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Models/Retinexformer

Retinexformer

Reported on 28 benchmarks across 2 tasks · 1 paper · 21 SOTA

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

Computer Vision28 results

  • Image EnhancementonMIT-Adobe 5k
    PSNR on proRGB· 2023-03-12
    25.98
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMIT-Adobe 5k
    PSNR on sRGB· 2023-03-12
    24.94
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMIT-Adobe 5k
    SSIM on proRGB· 2023-03-12
    0.957
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMIT-Adobe 5k
    SSIM on sRGB· 2023-03-12
    0.907
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonSDSD-indoor
    PSNR· 2023-03-12
    29.77
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL-v2
    Average PSNR· 2023-03-12
    22.8
    best: 24.111 (CIDNet)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL-v2
    SSIM· 2023-03-12
    0.84
    best: 0.8749 (EMNet)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOLv2
    Average PSNR· 2023-03-12
    27.71
    best: 29.855 (CFWD)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonDICM
    User Study Score· 2023-03-12
    3.71
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonNPE
    User Study Score· 2023-03-12
    4.17
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonSMID
    PSNR· 2023-03-12
    29.15
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOLv2-synthetic
    Average PSNR· 2023-03-12
    29.04
    best: 29.95 (DPEC_)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOLv2-synthetic
    SSIM· 2023-03-12
    0.939
    best: 0.958 (GLARE)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL-v2-synthetic
    PSNR· 2023-03-12
    25.67
    best: 25.705 (CIDNet)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL-v2-synthetic
    SSIM· 2023-03-12
    0.939
    best: 0.942 (CIDNet)
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMEF
    User Study Score· 2023-03-12
    3.91
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonSDSD-outdoor
    PSNR· 2023-03-12
    29.84
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMIT-Adobe FiveK
    PSNR· 2023-03-12
    24.94
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonMIT-Adobe FiveK
    SSIM· 2023-03-12
    0.907
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonSID
    PSNR· 2023-03-12
    24.44
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonSID
    SSIM· 2023-03-12
    0.68
    SOTA
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL
    Average PSNR· 2023-03-12
    25.16
    best: 29.185 (CFWD)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL
    FLOPS (G)· 2023-03-12
    15.57
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL
    Params (M)· 2023-03-12
    1.61
    best: 2.8 (KAN-T)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOL
    SSIM· 2023-03-12
    0.845
    best: 0.93 (PyDiff)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Image EnhancementonLOLv2
    SSIM· 2023-03-12
    0.856
    best: 0.927 (LLFlow)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Photo RetouchingonMIT-Adobe 5k
    PSNR· 2023-03-12
    24.94
    best: 26.15 (MAXIM)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705
  • Photo RetouchingonMIT-Adobe 5k
    SSIM· 2023-03-12
    0.907
    best: 0.945 (MAXIM)
    Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementarXiv:2303.06705