# Rate-incremental learning (high to low) on Kodak VTM 22.0 Source: [Rate-incremental learning (high to low) on Kodak VTM 22.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:40.777Z Evaluation of model performance using Rate-incremental learning methodology (high to low direction) on the Kodak VTM 22.0 dataset, focusing on BD-Rate 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 | Rate-incremental learning (high to low) | | Dataset (including any stated split) | Kodak VTM 22.0 | | Metric | BD-Rate (%) (Old Bitstreams) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 9 of 9 | | 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 (%) (Old Bitstreams)](): Lower is better; unit: PERCENT. - [BD-Rate (%) (New Rate)](): Lower is better; unit: PERCENT. - [Avg. BD-Rate (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | BD-Rate (%) (Old Bitstreams) | Result date | Report paper | | --- | --- | --- | --- | | Our model w/ KR | 0.86 | Not recorded | 68fa80071e209131cea9bc2d | | GMA-VR w/ KR | 1.75 | Not recorded | 68fa80071e209131cea9bc2d | | Our model | 1.87 | Not recorded | 68fa80071e209131cea9bc2d | | GMA-VR | 4.43 | Not recorded | 68fa80071e209131cea9bc2d | | GMA-VR w/ FT Enc. & Dec. | 10 | Not recorded | 68fa80071e209131cea9bc2d | | Our model w/ FT Enc. & Dec. | 14.33 | Not recorded | 68fa80071e209131cea9bc2d | | MSH-VR w/ KR | 18.9 | Not recorded | 68fa80071e209131cea9bc2d | | MSH-VR | 26.7 | Not recorded | 68fa80071e209131cea9bc2d | | MSH-VR w/ FT Enc. & Dec. | 35.1 | Not recorded | 68fa80071e209131cea9bc2d | ### Our model w/ KR BD-Rate (%) (Old Bitstreams): 0.86. Result ID: 698b94ac7a967eddb76fc611. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Knowledge Replay (KR)"}. This record does not assert independent reproduction. ### GMA-VR w/ KR BD-Rate (%) (Old Bitstreams): 1.75. Result ID: 698b94ac7a967eddb76fc60e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Knowledge Replay (KR)"}. This record does not assert independent reproduction. ### Our model BD-Rate (%) (Old Bitstreams): 1.87. Result ID: 698b94ac7a967eddb76fc60f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"pre-trained"}. This record does not assert independent reproduction. ### GMA-VR BD-Rate (%) (Old Bitstreams): 4.43. Result ID: 698b94ac7a967eddb76fc60c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"pre-trained"}. This record does not assert independent reproduction. ### GMA-VR w/ FT Enc. & Dec. BD-Rate (%) (Old Bitstreams): 10. Result ID: 698b94ac7a967eddb76fc60d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Fine-tuning Encoder & Decoder"}. This record does not assert independent reproduction. ### Our model w/ FT Enc. & Dec. BD-Rate (%) (Old Bitstreams): 14.33. Result ID: 698b94ac7a967eddb76fc610. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Fine-tuning Encoder & Decoder"}. This record does not assert independent reproduction. ### MSH-VR w/ KR BD-Rate (%) (Old Bitstreams): 18.9. Result ID: 698b94ac7a967eddb76fc60b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Knowledge Replay (KR)"}. This record does not assert independent reproduction. ### MSH-VR BD-Rate (%) (Old Bitstreams): 26.7. Result ID: 698b94ac7a967eddb76fc609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"pre-trained"}. This record does not assert independent reproduction. ### MSH-VR w/ FT Enc. & Dec. BD-Rate (%) (Old Bitstreams): 35.1. Result ID: 698b94ac7a967eddb76fc60a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Fine-tuning Encoder & Decoder"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.