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Models/AESOP

AESOP

Reported on 96 benchmarks across 4 tasks · 1 paper · 40 SOTA

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

Computer Vision48 results

Image Super-ResolutiononSet14 - 4x upscaling
DISTS· 2024-11-28
0.0819
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononSet14 - 4x upscaling
LPIPS· 2024-11-28
0.1027
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononDIV2K val - 4x upscaling
LPIPS· 2024-11-28
0.0893
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononManga109 - 4x upscaling
LPIPS· 2024-11-28
0.0461
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononGeneral-100 - 4x upscaling
DISTS· 2024-11-28
0.0762
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononGeneral-100 - 4x upscaling
LPIPS· 2024-11-28
0.071
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononGeneral-100 - 4x upscaling
PSNR· 2024-11-28
30.401
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononGeneral-100 - 4x upscaling
SSIM· 2024-11-28
0.8328
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononUrban100 - 4x upscaling
LPIPS· 2024-11-28
0.0945
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononBSD100 - 4x upscaling
DISTS· 2024-11-28
0.1072
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononSet14 - 4x upscaling
DISTS· 2024-11-28
0.0819
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononSet14 - 4x upscaling
LPIPS· 2024-11-28
0.1027
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononDIV2K val - 4x upscaling
LPIPS· 2024-11-28
0.0893
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononManga109 - 4x upscaling
LPIPS· 2024-11-28
0.0461
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononGeneral-100 - 4x upscaling
DISTS· 2024-11-28
0.0762
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononGeneral-100 - 4x upscaling
LPIPS· 2024-11-28
0.071
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononGeneral-100 - 4x upscaling
PSNR· 2024-11-28
30.401
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononGeneral-100 - 4x upscaling
SSIM· 2024-11-28
0.8328
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononUrban100 - 4x upscaling
LPIPS· 2024-11-28
0.0945
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononBSD100 - 4x upscaling
DISTS· 2024-11-28
0.1072
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-11-28
27.421
best: 29.54 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-11-28
0.7438
best: 0.894 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononDIV2K val - 4x upscaling
DISTS· 2024-11-28
0.0459
best: 0.1169 (FxSR-PD t=0.0)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononDIV2K val - 4x upscaling
PSNR· 2024-11-28
29.137
best: 29.25 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononDIV2K val - 4x upscaling
SSIM· 2024-11-28
0.8023
best: 0.9017 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononManga109 - 4x upscaling
DISTS· 2024-11-28
0.0328
best: 0.0351 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-11-28
30.061
best: 33.19 (HMA†)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-11-28
0.888
best: 0.9366 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononUrban100 - 4x upscaling
DISTS· 2024-11-28
0.0742
best: 0.0764 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-11-28
26.148
best: 28.72 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-11-28
0.7884
best: 0.9481 (SPSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononBSD100 - 4x upscaling
LPIPS· 2024-11-28
0.1385
best: 0.1209 (Config (e))
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2024-11-28
25.93
best: 28.16 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2024-11-28
0.6813
best: 0.851 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-11-28
27.421
best: 29.54 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-11-28
0.7438
best: 0.894 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononDIV2K val - 4x upscaling
DISTS· 2024-11-28
0.0459
best: 0.1169 (FxSR-PD t=0.0)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononDIV2K val - 4x upscaling
PSNR· 2024-11-28
29.137
best: 29.25 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononDIV2K val - 4x upscaling
SSIM· 2024-11-28
0.8023
best: 0.9017 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononManga109 - 4x upscaling
DISTS· 2024-11-28
0.0328
best: 0.0351 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-11-28
30.061
best: 33.19 (HMA†)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-11-28
0.888
best: 0.9366 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononUrban100 - 4x upscaling
DISTS· 2024-11-28
0.0742
best: 0.0764 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-11-28
26.148
best: 28.72 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-11-28
0.7884
best: 0.9481 (SPSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononBSD100 - 4x upscaling
LPIPS· 2024-11-28
0.1385
best: 0.1209 (Config (e))
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2024-11-28
25.93
best: 28.16 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2024-11-28
0.6813
best: 0.851 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124

