# Spectral Unmixing on CellAtlas Same per-band SNR Source: [Spectral Unmixing on CellAtlas Same per-band SNR]() Collection index: [llms.txt]() Data updated: 2026-03-26T15:07:57.292Z Evaluation of Spectral Unmixing performance on the CellAtlas Same per-band SNR dataset, reporting metrics such as 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 per-band SNR | | 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 | | --- | --- | --- | --- | | RLU | 36.68 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 36.49 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 36.46 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 36.02 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 35.91 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 31.12 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 30.37 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 29.95 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 28.91 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 28.56 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 28.38 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 27.77 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 27.76 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 27.56 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 27.3 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | λSplit | 27.25 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 27.19 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 26.87 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 26.76 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | RLU | 26.39 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NMF-RI | 26.31 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | NNLU | 26.21 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LU | 23.69 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | HyU | 23.69 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 23.21 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.98 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.97 | Not recorded | 69c4bd6a0636e5bf4afc7487 | | LUMoS | 21.37 | Not recorded | 69c4bd6a0636e5bf4afc7487 | ### RLU PSNR: 36.68. Result ID: 69c54af747f34ce924af6737. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 36.49. Result ID: 69c54af747f34ce924af673b. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### λSplit PSNR: 36.46. Result ID: 69c54af747f34ce924af6743. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### NNLU PSNR: 36.02. Result ID: 69c54af747f34ce924af672f. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### LU PSNR: 35.91. Result ID: 69c54af747f34ce924af672b. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### λSplit PSNR: 31.12. Result ID: 69c54af747f34ce924af6742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### HyU PSNR: 30.37. Result ID: 69c54af747f34ce924af6733. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### λSplit PSNR: 29.95. Result ID: 69c54af747f34ce924af6741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### RLU PSNR: 28.91. Result ID: 69c54af747f34ce924af6736. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NNLU PSNR: 28.56. Result ID: 69c54af747f34ce924af672e. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 28.38. Result ID: 69c54af747f34ce924af673a. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### LU PSNR: 27.77. Result ID: 69c54af747f34ce924af672a. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 27.76. Result ID: 69c54af747f34ce924af6739. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### RLU PSNR: 27.56. Result ID: 69c54af747f34ce924af6735. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### NNLU PSNR: 27.3. Result ID: 69c54af747f34ce924af672d. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### λSplit PSNR: 27.25. Result ID: 69c54af747f34ce924af6740. [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: 69c54af747f34ce924af6732. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"5"}. This record does not assert independent reproduction. ### HyU PSNR: 26.87. Result ID: 69c54af747f34ce924af6731. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### LU PSNR: 26.76. Result ID: 69c54af747f34ce924af6729. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### RLU PSNR: 26.39. Result ID: 69c54af747f34ce924af6734. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### NMF-RI PSNR: 26.31. Result ID: 69c54af747f34ce924af6738. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### NNLU PSNR: 26.21. Result ID: 69c54af747f34ce924af672c. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### LU PSNR: 23.69. Result ID: 69c54af747f34ce924af6728. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### HyU PSNR: 23.69. Result ID: 69c54af747f34ce924af6730. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### LUMoS PSNR: 23.21. Result ID: 69c54af747f34ce924af673f. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"32"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.98. Result ID: 69c54af747f34ce924af673d. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"4"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.97. Result ID: 69c54af747f34ce924af673c. [Reporting paper]() Recorded evaluation configuration: {"Number of bands":"3"}. This record does not assert independent reproduction. ### LUMoS PSNR: 21.37. Result ID: 69c54af747f34ce924af673e. [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.