# Video Compression on UVG (BD-Rate) Source: [Video Compression on UVG (BD-Rate)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:29:52.879Z Evaluation of video compression performance on the UVG dataset, focusing on the BD-Rate percentage metric. 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 Compression | | Dataset (including any stated split) | UVG | | Metric | BD-Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 34 of 34 | | 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 - [BD-Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | BD-Rate | Result date | Report paper | | --- | --- | --- | --- | | DCVC-RT | -24.1 | Not recorded | 6a2106fdc10484bac23f073b | | DCVC-FM | -20.1 | Not recorded | 6a2106fdc10484bac23f073b | | DCVC-RT (reproduced, MT) | -19.4 | Not recorded | 6a2106fdc10484bac23f073b | | DCVC-FM | -17.6 | Not recorded | 6a2106fdc10484bac23f073b | | DCVC-RT | -17.3 | Not recorded | 6a2106fdc10484bac23f073b | | DCVC-RT (reproduced, MT) | -15.5 | Not recorded | 6a2106fdc10484bac23f073b | | KD-NVC-S | -11.9 | Not recorded | 6a2106fdc10484bac23f073b | | SMoDi | -9.4 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | -8.5 | Not recorded | 6a2106fdc10484bac23f073b | | KD-NVC-S | -8 | Not recorded | 6a2106fdc10484bac23f073b | | PRIM | -8 | Not recorded | 6a2106fdc10484bac23f073b | | Fu2024 | -7.6 | Not recorded | 6a2106fdc10484bac23f073b | | PRIM | -5.2 | Not recorded | 6a2106fdc10484bac23f073b | | SMoDi | -5.1 | Not recorded | 6a2106fdc10484bac23f073b | | Fu2024 | -4.9 | Not recorded | 6a2106fdc10484bac23f073b | | Direct training | -4.9 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | -3.4 | Not recorded | 6a2106fdc10484bac23f073b | | Direct training | -3 | Not recorded | 6a2106fdc10484bac23f073b | | KD-NVC-T | -1.3 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | -0.4 | Not recorded | 6a2106fdc10484bac23f073b | | VTM-LDB-23.11 | 0 | Not recorded | 6a2106fdc10484bac23f073b | | VTM-LDB-23.11 | 0 | Not recorded | 6a2106fdc10484bac23f073b | | KD-NVC-T | 0.1 | Not recorded | 6a2106fdc10484bac23f073b | | SMoDi | 1.1 | Not recorded | 6a2106fdc10484bac23f073b | | PRIM | 2.1 | Not recorded | 6a2106fdc10484bac23f073b | | SMoDi | 2.8 | Not recorded | 6a2106fdc10484bac23f073b | | Fu2024 | 3.3 | Not recorded | 6a2106fdc10484bac23f073b | | PRIM | 3.4 | Not recorded | 6a2106fdc10484bac23f073b | | Fu2024 | 4 | Not recorded | 6a2106fdc10484bac23f073b | | Direct training | 6.2 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | 7.8 | Not recorded | 6a2106fdc10484bac23f073b | | Direct training | 7.9 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | 20.7 | Not recorded | 6a2106fdc10484bac23f073b | | VVenC-LDB-1.15.0 | 30.1 | Not recorded | 6a2106fdc10484bac23f073b | ### DCVC-RT BD-Rate: -24.1. Result ID: 6a216e9ffbc373592c1e8b18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP-1"}. This record does not assert independent reproduction. ### DCVC-FM BD-Rate: -20.1. Result ID: 6a216e9ffbc373592c1e8b17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP-1"}. This record does not assert independent reproduction. ### DCVC-RT (reproduced, MT) BD-Rate: -19.4. Result ID: 6a216e9ffbc373592c1e8b19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP-1"}. This record does not assert independent reproduction. ### DCVC-FM BD-Rate: -17.6. Result ID: 6a216e9ffbc373592c1e8b06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP32"}. This record does not assert independent reproduction. ### DCVC-RT BD-Rate: -17.3. Result ID: 6a216e9ffbc373592c1e8b07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP32"}. This record does not assert independent reproduction. ### DCVC-RT (reproduced, MT) BD-Rate: -15.5. Result ID: 6a216e9ffbc373592c1e8b08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Structure":"IP32"}. This record does not assert independent reproduction. ### KD-NVC-S BD-Rate: -11.9. Result ID: 6a216e9ffbc373592c1e8b1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### SMoDi BD-Rate: -9.4. Result ID: 6a216e9ffbc373592c1e8b1d. