# RGB-D Video Salient Object Detection on RDVS Source: [RGB-D Video Salient Object Detection on RDVS]() Collection index: [llms.txt]() Data updated: 2026-05-13T09:34:14.373Z Evaluation of RGB-D Video Salient Object Detection performance on the RDVS dataset, reporting E\_xi, S\_alpha, F\_beta, and M 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 | RGB-D Video Salient Object Detection | | Dataset (including any stated split) | RDVS | | Metric | S\_alpha | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [S\_alpha](): Higher is better; unit: PERCENT. - [E\_xi](): Higher is better; unit: PERCENT. - [F-beta Score](): Higher is better; unit: PERCENT. - [M Score](): Lower is better; unit: PERCENT. ## Recorded results | Method | S\_alpha | Result date | Report paper | | --- | --- | --- | --- | | M4-SAM | 87.8 | Not recorded | 6a0405cadbc836b87d82780c | | DCTNet+ | 87.6 | Not recorded | 6a0405cadbc836b87d82780c | | KAN-SAM | 85.4 | Not recorded | 6a0405cadbc836b87d82780c | | SAM2-UNet | 84.3 | Not recorded | 6a0405cadbc836b87d82780c | | TransFlow | 84 | Not recorded | 6a0405cadbc836b87d82780c | | MFENet | 79.4 | Not recorded | 6a0405cadbc836b87d82780c | | MDSAM | 79.1 | Not recorded | 6a0405cadbc836b87d82780c | | PICRNet | 72.8 | Not recorded | 6a0405cadbc836b87d82780c | | ATFNet | 71.3 | Not recorded | 6a0405cadbc836b87d82780c | | HRTransNet | 67.1 | Not recorded | 6a0405cadbc836b87d82780c | | DPA | 66.6 | Not recorded | 6a0405cadbc836b87d82780c | | LSTA | 65 | Not recorded | 6a0405cadbc836b87d82780c | | STDNet | 59.5 | Not recorded | 6a0405cadbc836b87d82780c | | DVSOD | 58.7 | Not recorded | 6a0405cadbc836b87d82780c | ### M4-SAM S\_alpha: 87.8. Result ID: 6a04455f47f34ce924ea7629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"Ours"}. This record does not assert independent reproduction. ### DCTNet+ S\_alpha: 87.6. Result ID: 6a04455f47f34ce924ea7623. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"TIP’24"}. This record does not assert independent reproduction. ### KAN-SAM S\_alpha: 85.4. Result ID: 6a04455f47f34ce924ea7628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"ICME’25"}. This record does not assert independent reproduction. ### SAM2-UNet S\_alpha: 84.3. Result ID: 6a04455f47f34ce924ea7626. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"Vis. Intell."}. This record does not assert independent reproduction. ### TransFlow S\_alpha: 84. Result ID: 6a04455f47f34ce924ea7627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"ICCVW’25"}. This record does not assert independent reproduction. ### MFENet S\_alpha: 79.4. Result ID: 6a04455f47f34ce924ea761c. [Reporting paper]() Recorded evaluation configuration: {"Reference":"ICASSP’25"}. This record does not assert independent reproduction. ### MDSAM S\_alpha: 79.1. Result ID: 6a04455f47f34ce924ea7625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"MM’24"}. This record does not assert independent reproduction. ### PICRNet S\_alpha: 72.8. Result ID: 6a04455f47f34ce924ea761d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"MM’23"}. This record does not assert independent reproduction. ### ATFNet S\_alpha: 71.3. Result ID: 6a04455f47f34ce924ea7620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"IJCV’24"}. This record does not assert independent reproduction. ### HRTransNet S\_alpha: 67.1. Result ID: 6a04455f47f34ce924ea761f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"TCSVT’22"}. This record does not assert independent reproduction. ### DPA S\_alpha: 66.6. Result ID: 6a04455f47f34ce924ea7621. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reference":"CVPR’24"}. This record does not assert independent reproduction. ### LSTA S\_alpha: 65. Result ID: 6a04455f47f34ce924ea7624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"PR’24"}. This record does not assert independent reproduction. ### STDNet S\_alpha: 59.5. Result ID: 6a04455f47f34ce924ea761e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference":"TPAMI’25"}. This record does not assert independent reproduction. ### DVSOD S\_alpha: 58.7. Result ID: 6a04455f47f34ce924ea7622. [Reporting paper]() Recorded evaluation configuration: {"Reference":"NeurIPS’23"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.