# Dual-Exposure Image Reconstruction on REDS-LL Source: [Dual-Exposure Image Reconstruction on REDS-LL]() Collection index: [llms.txt]() Data updated: 2026-04-14T08:52:13.111Z Evaluation of Dual-Exposure Image Reconstruction performance on the REDS-LL dataset, measured using runtime and computational complexity 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 | Dual-Exposure Image Reconstruction | | Dataset (including any stated split) | REDS-LL | | Metric | Runtime (ms) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Runtime (ms)](): Lower is better; unit: TIME. - [FLOPs (G)](): Lower is better; unit: SIZE. ## Recorded results | Method | Runtime (ms) | Result date | Report paper | | --- | --- | --- | --- | | MSSNet | 5.4 | Not recorded | 69ddca367d0172140ec79b7b | | LSD2 | 14 | Not recorded | 69ddca367d0172140ec79b7b | | LSFNet | 23 | Not recorded | 69ddca367d0172140ec79b7b | | E-DEI (w/o CGF) | 28.6 | Not recorded | 69ddca367d0172140ec79b7b | | EFNet | 30.4 | Not recorded | 69ddca367d0172140ec79b7b | | E-DEI (w/ CGF) | 33 | Not recorded | 69ddca367d0172140ec79b7b | | STCNet | 79 | Not recorded | 69ddca367d0172140ec79b7b | | D2HNet | 83.7 | Not recorded | 69ddca367d0172140ec79b7b | | Uretinex-Net | 123.7 | Not recorded | 69ddca367d0172140ec79b7b | | EvLight | 674.6 | Not recorded | 69ddca367d0172140ec79b7b | | EvLowLight | 766.9 | Not recorded | 69ddca367d0172140ec79b7b | | EMNet | 774.4 | Not recorded | 69ddca367d0172140ec79b7b | ### MSSNet Runtime (ms): 5.4. Result ID: 69de003847f34ce924c58bf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"15.59","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### LSD2 Runtime (ms): 14. Result ID: 69de003847f34ce924c58bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"31.03","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### LSFNet Runtime (ms): 23. Result ID: 69de003847f34ce924c58bf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"10.20","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### E-DEI (w/o CGF) Runtime (ms): 28.6. Result ID: 69de003847f34ce924c58bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"8.58","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### EFNet Runtime (ms): 30.4. Result ID: 69de003847f34ce924c58bf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"8.47","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### E-DEI (w/ CGF) Runtime (ms): 33. Result ID: 69de003847f34ce924c58bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"9.46","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### STCNet Runtime (ms): 79. Result ID: 69de003847f34ce924c58bf5. [Reporting paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"16.25","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### D2HNet Runtime (ms): 83.7. Result ID: 69de003847f34ce924c58bf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"79.58","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### Uretinex-Net Runtime (ms): 123.7. Result ID: 69de003847f34ce924c58bef. [Reporting paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"0.34","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### EvLight Runtime (ms): 674.6. Result ID: 69de003847f34ce924c58bf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"22.73","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### EvLowLight Runtime (ms): 766.9. Result ID: 69de003847f34ce924c58bf1. [Reporting paper]() Recorded evaluation configuration: {"Event":true,"Param (M)":"15.03","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. ### EMNet Runtime (ms): 774.4. Result ID: 69de003847f34ce924c58bf0. [Reporting paper]() Recorded evaluation configuration: {"Event":false,"Param (M)":"12.52","Resolution":"1280 × 720","Hardware":"NVIDIA GeForce RTX 3090"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.