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Models/CGNet

CGNet

Reported on 67 benchmarks across 9 tasks · 3 papers · 10 SOTA

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

Computer Vision54 results

  • Change DetectiononSYSU-CD
    Precision· 2024-04-14
    86.37
    best: 87.07 (MaskCD)
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    F1· 2024-04-14
    85.89
    best: 86.86 (C2FNet)
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    IoU· 2024-04-14
    75.27
    best: 76.77 (C2FNet)
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    KC· 2024-04-14
    81.45
    best: 82.48 (C2FNet)
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    Overal Accuracy· 2024-04-14
    93.23
    best: 93.43 (C2FNet)
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    Precision· 2024-04-14
    88.07
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    KC· 2024-04-14
    63.93
    SOTA
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • DenoisingonSIDD
    PSNR (sRGB)· 2024-01-26
    40.39
    SOTA
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • Change DetectiononSYSU-CD
    F1· 2024-04-14
    79.92
    best: 84.58 (SChanger-small)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononSYSU-CD
    IoU· 2024-04-14
    66.55
    best: 71.1 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononSYSU-CD
    KC· 2024-04-14
    74.31
    best: 78.13 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononSYSU-CD
    OA· 2024-04-14
    91.19
    best: 92.3 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononSYSU-CD
    Recall· 2024-04-14
    74.37
    best: 87.25 (CDMaskFormer)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononGoogleGZ-CD
    Recall· 2024-04-14
    83.82
    best: 88.31 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    F1· 2024-04-14
    83.68
    best: 88.39 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    IoU· 2024-04-14
    71.94
    best: 79.2 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    KC· 2024-04-14
    82.97
    best: 87.91 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    OA· 2024-04-14
    98.63
    best: 99.06 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    Prcision· 2024-04-14
    81.46
    best: 89.24 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR+
    Recall· 2024-04-14
    86.02
    best: 87.57 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    F1· 2024-04-14
    60.19
    best: 96.65 (DDPM-CD)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    IoU· 2024-04-14
    43.05
    best: 81.1 (FTAN)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    KC· 2024-04-14
    49.34
    best: 55.62 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    Overall Accuracy· 2024-04-14
    81.71
    best: 97.09 (DDPM-CD)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    Precision· 2024-04-14
    47.75
    best: 90.54 (FTAN)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononDSIFN-CD
    Recall· 2024-04-14
    81.38
    best: 88.61 (FTAN)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    F1· 2024-04-14
    92.59
    best: 95.24 (CLAFA-LWGANet L2)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    IoU· 2024-04-14
    86.21
    best: 90.92 (CLAFA-LWGANet L2)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    KC· 2024-04-14
    92.33
    best: 94.14 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    Overall Accuracy· 2024-04-14
    99.48
    best: 99.58 (ChangeMamba)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    Precision· 2024-04-14
    94.47
    best: 96.57 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononWHU-CD
    Recall· 2024-04-14
    90.79
    best: 93.6 (BiFA)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    F1· 2024-04-14
    92.01
    best: 92.87 (SChanger-base)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    F1-score· 2024-04-14
    92.01
    best: 99.18 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    IoU· 2024-04-14
    85.21
    best: 93.69 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    Overall Accuracy· 2024-04-14
    99.2
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    Precision· 2024-04-14
    93.15
    best: 93.4 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononLEVIR-CD
    Recall· 2024-04-14
    90.9
    best: 91.7 (TTP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    F1-Score· 2024-04-14
    64.33
    best: 68.95 (SChanger-base)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    IoU· 2024-04-14
    47.41
    best: 50.96 (LSKNet-S)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    OA· 2024-04-14
    99.2
    best: 99.22 (HCGMNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    Precision· 2024-04-14
    70.18
    best: 74.84 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononS2Looking
    Recall· 2024-04-14
    59.38
    best: 63.64 (LSKNet-S)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    F1· 2024-04-14
    94.73
    best: 97.89 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    F1-Score· 2024-04-14
    94.73
    best: 98.42 (P2V-CD)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    IoU· 2024-04-14
    90
    best: 95.87 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    KC· 2024-04-14
    94.02
    best: 95.39 (C2FNet)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    Overall Accuracy· 2024-04-14
    98.74
    best: 99.48 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    Precision· 2024-04-14
    93.67
    best: 98.02 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • Change DetectiononCDD Dataset (season-varying)
    Recall· 2024-04-14
    95.82
    best: 97.77 (ChangeCLIP)
    Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing ImageryarXiv:2404.09179
  • DenoisingonSIDD
    SSIM (sRGB)· 2024-01-26
    0.964
    best: 0.973 (NBNet)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • Image DeblurringonGoPro
    PSNR· 2024-01-26
    33.77
    best: 34.6 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • Image DeblurringonGoPro
    SSIM· 2024-01-26
    0.968
    best: 0.972 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • DenoisingonKodak24 sigma50
    PSNR
    30.06
    best: 30.13 (DMID-d(MMSE))

Audio5 results

  • 10-shot image generationonGoPro
    PSNR· 2024-01-26
    33.77
    best: 35.98 (BSSTNet)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 10-shot image generationonGoPro
    SSIM· 2024-01-26
    0.968
    best: 0.9792 (BSSTNet)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 1 Image, 2*2 StitchionGoPro
    PSNR· 2024-01-26
    33.77
    best: 34.6 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 1 Image, 2*2 StitchionGoPro
    SSIM· 2024-01-26
    0.968
    best: 0.972 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 10-shot image generationonEventScape
    mIoU· 2018-11-20
    44.75
    best: 64.28 (CMX (B4))
    CGNet: A Light-weight Context Guided Network for Semantic SegmentationarXiv:1811.08201

Medical3 results

  • Image DenoisingonSIDD
    PSNR (sRGB)· 2024-01-26
    40.39
    SOTA
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • Image DenoisingonSIDD
    SSIM (sRGB)· 2024-01-26
    0.964
    best: 0.973 (NBNet)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • Semantic SegmentationonEventScape
    mIoU· 2018-11-20
    44.75
    best: 64.28 (CMX (B4))
    CGNet: A Light-weight Context Guided Network for Semantic SegmentationarXiv:1811.08201

Adversarial3 results

  • 3D ArchitectureonSIDD
    PSNR (sRGB)· 2024-01-26
    40.39
    SOTA
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 3D ArchitectureonSIDD
    SSIM (sRGB)· 2024-01-26
    0.964
    best: 0.973 (NBNet)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 3D ArchitectureonKodak24 sigma50
    PSNR
    30.06
    best: 30.13 (DMID-d(MMSE))

Methodology2 results

  • 16konGoPro
    PSNR· 2024-01-26
    33.77
    best: 34.6 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235
  • 16konGoPro
    SSIM· 2024-01-26
    0.968
    best: 0.972 (AdaRevD)
    CascadedGaze: Efficiency in Global Context Extraction for Image RestorationarXiv:2401.15235