# Time Series Super-Resolution on ETTm1, Weather, and PEMS-SF Source: [Time Series Super-Resolution on ETTm1, Weather, and PEMS-SF]() Collection index: [llms.txt]() Data updated: 2026-06-09T06:32:47.364Z Evaluation of Time Series Super-Resolution performance across the ETTm1, Weather, and PEMS-SF datasets, focusing on training and generation time 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 | Time Series Super-Resolution | | Dataset (including any stated split) | ETTm1, Weather, and PEMS-SF | | Metric | Generation Time | | Unit | TIME | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Generation Time](): Lower is better; unit: TIME. - [Training Time](): Lower is better; unit: TIME. ## Recorded results | Method | Generation Time | Result date | Report paper | | --- | --- | --- | --- | | FlowTS | 0.04 | Not recorded | 6a279e0c90966ade919bf67c | | SRT | 0.04 | Not recorded | 6a279e0c90966ade919bf67c | | SRT-large | 0.13 | Not recorded | 6a279e0c90966ade919bf67c | | FlowIE | 0.16 | Not recorded | 6a279e0c90966ade919bf67c | | ResShift | 0.28 | Not recorded | 6a279e0c90966ade919bf67c | | SRDiff | 0.3 | Not recorded | 6a279e0c90966ade919bf67c | | Diff-TS | 0.31 | Not recorded | 6a279e0c90966ade919bf67c | | CSDI | 0.34 | Not recorded | 6a279e0c90966ade919bf67c | | IDM | 0.47 | Not recorded | 6a279e0c90966ade919bf67c | | FTS-Diff | 0.49 | Not recorded | 6a279e0c90966ade919bf67c | ### FlowTS Generation Time: 0.04. Result ID: 6a27b2d5fbc373592c23bc84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### SRT Generation Time: 0.04. Result ID: 6a27b2d5fbc373592c23bc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2","Generation Steps":"4"}. This record does not assert independent reproduction. ### SRT-large Generation Time: 0.13. Result ID: 6a27b2d5fbc373592c23bc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2","Precision":"Mixed-precision"}. This record does not assert independent reproduction. ### FlowIE Generation Time: 0.16. Result ID: 6a27b2d5fbc373592c23bc80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### ResShift Generation Time: 0.28. Result ID: 6a27b2d5fbc373592c23bc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### SRDiff Generation Time: 0.3. Result ID: 6a27b2d5fbc373592c23bc7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### Diff-TS Generation Time: 0.31. Result ID: 6a27b2d5fbc373592c23bc83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### CSDI Generation Time: 0.34. Result ID: 6a27b2d5fbc373592c23bc81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### IDM Generation Time: 0.47. Result ID: 6a27b2d5fbc373592c23bc7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. ### FTS-Diff Generation Time: 0.49. Result ID: 6a27b2d5fbc373592c23bc82. [Reporting paper]() Recorded evaluation configuration: {"Hardware":"NVIDIA A100 GPU","Software":"CUDA 12.2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.