# Video Object Segmentation on MOSE v1 (val) Source: [Video Object Segmentation on MOSE v1 (val)]() Collection index: [llms.txt]() Data updated: 2026-03-31T07:27:34.482Z Evaluation of Video Object Segmentation performance on the validation split of the MOSE v1 dataset. 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 | Video Object Segmentation | | Dataset (including any stated split) | MOSE v1 (val) | | Metric | J&F Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | J&F Score | Result date | Report paper | | --- | --- | --- | --- | | SAM 3 | 78.4 | Not recorded | 6923e69bd6b0dd334292f0ad | | SAM 2.1 L | 77.9 | Not recorded | 6923e69bd6b0dd334292f0ad | | SeC | 75.3 | Not recorded | 68fa7a2e1e209131cea81951 | | SeC | 75.3 | Not recorded | 6923e69bd6b0dd334292f0ad | | SAM2.1Long | 75.2 | Not recorded | 68fa7a2e1e209131cea81951 | | SAM2Long | 75.2 | Not recorded | 6923e69bd6b0dd334292f0ad | | SAM 2.1 | 74.5 | Not recorded | 68fa7a2e1e209131cea81951 | | SAMURAI | 72.6 | Not recorded | 68fa7a2e1e209131cea81951 | | SAMURAI | 72.6 | Not recorded | 6923e69bd6b0dd334292f0ad | | Cutie-base+ | 71.7 | Not recorded | 68fa7a2e1e209131cea81951 | | Cutie-base | 69.9 | Not recorded | 68fa7a2e1e209131cea81951 | | DEVA | 66 | Not recorded | 68fa7a2e1e209131cea81951 | | SwinB-DeAOT | 59.9 | Not recorded | 68fa7a2e1e209131cea81951 | | XMem | 59.6 | Not recorded | 68fa7a2e1e209131cea81951 | | SwinB-AOT | 59.4 | Not recorded | 68fa7a2e1e209131cea81951 | | STCN | 52.5 | Not recorded | 68fa7a2e1e209131cea81951 | | RDE | 46.8 | Not recorded | 68fa7a2e1e209131cea81951 | ### SAM 3 J&F Score: 78.4. Result ID: 69cb776047f34ce924b36357. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM 2.1 L J&F Score: 77.9. Result ID: 69cb776047f34ce924b36356. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeC J&F Score: 75.3. Result ID: 69a7e5ab6dbb7075b94c916b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeC J&F Score: 75.3. Result ID: 69cb776047f34ce924b36355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM2.1Long J&F Score: 75.2. Result ID: 69a7e5ab6dbb7075b94c916a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Long-term"}. This record does not assert independent reproduction. ### SAM2Long J&F Score: 75.2. Result ID: 69cb776047f34ce924b36354. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM 2.1 J&F Score: 74.5. Result ID: 69a7e5ab6dbb7075b94c9168. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAMURAI J&F Score: 72.6. Result ID: 69a7e5ab6dbb7075b94c9169. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAMURAI J&F Score: 72.6. Result ID: 69cb776047f34ce924b36353. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cutie-base+ J&F Score: 71.7. Result ID: 69a7e5ab6dbb7075b94c9167. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Config":"base+"}. This record does not assert independent reproduction. ### Cutie-base J&F Score: 69.9. Result ID: 69a7e5ab6dbb7075b94c9166. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Config":"base"}. This record does not assert independent reproduction. ### DEVA J&F Score: 66. Result ID: 69a7e5ab6dbb7075b94c9165. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinB-DeAOT J&F Score: 59.9. Result ID: 69a7e5ab6dbb7075b94c9162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XMem J&F Score: 59.6. Result ID: 69a7e5ab6dbb7075b94c9164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinB-AOT J&F Score: 59.4. Result ID: 69a7e5ab6dbb7075b94c9161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STCN J&F Score: 52.5. Result ID: 69a7e5ab6dbb7075b94c9160. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDE J&F Score: 46.8. Result ID: 69a7e5ab6dbb7075b94c9163. [Reporting paper]() [Method origin paper]() [Implementation]() 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.