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: -8.5. Result ID: 6a216e9ffbc373592c1e8b05. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Preset":"slower"}. This record does not assert independent reproduction. ### KD-NVC-S BD-Rate: -8. Result ID: 6a216e9ffbc373592c1e8b0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### PRIM BD-Rate: -8. Result ID: 6a216e9ffbc373592c1e8b1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### Fu2024 BD-Rate: -7.6. Result ID: 6a216e9ffbc373592c1e8b1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### PRIM BD-Rate: -5.2. Result ID: 6a216e9ffbc373592c1e8b0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### SMoDi BD-Rate: -5.1. Result ID: 6a216e9ffbc373592c1e8b0c. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### Fu2024 BD-Rate: -4.9. Result ID: 6a216e9ffbc373592c1e8b0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### Direct training BD-Rate: -4.9. Result ID: 6a216e9ffbc373592c1e8b1a. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: -3.4. Result ID: 6a216e9ffbc373592c1e8b16. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Preset":"slower"}. This record does not assert independent reproduction. ### Direct training BD-Rate: -3. Result ID: 6a216e9ffbc373592c1e8b09. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 60%"}. This record does not assert independent reproduction. ### KD-NVC-T BD-Rate: -1.3. Result ID: 6a216e9ffbc373592c1e8b23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: -0.4. Result ID: 6a216e9ffbc373592c1e8b04. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Preset":"medium"}. This record does not assert independent reproduction. ### VTM-LDB-23.11 BD-Rate: 0. Result ID: 6a216e9ffbc373592c1e8b02. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32"}. This record does not assert independent reproduction. ### VTM-LDB-23.11 BD-Rate: 0. Result ID: 6a216e9ffbc373592c1e8b13. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1"}. This record does not assert independent reproduction. ### KD-NVC-T BD-Rate: 0.1. Result ID: 6a216e9ffbc373592c1e8b12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### SMoDi BD-Rate: 1.1. Result ID: 6a216e9ffbc373592c1e8b22. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### PRIM BD-Rate: 2.1. Result ID: 6a216e9ffbc373592c1e8b21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### SMoDi BD-Rate: 2.8. Result ID: 6a216e9ffbc373592c1e8b11. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### Fu2024 BD-Rate: 3.3. Result ID: 6a216e9ffbc373592c1e8b20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### PRIM BD-Rate: 3.4. Result ID: 6a216e9ffbc373592c1e8b10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### Fu2024 BD-Rate: 4. Result ID: 6a216e9ffbc373592c1e8b0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### Direct training BD-Rate: 6.2. Result ID: 6a216e9ffbc373592c1e8b0e. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: 7.8. Result ID: 6a216e9ffbc373592c1e8b15. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Preset":"medium"}. This record does not assert independent reproduction. ### Direct training BD-Rate: 7.9. Result ID: 6a216e9ffbc373592c1e8b1f. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Target Decoding Speed-up":"≈ 100%"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: 20.7. Result ID: 6a216e9ffbc373592c1e8b03. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP32","Preset":"faster"}. This record does not assert independent reproduction. ### VVenC-LDB-1.15.0 BD-Rate: 30.1. Result ID: 6a216e9ffbc373592c1e8b14. [Reporting paper]() Recorded evaluation configuration: {"Prediction Structure":"IP-1","Preset":"faster"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.