# Time Series Super-Resolution on ETTm1, Weather, and PEMS-SF (test) Source: [Time Series Super-Resolution on ETTm1, Weather, and PEMS-SF (test)]() Collection index: [llms.txt]() Data updated: 2026-06-09T06:32:47.332Z Evaluation of models performing Time Series Super-Resolution across the ETTm1, Weather, and PEMS-SF test sets, reporting computational complexity via GFLOPs. 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 (test) | | Metric | GFLOPs | | Unit | SIZE | | 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 - [GFLOPs](): Lower is better; unit: SIZE. ## Recorded results | Method | GFLOPs | Result date | Report paper | | --- | --- | --- | --- | | SRT | 2.49 | Not recorded | 6a279e0c90966ade919bf67c | | FlowTS | 3.74 | Not recorded | 6a279e0c90966ade919bf67c | | FlowIE | 14.39 | Not recorded | 6a279e0c90966ade919bf67c | | SRT-large | 35.46 | Not recorded | 6a279e0c90966ade919bf67c | | Diff-TS | 187.49 | Not recorded | 6a279e0c90966ade919bf67c | | ResShift | 204.17 | Not recorded | 6a279e0c90966ade919bf67c | | CSDI | 230.63 | Not recorded | 6a279e0c90966ade919bf67c | | SRDiff | 251.01 | Not recorded | 6a279e0c90966ade919bf67c | | FTS-Diff | 288.03 | Not recorded | 6a279e0c90966ade919bf67c | | IDM | 317.16 | Not recorded | 6a279e0c90966ade919bf67c | ### SRT GFLOPs: 2.49. Result ID: 6a27b2d5fbc373592c23bc7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### FlowTS GFLOPs: 3.74. Result ID: 6a27b2d5fbc373592c23bc7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### FlowIE GFLOPs: 14.39. Result ID: 6a27b2d5fbc373592c23bc76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### SRT-large GFLOPs: 35.46. Result ID: 6a27b2d5fbc373592c23bc7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### Diff-TS GFLOPs: 187.49. Result ID: 6a27b2d5fbc373592c23bc79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### ResShift GFLOPs: 204.17. Result ID: 6a27b2d5fbc373592c23bc74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### CSDI GFLOPs: 230.63. Result ID: 6a27b2d5fbc373592c23bc77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### SRDiff GFLOPs: 251.01. Result ID: 6a27b2d5fbc373592c23bc73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### FTS-Diff GFLOPs: 288.03. Result ID: 6a27b2d5fbc373592c23bc78. [Reporting paper]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. ### IDM GFLOPs: 317.16. Result ID: 6a27b2d5fbc373592c23bc75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input size":"\[1, 337, 7\]","Scope":"entire generation process"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.