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Models/MemNet

MemNet

Reported on 74 benchmarks across 14 tasks · 2 papers · 32 SOTA

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

Computer Vision30 results

  • Image RestorationonLive1 (Quality 10 Grayscale)
    PSNR· 2017-08-07
    29.45
    best: 29.94 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLive1 (Quality 10 Grayscale)
    PSNR-B· 2017-08-07
    29.39
    best: 29.66 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLive1 (Quality 10 Grayscale)
    SSIM· 2017-08-07
    0.8327
    best: 0.84 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 10 Color)
    PSNR· 2017-08-07
    27.33
    best: 28.36 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 10 Color)
    PSNR-B· 2017-08-07
    27.34
    best: 27.63 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 10 Color)
    SSIM· 2017-08-07
    0.81
    best: 0.819 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Color)
    PSNR· 2017-08-07
    29.76
    best: 30.66 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Color)
    PSNR-B· 2017-08-07
    29.75
    best: 30.01 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Color)
    SSIM· 2017-08-07
    0.877
    best: 0.882 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonClassic5 (Quality 10 Grayscale)
    PSNR· 2017-08-07
    29.69
    best: 30.38 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Grayscale)
    PSNR· 2017-08-07
    31.83
    best: 32.31 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Grayscale)
    PSNR-B· 2017-08-07
    31.74
    best: 32 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image RestorationonLIVE1 (Quality 20 Grayscale)
    SSIM· 2017-08-07
    0.897
    best: 0.901 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • DenoisingonCBSD68 sigma50
    PSNR· 2017-08-07
    26.33
    best: 29.39 (IPT)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2017-08-07
    28.26
    best: 29.54 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2017-08-07
    0.7723
    best: 0.894 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2017-08-07
    29.42
    best: 33.19 (HMA†)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2017-08-07
    0.8942
    best: 0.9366 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2017-08-07
    25.5
    best: 28.72 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2017-08-07
    0.763
    best: 0.9481 (SPSR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2017-08-07
    27.4
    best: 28.16 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Image Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2017-08-07
    0.7281
    best: 0.851 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2017-08-07
    28.26
    best: 29.54 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2017-08-07
    0.7723
    best: 0.894 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2017-08-07
    29.42
    best: 33.19 (HMA†)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2017-08-07
    0.8942
    best: 0.9366 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2017-08-07
    25.5
    best: 28.72 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2017-08-07
    0.763
    best: 0.9481 (SPSR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2017-08-07
    27.4
    best: 28.16 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2017-08-07
    0.7281
    best: 0.851 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209

Audio13 results

  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    PSNR· 2017-08-07
    29.45
    best: 29.94 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    PSNR-B· 2017-08-07
    29.39
    best: 29.66 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    SSIM· 2017-08-07
    0.8327
    best: 0.84 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 10 Color)
    PSNR· 2017-08-07
    27.33
    best: 28.36 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 10 Color)
    PSNR-B· 2017-08-07
    27.34
    best: 27.63 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 10 Color)
    SSIM· 2017-08-07
    0.81
    best: 0.819 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Color)
    PSNR· 2017-08-07
    29.76
    best: 30.66 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Color)
    PSNR-B· 2017-08-07
    29.75
    best: 30.01 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Color)
    SSIM· 2017-08-07
    0.877
    best: 0.882 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonClassic5 (Quality 10 Grayscale)
    PSNR· 2017-08-07
    29.69
    best: 30.38 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Grayscale)
    PSNR· 2017-08-07
    31.83
    best: 32.31 (Hi-IR)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Grayscale)
    PSNR-B· 2017-08-07
    31.74
    best: 32 (IDCN)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 10-shot image generationonLIVE1 (Quality 20 Grayscale)
    SSIM· 2017-08-07
    0.897
    best: 0.901 (QGAC)
    SOTA
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209

Natural Language Processing12 results

  • Sentiment AnalysisonSemEval-2014 Task-4
    Laptop (Acc)· 2016-05-28
    72.21
    best: 8276 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Sentiment AnalysisonSemEval-2014 Task-4
    Mean Acc (Restaurant + Laptop)· 2016-05-28
    76.58
    best: 8611 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Sentiment AnalysisonSemEval-2014 Task-4
    Restaurant (Acc)· 2016-05-28
    80.95
    best: 8946 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Laptop (Acc)· 2016-05-28
    72.21
    best: 8276 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Mean Acc (Restaurant + Laptop)· 2016-05-28
    76.58
    best: 8611 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
    Restaurant (Acc)· 2016-05-28
    80.95
    best: 8946 (ABSA-DeBERTa)
    SOTA
    Aspect Level Sentiment Classification with Deep Memory NetworkarXiv:1605.08900
  • Data-to-Text GenerationonVIST
    BLEU-4
    14.1
    best: 16.7 (HEGR)
  • Data-to-Text GenerationonVIST
    METEOR
    35.5
    best: 37.8 (HEGR)
  • Visual StorytellingonVIST
    BLEU-4
    14.1
    best: 16.7 (HEGR)
  • Visual StorytellingonVIST
    METEOR
    35.5
    best: 37.8 (HEGR)
  • Story GenerationonVIST
    BLEU-4
    14.1
    best: 16.7 (HEGR)
  • Story GenerationonVIST
    METEOR
    35.5
    best: 37.8 (HEGR)

Graphs8 results

  • Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2017-08-07
    28.26
    best: 29.54 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2017-08-07
    0.7723
    best: 0.894 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2017-08-07
    29.42
    best: 33.19 (HMA†)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2017-08-07
    0.8942
    best: 0.9366 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2017-08-07
    25.5
    best: 28.72 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2017-08-07
    0.763
    best: 0.9481 (SPSR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2017-08-07
    27.4
    best: 28.16 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2017-08-07
    0.7281
    best: 0.851 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209

Methodology8 results

  • 16konSet14 - 4x upscaling
    PSNR· 2017-08-07
    28.26
    best: 29.54 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konSet14 - 4x upscaling
    SSIM· 2017-08-07
    0.7723
    best: 0.894 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konManga109 - 4x upscaling
    PSNR· 2017-08-07
    29.42
    best: 33.19 (HMA†)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konManga109 - 4x upscaling
    SSIM· 2017-08-07
    0.8942
    best: 0.9366 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konUrban100 - 4x upscaling
    PSNR· 2017-08-07
    25.5
    best: 28.72 (Hi-IR-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konUrban100 - 4x upscaling
    SSIM· 2017-08-07
    0.763
    best: 0.9481 (SPSR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konBSD100 - 4x upscaling
    PSNR· 2017-08-07
    27.4
    best: 28.16 (DRCT-L)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • 16konBSD100 - 4x upscaling
    SSIM· 2017-08-07
    0.7281
    best: 0.851 (Edge-informed SR)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209

Adversarial3 results

  • 3D ArchitectureonCBSD68 sigma50
    PSNR· 2017-08-07
    26.33
    best: 29.39 (IPT)
    MemNet: A Persistent Memory Network for Image RestorationarXiv:1708.02209
  • Text GenerationonVIST
    BLEU-4
    14.1
    best: 16.7 (HEGR)
  • Text GenerationonVIST
    METEOR
    35.5
    best: 37.8 (HEGR)