# Hyperspectral Unmixing on Simulated Dataset Source: [Hyperspectral Unmixing on Simulated Dataset]() Collection index: [llms.txt]() Data updated: 2026-06-04T06:48:21.577Z Evaluation of Hyperspectral Unmixing performance on the Simulated Dataset, measured using Spectral Angle Distance (SAD) and Root Mean Square Error (RMSE). 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 | Hyperspectral Unmixing | | Dataset (including any stated split) | Simulated Dataset | | Metric | SAD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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 - [SAD](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | SAD | Result date | Report paper | | --- | --- | --- | --- | | T-CAGU | 0.0092 | Not recorded | 68fa7b231e209131cea86c6f | | DeepTrans | 0.0496 | Not recorded | 68fa7b231e209131cea86c6f | | T-CAGU | 0.051 | Not recorded | 68fa7b231e209131cea86c6f | | T-CAGU | 0.0584 | Not recorded | 68fa7b231e209131cea86c6f | | A2SAN | 0.0592 | Not recorded | 68fa7b231e209131cea86c6f | | DeepTrans | 0.0616 | Not recorded | 68fa7b231e209131cea86c6f | | SSAF-Net | 0.0663 | Not recorded | 68fa7b231e209131cea86c6f | | T-CAGU | 0.0671 | Not recorded | 68fa7b231e209131cea86c6f | | A2SAN | 0.0675 | Not recorded | 68fa7b231e209131cea86c6f | | T-CAGU | 0.0692 | Not recorded | 68fa7b231e209131cea86c6f | | A2SAN | 0.0698 | Not recorded | 68fa7b231e209131cea86c6f | | A2SAN | 0.0699 | Not recorded | 68fa7b231e209131cea86c6f | | DFNN | 0.0704 | Not recorded | 68fa7b231e209131cea86c6f | | A2SAN | 0.0711 | Not recorded | 68fa7b231e209131cea86c6f | | DeepTrans | 0.0731 | Not recorded | 68fa7b231e209131cea86c6f | | DFNN | 0.0739 | Not recorded | 68fa7b231e209131cea86c6f | | DFNN | 0.0812 | Not recorded | 68fa7b231e209131cea86c6f | | SSAF-Net | 0.0858 | Not recorded | 68fa7b231e209131cea86c6f | | DeepTrans | 0.086 | Not recorded | 68fa7b231e209131cea86c6f | | DFNN | 0.0892 | Not recorded | 68fa7b231e209131cea86c6f | | SSAF-Net | 0.0902 | Not recorded | 68fa7b231e209131cea86c6f | | DFNN | 0.0912 | Not recorded | 68fa7b231e209131cea86c6f | | SSAF-Net | 0.0929 | Not recorded | 68fa7b231e209131cea86c6f | | DeepTrans | 0.0952 | Not recorded | 68fa7b231e209131cea86c6f | | SSAF-Net | 0.1157 | Not recorded | 68fa7b231e209131cea86c6f | ### T-CAGU SAD: 0.0092. Result ID: 6a211fb2fbc373592c1c0830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SNR":"40"}. This record does not assert independent reproduction. ### DeepTrans SAD: 0.0496. Result ID: 6a211fb2fbc373592c1c082c. [Reporting paper]() Recorded evaluation configuration: {"SNR":"40"}. This record does not assert independent reproduction. ### T-CAGU SAD: 0.051. Result ID: 6a211fb2fbc373592c1c0835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SNR":"Mean"}. This record does not assert independent reproduction. ### T-CAGU SAD: 0.0584. Result ID: 6a211fb2fbc373592c1c082b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SNR":"30"}. This record does not assert independent reproduction. ### A2SAN SAD: 0.0592. Result ID: 6a211fb2fbc373592c1c082d. [Reporting paper]() Recorded evaluation configuration: {"SNR":"40"}. This record does not assert independent reproduction. ### DeepTrans SAD: 0.0616. Result ID: 6a211fb2fbc373592c1c0827. [Reporting paper]() Recorded evaluation configuration: {"SNR":"30"}. This record does not assert independent reproduction. ### SSAF-Net SAD: 0.0663. Result ID: 6a211fb2fbc373592c1c082f. [Reporting paper]() Recorded evaluation configuration: {"SNR":"40"}. This record does not assert independent reproduction. ### T-CAGU SAD: 0.0671. Result ID: 6a211fb2fbc373592c1c0826. