# Low-Light Video Enhancement on SDSD outdoor (PSNR/SSIM) Source: [Low-Light Video Enhancement on SDSD outdoor (PSNR/SSIM)]() Collection index: [llms.txt]() Data updated: 2026-06-11T09:06:13.638Z Evaluation of Low-Light Video Enhancement performance on the SDSD outdoor dataset, specifically measured using PSNR and SSIM 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 | Low-Light Video Enhancement | | Dataset (including any stated split) | SDSD outdoor | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | VLLVE++ | 27.47 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | VLLVE | 26.32 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | SMG | 25.17 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | VRGSS | 24.28 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | LLVE-SEG | 24.09 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | AMNet | 23.91 | Not recorded | 6a28f36090966ade919c18df | | AMNet | 23.88 | Not recorded | 6a28f36090966ade919c18df | | DP3DF | 23.85 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | AMNet | 23.81 | Not recorded | 6a28f36090966ade919c18df | | AMNet | 23.75 | Not recorded | 6a28f36090966ade919c18df | | BLLRVE | 23.5 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | JDAE | 23.37 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | EvLight++ | 23.34 | Not recorded | 6a28f36090966ade919c18df | | SMID | 23.3 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | SNR | 23.23 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | EvLight | 23.21 | Not recorded | 6a28f36090966ade919c18df | | SDSDNet | 23.08 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | RetinexFormer | 22.8 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | LLVE-CFA | 22.64 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | StableLLVE | 22.47 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | ZRLLE-PQP | 22.42 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | eSL-Net | 22.42 | Not recorded | 6a28f36090966ade919c18df | | LLVE-SEG | 22.35 | Not recorded | 6a28f36090966ade919c18df | | SMOID | 22.25 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | EvLowLight | 22.04 | Not recorded | 6a28f36090966ade919c18df | | AMNet | 21.43 | Not recorded | 6a28f36090966ade919c18df | | MBLLEN | 21.41 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | ELIE | 20.69 | Not recorded | 6a28f36090966ade919c18df | | PairLLE | 20.04 | Not recorded | 698abc34c97a0b3e3b5de4b5 | | MobileIE | 16.1 | Not recorded | 6a28f36090966ade919c18df | | DarkIR | 15.47 | Not recorded | 6a28f36090966ade919c18df | | Zero-TIG | 14.89 | Not recorded | 6a28f36090966ade919c18df | | SGZ | 14.11 | Not recorded | 6a28f36090966ade919c18df | | FoundIR | 13.7 | Not recorded | 6a28f36090966ade919c18df | ### VLLVE++ PSNR: 27.47. Result ID: 699724ef5698665ec4734ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLLVE PSNR: 26.32. Result ID: 699724ef5698665ec4734ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMG PSNR: 25.17. Result ID: 699724ef5698665ec4734eb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VRGSS PSNR: 24.28. Result ID: 699724ef5698665ec4734ec0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLVE-SEG PSNR: 24.09. Result ID: 699724ef5698665ec4734ebd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AMNet PSNR: 23.91. Result ID: 6a2a7a84fbc373592c27d12f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E+I"}. This record does not assert independent reproduction. ### AMNet PSNR: 23.88. Result ID: 6a2a7a84fbc373592c27d12d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### DP3DF PSNR: 23.85. Result ID: 699724ef5698665ec4734ebb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AMNet PSNR: 23.81. Result ID: 6a2a7a84fbc373592c27d12e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+I"}. This record does not assert independent reproduction. ### AMNet PSNR: 23.75. Result ID: 6a2a7a84fbc373592c27d12c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R"}. This record does not assert independent reproduction. ### BLLRVE PSNR: 23.5. Result ID: 699724ef5698665ec4734ebf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JDAE PSNR: 23.37. Result ID: 699724ef5698665ec4734ec2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EvLight++ PSNR: 23.34. Result ID: 6a2a7a84fbc373592c27d12b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### SMID PSNR: 23.3. Result ID: 699724ef5698665ec4734eb8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SNR PSNR: 23.23. Result ID: 699724ef5698665ec4734eb3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EvLight PSNR: 23.21. Result ID: 6a2a7a84fbc373592c27d12a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### SDSDNet PSNR: 23.08. Result ID: 699724ef5698665ec4734eba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RetinexFormer PSNR: 22.8. Result ID: 699724ef5698665ec4734eb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLVE-CFA PSNR: 22.64. Result ID: 699724ef5698665ec4734ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StableLLVE PSNR: 22.47. Result ID: 699724ef5698665ec4734ebc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZRLLE-PQP PSNR: 22.42. Result ID: 699724ef5698665ec4734ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### eSL-Net PSNR: 22.42. Result ID: 6a2a7a84fbc373592c27d126. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### LLVE-SEG PSNR: 22.35. Result ID: 6a2a7a84fbc373592c27d129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### SMOID PSNR: 22.25. Result ID: 699724ef5698665ec4734eb9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EvLowLight PSNR: 22.04. Result ID: 6a2a7a84fbc373592c27d128. [Reporting paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### AMNet PSNR: 21.43. Result ID: 6a2a7a84fbc373592c27d141. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. ### MBLLEN PSNR: 21.41. Result ID: 699724ef5698665ec4734eb7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ELIE PSNR: 20.69. Result ID: 6a2a7a84fbc373592c27d127. [Reporting paper]() Recorded evaluation configuration: {"Inference Modality":"R+E"}. This record does not assert independent reproduction. ### PairLLE PSNR: 20.04. Result ID: 699724ef5698665ec4734eb5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MobileIE PSNR: 16.1. Result ID: 6a2a7a84fbc373592c27d13f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. ### DarkIR PSNR: 15.47. Result ID: 6a2a7a84fbc373592c27d140. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. ### Zero-TIG PSNR: 14.89. Result ID: 6a2a7a84fbc373592c27d13d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. ### SGZ PSNR: 14.11. Result ID: 6a2a7a84fbc373592c27d13c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. ### FoundIR PSNR: 13.7. Result ID: 6a2a7a84fbc373592c27d13e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"inference\_setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.