# Spectral Unmixing on CellAtlas Same total photon budget Source: [Spectral Unmixing on CellAtlas Same total photon budget]() Collection index: [llms.txt]() Data updated: 2026-03-26T15:07:57.326Z Evaluation of Spectral Unmixing performance on the CellAtlas Same total photon budget dataset, reporting metrics including PSNR, MS3IM, and LPIPS. 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 | Spectral Unmixing | | Dataset (including any stated split) | CellAtlas Same total photon budget | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [MS3IM](): Higher is better; unit: PERCENT. - [LPIPS](): Lower is better; unit: PERCENT. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | λSplit | 31.54 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 31.32 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 31.12 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 28.91 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 28.7 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 28.63 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 28.56 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 28.38 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 28.36 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 27.77 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 27.77 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 27.61 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 27.45 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 27.19 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 27.13 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 26.79 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 26.77 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 26.15 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 26.13 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 25.83 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 25.81 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 25.66 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 23.72 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 23.72 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 22.14 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.47 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.4 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.37 | Not recorded | 69c4bd6a0636e5bf4afc7487 | ### λSplit PSNR: 31.54. Result ID: 69c54af747f34ce924af675d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### λSplit PSNR: 31.32. Result ID: 69c54af747f34ce924af675f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### λSplit PSNR: 31.12. Result ID: 69c54af747f34ce924af675e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### RLU PSNR: 28.91. Result ID: 69c54af747f34ce924af6752. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 28.7. Result ID: 69c54af747f34ce924af6755. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### RLU PSNR: 28.63. Result ID: 69c54af747f34ce924af6751. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### NNLU PSNR: 28.56. Result ID: 69c54af747f34ce924af674a. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 28.38. Result ID: 69c54af747f34ce924af6756. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NNLU PSNR: 28.36. Result ID: 69c54af747f34ce924af6749. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### LU PSNR: 27.77. Result ID: 69c54af747f34ce924af6745. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### LU PSNR: 27.77. Result ID: 69c54af747f34ce924af6746. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### HyU PSNR: 27.61. Result ID: 69c54af747f34ce924af674d. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### λSplit PSNR: 27.45. Result ID: 69c54af747f34ce924af675c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### HyU PSNR: 27.19. Result ID: 69c54af747f34ce924af674e. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### RLU PSNR: 27.13. Result ID: 69c54af747f34ce924af6750. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### NNLU PSNR: 26.79. Result ID: 69c54af747f34ce924af6748. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 26.77. Result ID: 69c54af747f34ce924af6754. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### RLU PSNR: 26.15. Result ID: 69c54af747f34ce924af6753. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 26.13. Result ID: 69c54af747f34ce924af6757. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### NNLU PSNR: 25.83. Result ID: 69c54af747f34ce924af674b. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### LU PSNR: 25.81. Result ID: 69c54af747f34ce924af6747. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### HyU PSNR: 25.66. Result ID: 69c54af747f34ce924af674f. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### LU PSNR: 23.72. Result ID: 69c54af747f34ce924af6744. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### HyU PSNR: 23.72. Result ID: 69c54af747f34ce924af674c. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### LUMoS PSNR: 22.14. Result ID: 69c54af747f34ce924af6759. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.47. Result ID: 69c54af747f34ce924af675b. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.4. Result ID: 69c54af747f34ce924af6758. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.37. Result ID: 69c54af747f34ce924af675a. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.