TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/FSNet

FSNet

Reported on 42 benchmarks across 12 tasks · 1 paper · 2 SOTA

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

Computer Vision21 results

  • VideoonDAVIS 2016 val
    F· 2021-08-06
    83.1
    best: 90.2 (DEVA (DIS))
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • VideoonDAVIS 2016 val
    G· 2021-08-06
    83.3
    best: 88.9 (GSANet)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • VideoonDAVIS 2016 val
    J· 2021-08-06
    83.4
    best: 88.3 (GSANet)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Video Object SegmentationonDAVIS 2016 val
    F· 2021-08-06
    83.1
    best: 90.2 (DEVA (DIS))
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Video Object SegmentationonDAVIS 2016 val
    G· 2021-08-06
    83.3
    best: 88.9 (GSANet)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Video Object SegmentationonDAVIS 2016 val
    J· 2021-08-06
    83.4
    best: 88.3 (GSANet)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • DeblurringonRSBlur
    Average PSNR
    34.31
    best: 34.94 (MLWNet)
  • DehazingonHaze4k
    PSNR
    34.12
    best: 35.73 (CasDyF-Net)
  • DehazingonHaze4k
    SSIM
    0.99
    best: 0.992 (MixDehazeNet)
  • DehazingonSOTS Indoor
    PSNR
    42.45
    best: 42.72 (ConvIR)
  • DehazingonSOTS Indoor
    SSIM
    0.997
  • DehazingonSOTS Outdoor
    PSNR
    40.4
    best: 40.73 (ChaIR)
  • DehazingonSOTS Outdoor
    SSIM
    0.997
  • Image DehazingonHaze4k
    PSNR
    34.12
    best: 35.73 (CasDyF-Net)
  • Image DehazingonHaze4k
    SSIM
    0.99
    best: 0.992 (MixDehazeNet)
  • Image DehazingonSOTS Indoor
    PSNR
    42.45
    best: 42.72 (ConvIR)
  • Image DehazingonSOTS Indoor
    SSIM
    0.997
  • Image DehazingonSOTS Outdoor
    PSNR
    40.4
    best: 40.73 (ChaIR)
  • Image DehazingonSOTS Outdoor
    SSIM
    0.997
  • Image DeblurringonGoPro
    PSNR
    33.29
    best: 34.6 (AdaRevD)
  • Image DeblurringonGoPro
    SSIM
    0.963
    best: 0.972 (AdaRevD)

Medical12 results

  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    Dice· 2021-08-06
    0.702
    best: 0.9 (YOLO-SAM 2)
    SOTA
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    Dice· 2021-08-06
    0.699
    best: 0.902 (YOLO-SAM 2)
    SOTA
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    S measure· 2021-08-06
    0.725
    best: 0.9 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    Sensitivity· 2021-08-06
    0.493
    best: 83.7 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    mean E-measure· 2021-08-06
    0.695
    best: 93.8 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    mean F-measure· 2021-08-06
    0.63
    best: 93.8 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Easy (Unseen)
    weighted F-measure· 2021-08-06
    0.551
    best: 0.794 (SALI)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    S-Measure· 2021-08-06
    0.724
    best: 0.894 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    Sensitivity· 2021-08-06
    0.491
    best: 0.852 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    mean E-measure· 2021-08-06
    0.694
    best: 0.941 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    mean F-measure· 2021-08-06
    0.611
    best: 0.932 (YOLO-SAM 2)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151
  • Medical Image SegmentationonSUN-SEG-Hard (Unseen)
    weighted F-measure· 2021-08-06
    0.541
    best: 0.79 (SALI)
    Full-Duplex Strategy for Video Object SegmentationarXiv:2108.03151

Audio5 results

  • 10-shot image generationonRSBlur
    Average PSNR
    34.31
    best: 34.94 (MLWNet)
  • 10-shot image generationonGoPro
    PSNR
    33.29
    best: 35.98 (BSSTNet)
  • 10-shot image generationonGoPro
    SSIM
    0.963
    best: 0.9792 (BSSTNet)
  • 1 Image, 2*2 StitchionGoPro
    PSNR
    33.29
    best: 34.6 (AdaRevD)
  • 1 Image, 2*2 StitchionGoPro
    SSIM
    0.963
    best: 0.972 (AdaRevD)

Methodology3 results

  • 2D ClassificationonRSBlur
    Average PSNR
    34.31
    best: 34.94 (MLWNet)
  • 16konGoPro
    PSNR
    33.29
    best: 34.6 (AdaRevD)
  • 16konGoPro
    SSIM
    0.963
    best: 0.972 (AdaRevD)

Computer Code1 result

  • Blind Image DeblurringonRSBlur
    Average PSNR
    34.31
    best: 34.94 (MLWNet)