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Models/RDN

RDN

Reported on 54 benchmarks across 5 tasks · 2 papers · 34 SOTA

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

Computer Vision24 results

Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-02-24
28.81
best: 29.54 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononIXI
PSNR 2x T2w· 2018-02-24
38.75
best: 40.43 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononIXI
PSNR 4x T2w· 2018-02-24
31.45
best: 32.7 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononIXI
SSIM 4x T2w· 2018-02-24
0.9324
best: 0.9472 (SERAN)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononIXI
SSIM for 2x T2w· 2018-02-24
0.9838
best: 0.9877 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-02-24
0.9151
best: 0.9366 (Hi-IR-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-02-24
27.72
best: 28.16 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-02-24
28.81
best: 29.54 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononIXI
PSNR 2x T2w· 2018-02-24
38.75
best: 40.43 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononIXI
PSNR 4x T2w· 2018-02-24
31.45
best: 32.7 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononIXI
SSIM 4x T2w· 2018-02-24
0.9324
best: 0.9472 (SERAN)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononIXI
SSIM for 2x T2w· 2018-02-24
0.9838
best: 0.9877 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-02-24
0.9151
best: 0.9366 (Hi-IR-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-02-24
27.72
best: 28.16 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-02-24
0.7871
best: 0.894 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-02-24
31
best: 33.19 (HMA†)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-02-24
26.61
best: 28.72 (Hi-IR-L)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-02-24
0.8028
best: 0.9481 (SPSR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-02-24
0.7419
best: 0.851 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-02-24
0.7871
best: 0.894 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-02-24
31
best: 33.19 (HMA†)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-02-24
26.61
best: 28.72 (Hi-IR-L)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-02-24
0.8028
best: 0.9481 (SPSR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-02-24
0.7419
best: 0.851 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797

Graphs12 results

Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-02-24
28.81
best: 29.54 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononIXI
PSNR 2x T2w· 2018-02-24
38.75
best: 40.43 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononIXI
PSNR 4x T2w· 2018-02-24
31.45
best: 32.7 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononIXI
SSIM 4x T2w· 2018-02-24
0.9324
best: 0.9472 (SERAN)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononIXI
SSIM for 2x T2w· 2018-02-24
0.9838
best: 0.9877 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononManga109 - 4x upscaling
SSIM· 2018-02-24
0.9151
best: 0.9366 (Hi-IR-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-02-24
27.72
best: 28.16 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-02-24
0.7871
best: 0.894 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononManga109 - 4x upscaling
PSNR· 2018-02-24
31
best: 33.19 (HMA†)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-02-24
26.61
best: 28.72 (Hi-IR-L)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-02-24
0.8028
best: 0.9481 (SPSR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-02-24
0.7419
best: 0.851 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797

Methodology12 results

16konSet14 - 4x upscaling
PSNR· 2018-02-24
28.81
best: 29.54 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konIXI
PSNR 2x T2w· 2018-02-24
38.75
best: 40.43 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konIXI
PSNR 4x T2w· 2018-02-24
31.45
best: 32.7 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konIXI
SSIM 4x T2w· 2018-02-24
0.9324
best: 0.9472 (SERAN)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konIXI
SSIM for 2x T2w· 2018-02-24
0.9838
best: 0.9877 (EDSR+MMHCA)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konManga109 - 4x upscaling
SSIM· 2018-02-24
0.9151
best: 0.9366 (Hi-IR-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konBSD100 - 4x upscaling
PSNR· 2018-02-24
27.72
best: 28.16 (DRCT-L)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konSet14 - 4x upscaling
SSIM· 2018-02-24
0.7871
best: 0.894 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konManga109 - 4x upscaling
PSNR· 2018-02-24
31
best: 33.19 (HMA†)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konUrban100 - 4x upscaling
PSNR· 2018-02-24
26.61
best: 28.72 (Hi-IR-L)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konUrban100 - 4x upscaling
SSIM· 2018-02-24
0.8028
best: 0.9481 (SPSR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
16konBSD100 - 4x upscaling
SSIM· 2018-02-24
0.7419
best: 0.851 (Edge-informed SR)
Residual Dense Network for Image Super-Resolution arXiv:1802.08797

Natural Language Processing6 results

Image CaptioningonCOCO Captions
BLEU-1· 2019-08-30
80.2
best: 84.2 (GRIT (No VL pretraining - base))
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824
Image CaptioningonCOCO Captions
BLEU-4· 2019-08-30
37.3
best: 46.5 (mPLUG)
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824
Image CaptioningonCOCO Captions
CIDER· 2019-08-30
125.2
best: 155.1 (mPLUG)
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824
Image CaptioningonCOCO Captions
METEOR· 2019-08-30
28.1
best: 33.9 (CoCa)
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824
Image CaptioningonCOCO Captions
ROUGE-L· 2019-08-30
57.4
best: 61.1 (ExpansionNet v2 (No VL pretraining))
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824
Image CaptioningonCOCO (Common Objects in Context)
CIDEr· 2019-08-30
125.2
best: 143.7 (ExpansionNet v2)
SOTA
Reflective Decoding Network for Image Captioning arXiv:1908.11824