# Unsupervised Video Object Segmentation on Video Dataset 7-frame sequences Source: [Unsupervised Video Object Segmentation on Video Dataset 7-frame sequences]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:57:00.300Z Evaluation of Unsupervised Video Object Segmentation performance on the Video Dataset 7-frame sequences, reporting mBO-V, mBO-F, mBHD, and FG-ARI 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 | Unsupervised Video Object Segmentation | | Dataset (including any stated split) | Video Dataset 7-frame sequences | | Metric | mBO-V | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [mBO-V](): Higher is better; unit: PERCENT. - [mBO-F](): Higher is better; unit: PERCENT. - [mBHD](): Lower is better; unit: SCALAR. - [FG-ARI](): Higher is better; unit: PERCENT. ## Recorded results | Method | mBO-V | Result date | Report paper | | --- | --- | --- | --- | | Slot-BERT | 48.5 | Not recorded | 68fa76b51e209131cea6e9c9 | | Slot-BERT | 48 | Not recorded | 68fa76b51e209131cea6e9c9 | | Video-Saur | 46.7 | Not recorded | 68fa76b51e209131cea6e9c9 | | Slot-Diffusion | 35.6 | Not recorded | 68fa76b51e209131cea6e9c9 | | DINO-Saur | 33.5 | Not recorded | 68fa76b51e209131cea6e9c9 | | SAVi | 28.8 | Not recorded | 68fa76b51e209131cea6e9c9 | | STEVE | 27.1 | Not recorded | 68fa76b51e209131cea6e9c9 | ### Slot-BERT mBO-V: 48.5. Result ID: 69a848366dbb7075b94f3bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Future slot prediction":"true"}. This record does not assert independent reproduction. ### Slot-BERT mBO-V: 48. Result ID: 69a848366dbb7075b94f3bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Future slot prediction":"false"}. This record does not assert independent reproduction. ### Video-Saur mBO-V: 46.7. Result ID: 69a848366dbb7075b94f3bd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Slot-Diffusion mBO-V: 35.6. Result ID: 69a848366dbb7075b94f3bd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINO-Saur mBO-V: 33.5. Result ID: 69a848366dbb7075b94f3bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAVi mBO-V: 28.8. Result ID: 69a848366dbb7075b94f3bd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STEVE mBO-V: 27.1. Result ID: 69a848366dbb7075b94f3bd7. [Reporting paper]() [Method origin paper]() 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.