# Temporal Video Rescaling on Vimeo90k Source: [Temporal Video Rescaling on Vimeo90k]() Collection index: [llms.txt]() Data updated: 2026-05-18T07:40:40.636Z Evaluation of Temporal Video Rescaling performance on the Vimeo90k dataset, measured using metrics including PSNR, SSIM, and bitrate (bpp). 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 | Temporal Video Rescaling | | Dataset (including any stated split) | Vimeo90k | | Metric | Inference Time (s) | | Unit | TIME | | Direction | Lower 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 - [Inference Time (s)](): Lower is better; unit: TIME. - [Bitrate (bpp)](): Lower is better; unit: SCALAR. - [PSNR (LFR)](): Higher is better; unit: SCALAR. - [SSIM (LFR)](): Higher is better; unit: PERCENT. - [Computational Cost (TFLOPs)](): Lower is better; unit: SIZE. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [PSNR Std Dev](): Lower is better; unit: SCALAR. ## Recorded results | Method | Inference Time (s) | Result date | Report paper | | --- | --- | --- | --- | | EBME-H | 0.089 | Not recorded | 6a0a9d1edbc836b87d82b485 | | TVRN-S | 0.31 | Not recorded | 6a0a9d1edbc836b87d82b485 | | IFRNet | 0.423 | Not recorded | 6a0a9d1edbc836b87d82b485 | | UPR-Net L | 0.739 | Not recorded | 6a0a9d1edbc836b87d82b485 | | GIMM-VFI | 0.867 | Not recorded | 6a0a9d1edbc836b87d82b485 | | TVRN | 0.911 | Not recorded | 6a0a9d1edbc836b87d82b485 | | EMA-VFI | 0.982 | Not recorded | 6a0a9d1edbc836b87d82b485 | | CSTVR | 1.226 | Not recorded | 6a0a9d1edbc836b87d82b485 | | CSTVR\* | 1.226 | Not recorded | 6a0a9d1edbc836b87d82b485 | | XVFIv | 1.27 | Not recorded | 6a0a9d1edbc836b87d82b485 | | STAA | 1.541 | Not recorded | 6a0a9d1edbc836b87d82b485 | | MoMo | 1.782 | Not recorded | 6a0a9d1edbc836b87d82b485 | | SGM-VFI | 1.848 | Not recorded | 6a0a9d1edbc836b87d82b485 | | VFIformer | 6.94 | Not recorded | 6a0a9d1edbc836b87d82b485 | ### EBME-H Inference Time (s): 0.089. Result ID: 6a0ac25c47f34ce924f0973f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### TVRN-S Inference Time (s): 0.31. Result ID: 6a0ac25c47f34ce924f09748. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downscaler":"Learnable Network"}. This record does not assert independent reproduction. ### IFRNet Inference Time (s): 0.423. Result ID: 6a0ac25c47f34ce924f09742. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### UPR-Net L Inference Time (s): 0.739. Result ID: 6a0ac25c47f34ce924f09741. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### GIMM-VFI Inference Time (s): 0.867. Result ID: 6a0ac25c47f34ce924f09744. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### TVRN Inference Time (s): 0.911. Result ID: 6a0ac25c47f34ce924f09749. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downscaler":"Learnable Network"}. This record does not assert independent reproduction. ### EMA-VFI Inference Time (s): 0.982. Result ID: 6a0ac25c47f34ce924f09743. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### CSTVR Inference Time (s): 1.226. Result ID: 6a0ac25c47f34ce924f09746. [Reporting paper]() Recorded evaluation configuration: {"Downscaler":"Learnable Network"}. This record does not assert independent reproduction. ### CSTVR\* Inference Time (s): 1.226. Result ID: 6a0ac25c47f34ce924f09747. [Reporting paper]() Recorded evaluation configuration: {"Downscaler":"Learnable Network","Retrained":"true"}. This record does not assert independent reproduction. ### XVFIv Inference Time (s): 1.27. Result ID: 6a0ac25c47f34ce924f0973d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### STAA Inference Time (s): 1.541. Result ID: 6a0ac25c47f34ce924f09745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downscaler":"Learnable Network"}. This record does not assert independent reproduction. ### MoMo Inference Time (s): 1.782. Result ID: 6a0ac25c47f34ce924f0973e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### SGM-VFI Inference Time (s): 1.848. Result ID: 6a0ac25c47f34ce924f09740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. ### VFIformer Inference Time (s): 6.94. Result ID: 6a0ac25c47f34ce924f0973c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Downscaler":"Frame Skipping"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.