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SNR":"20"}. This record does not assert independent reproduction. ### A2SAN SAD: 0.0675. Result ID: 6a211fb2fbc373592c1c0832. [Reporting paper]() Recorded evaluation configuration: {"SNR":"Mean"}. This record does not assert independent reproduction. ### T-CAGU SAD: 0.0692. Result ID: 6a211fb2fbc373592c1c0821. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SNR":"10"}. This record does not assert independent reproduction. ### A2SAN SAD: 0.0698. Result ID: 6a211fb2fbc373592c1c0828. [Reporting paper]() Recorded evaluation configuration: {"SNR":"30"}. This record does not assert independent reproduction. ### A2SAN SAD: 0.0699. Result ID: 6a211fb2fbc373592c1c0823. [Reporting paper]() Recorded evaluation configuration: {"SNR":"20"}. This record does not assert independent reproduction. ### DFNN SAD: 0.0704. Result ID: 6a211fb2fbc373592c1c0829. [Reporting paper]() Recorded evaluation configuration: {"SNR":"30"}. This record does not assert independent reproduction. ### A2SAN SAD: 0.0711. Result ID: 6a211fb2fbc373592c1c081e. [Reporting paper]() Recorded evaluation configuration: {"SNR":"10"}. This record does not assert independent reproduction. ### DeepTrans SAD: 0.0731. Result ID: 6a211fb2fbc373592c1c0831. [Reporting paper]() Recorded evaluation configuration: {"SNR":"Mean"}. This record does not assert independent reproduction. ### DFNN SAD: 0.0739. Result ID: 6a211fb2fbc373592c1c082e. [Reporting paper]() Recorded evaluation configuration: {"SNR":"40"}. This record does not assert independent reproduction. ### DFNN SAD: 0.0812. Result ID: 6a211fb2fbc373592c1c0833. [Reporting paper]() Recorded evaluation configuration: {"SNR":"Mean"}. This record does not assert independent reproduction. ### SSAF-Net SAD: 0.0858. Result ID: 6a211fb2fbc373592c1c082a. [Reporting paper]() Recorded evaluation configuration: {"SNR":"30"}. This record does not assert independent reproduction. ### DeepTrans SAD: 0.086. Result ID: 6a211fb2fbc373592c1c0822. [Reporting paper]() Recorded evaluation configuration: {"SNR":"20"}. This record does not assert independent reproduction. ### DFNN SAD: 0.0892. Result ID: 6a211fb2fbc373592c1c0824. [Reporting paper]() Recorded evaluation configuration: {"SNR":"20"}. This record does not assert independent reproduction. ### SSAF-Net SAD: 0.0902. Result ID: 6a211fb2fbc373592c1c0834. [Reporting paper]() Recorded evaluation configuration: {"SNR":"Mean"}. This record does not assert independent reproduction. ### DFNN SAD: 0.0912. Result ID: 6a211fb2fbc373592c1c081f. [Reporting paper]() Recorded evaluation configuration: {"SNR":"10"}. This record does not assert independent reproduction. ### SSAF-Net SAD: 0.0929. Result ID: 6a211fb2fbc373592c1c0825. [Reporting paper]() Recorded evaluation configuration: {"SNR":"20"}. This record does not assert independent reproduction. ### DeepTrans SAD: 0.0952. Result ID: 6a211fb2fbc373592c1c081d. [Reporting paper]() Recorded evaluation configuration: {"SNR":"10"}. This record does not assert independent reproduction. ### SSAF-Net SAD: 0.1157. Result ID: 6a211fb2fbc373592c1c0820. [Reporting paper]() Recorded evaluation configuration: {"SNR":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.