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Models/Lambda-PNN

Lambda-PNN

Reported on 24 benchmarks across 1 task · 1 paper · 24 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision24 results

  • Image FusiononGeoEye-1 PairMax
    D_lambda· 2023-07-26
    0.049
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 PairMax
    D_lambda_aligned· 2023-07-26
    0.026
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 PairMax
    D_rho· 2023-07-26
    0.042
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 PairMax
    R-ERGAS· 2023-07-26
    3.193
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 PAirMax
    D_lambda· 2023-07-26
    0.066
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 PAirMax
    D_lambda_aligned· 2023-07-26
    0.031
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 PAirMax
    D_rho· 2023-07-26
    0.033
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 PAirMax
    R-ERGAS· 2023-07-26
    2.526
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 Washington
    D_lambda· 2023-07-26
    0.051
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 Washington
    D_lambda_aligned· 2023-07-26
    0.02
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 Washington
    D_rho· 2023-07-26
    0.042
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 Washington
    R-ERGAS· 2023-07-26
    1.291
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 PairMax
    D_lambda· 2023-07-26
    0.055
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 PairMax
    D_lambda_aligned· 2023-07-26
    0.024
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 PairMax
    D_rho· 2023-07-26
    0.05
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-2 PairMax
    R-ERGAS· 2023-07-26
    2.246
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 Adelaide
    D_lambda· 2023-07-26
    0.095
    best: 0.1482 (Z-PNN)
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 Adelaide
    D_lambda_aligned· 2023-07-26
    0.021
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 Adelaide
    D_rho· 2023-07-26
    0.044
    best: 0.1389 (Fast Z-PNN)
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononWorldView-3 Adelaide
    R-ERGAS· 2023-07-26
    1.978
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 Genoa
    D_lambda· 2023-07-26
    0.134
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 Genoa
    D_lambda_aligned· 2023-07-26
    0.043
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 Genoa
    D_rho· 2023-07-26
    0.054
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403
  • Image FusiononGeoEye-1 Genoa
    R-ERGAS· 2023-07-26
    2.22
    SOTA
    Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial FidelityarXiv:2307.14403