overall: 72.9. Result ID: 699291963a6c3148490fda25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Number of input frames (w)":8}. This record does not assert independent reproduction. ### LoSh-M w/ MSh IoU Overall: 72.9. Result ID: 699291963a6c3148490fda2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### LoSh-M w/ Bi-CA IoU Overall: 72.8. Result ID: 699291963a6c3148490fda2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### MANet IoU Overall: 72.6. Result ID: 698f932f3a6c314849fa3a2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"-"}. This record does not assert independent reproduction. ### LoSh-M w/o CA IoU Overall: 72.5. Result ID: 699291963a6c3148490fda2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### LoSh-M w/ Inv-CA IoU Overall: 72.5. Result ID: 699291963a6c3148490fda2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### LoSh-M w/o Llsi IoU Overall: 72.3. Result ID: 699291963a6c3148490fda2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### LoSh-M w/o Sh IoU Overall: 71.1. Result ID: 699291963a6c3148490fda2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T"}. This record does not assert independent reproduction. ### MTTR IoU Overall: 70.2. Result ID: 698f932f3a6c314849fa3a29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR22"}. This record does not assert independent reproduction. ### MTTR IoU Overall: 70.2. Result ID: 699291963a6c3148490fda24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Video-Swin-T","Number of input frames (w)":8}. This record does not assert independent reproduction. ### CSTM IoU Overall: 66.2. Result ID: 698f932f3a6c314849fa3a25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR21"}. This record does not assert independent reproduction. ### PolarRPE IoU Overall: 66.1. Result ID: 698f932f3a6c314849fa3a24. [Reporting paper]() Recorded evaluation configuration: {"Venue":"IJCAI20"}. This record does not assert independent reproduction. ### CMPC-V IoU Overall: 65.3. Result ID: 698f932f3a6c314849fa3a26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"T-PAMI21"}. This record does not assert independent reproduction. ### CMPC-V IoU Overall: 65.3. Result ID: 699291963a6c3148490fda22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"I3D"}. This record does not assert independent reproduction. ### CCMA IoU Overall: 63.2. Result ID: 698f932f3a6c314849fa3a28. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ACMMM21"}. This record does not assert independent reproduction. ### CMDy IoU Overall: 62.3. Result ID: 698f932f3a6c314849fa3a22. [Reporting paper]() Recorded evaluation configuration: {"Venue":"AAAI20"}. This record does not assert independent reproduction. ### CMSA+CFSA IoU Overall: 61.8. Result ID: 698f932f3a6c314849fa3a27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"T-PAMI21"}. This record does not assert independent reproduction. ### ACGA IoU Overall: 60.1. Result ID: 698f932f3a6c314849fa3a21. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ICCV19"}. This record does not assert independent reproduction. ### VT-Capsule IoU Overall: 56.8. Result ID: 698f932f3a6c314849fa3a23. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR20"}. This record does not assert independent reproduction. ### A2DS IoU Overall: 55.1. Result ID: 698f932f3a6c314849fa3a20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR18"}. This record does not assert independent reproduction. ### Gavrilyuk et al. IoU Overall: 53.6. Result ID: 699291963a6c3148490fda21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"I3D"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.