Graphs24 results

Super-ResolutiononSet14 - 4x upscaling
DISTS· 2024-11-28
0.0819
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononSet14 - 4x upscaling
LPIPS· 2024-11-28
0.1027
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononDIV2K val - 4x upscaling
LPIPS· 2024-11-28
0.0893
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononManga109 - 4x upscaling
LPIPS· 2024-11-28
0.0461
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononGeneral-100 - 4x upscaling
DISTS· 2024-11-28
0.0762
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononGeneral-100 - 4x upscaling
LPIPS· 2024-11-28
0.071
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononGeneral-100 - 4x upscaling
PSNR· 2024-11-28
30.401
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononGeneral-100 - 4x upscaling
SSIM· 2024-11-28
0.8328
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononUrban100 - 4x upscaling
LPIPS· 2024-11-28
0.0945
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononBSD100 - 4x upscaling
DISTS· 2024-11-28
0.1072
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-11-28
27.421
best: 29.54 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-11-28
0.7438
best: 0.894 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononDIV2K val - 4x upscaling
DISTS· 2024-11-28
0.0459
best: 0.1169 (FxSR-PD t=0.0)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononDIV2K val - 4x upscaling
PSNR· 2024-11-28
29.137
best: 29.25 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononDIV2K val - 4x upscaling
SSIM· 2024-11-28
0.8023
best: 0.9017 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononManga109 - 4x upscaling
DISTS· 2024-11-28
0.0328
best: 0.0351 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-11-28
30.061
best: 33.19 (HMA†)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-11-28
0.888
best: 0.9366 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononUrban100 - 4x upscaling
DISTS· 2024-11-28
0.0742
best: 0.0764 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-11-28
26.148
best: 28.72 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-11-28
0.7884
best: 0.9481 (SPSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononBSD100 - 4x upscaling
LPIPS· 2024-11-28
0.1385
best: 0.1209 (Config (e))
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2024-11-28
25.93
best: 28.16 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2024-11-28
0.6813
best: 0.851 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124

Methodology24 results

16konSet14 - 4x upscaling
DISTS· 2024-11-28
0.0819
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konSet14 - 4x upscaling
LPIPS· 2024-11-28
0.1027
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konDIV2K val - 4x upscaling
LPIPS· 2024-11-28
0.0893
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konManga109 - 4x upscaling
LPIPS· 2024-11-28
0.0461
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konGeneral-100 - 4x upscaling
DISTS· 2024-11-28
0.0762
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konGeneral-100 - 4x upscaling
LPIPS· 2024-11-28
0.071
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konGeneral-100 - 4x upscaling
PSNR· 2024-11-28
30.401
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konGeneral-100 - 4x upscaling
SSIM· 2024-11-28
0.8328
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konUrban100 - 4x upscaling
LPIPS· 2024-11-28
0.0945
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konBSD100 - 4x upscaling
DISTS· 2024-11-28
0.1072
SOTA
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konSet14 - 4x upscaling
PSNR· 2024-11-28
27.421
best: 29.54 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konSet14 - 4x upscaling
SSIM· 2024-11-28
0.7438
best: 0.894 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konDIV2K val - 4x upscaling
DISTS· 2024-11-28
0.0459
best: 0.1169 (FxSR-PD t=0.0)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konDIV2K val - 4x upscaling
PSNR· 2024-11-28
29.137
best: 29.25 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konDIV2K val - 4x upscaling
SSIM· 2024-11-28
0.8023
best: 0.9017 (EDSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konManga109 - 4x upscaling
DISTS· 2024-11-28
0.0328
best: 0.0351 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konManga109 - 4x upscaling
PSNR· 2024-11-28
30.061
best: 33.19 (HMA†)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konManga109 - 4x upscaling
SSIM· 2024-11-28
0.888
best: 0.9366 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konUrban100 - 4x upscaling
DISTS· 2024-11-28
0.0742
best: 0.0764 (SROOE)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konUrban100 - 4x upscaling
PSNR· 2024-11-28
26.148
best: 28.72 (Hi-IR-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konUrban100 - 4x upscaling
SSIM· 2024-11-28
0.7884
best: 0.9481 (SPSR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konBSD100 - 4x upscaling
LPIPS· 2024-11-28
0.1385
best: 0.1209 (Config (e))
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konBSD100 - 4x upscaling
PSNR· 2024-11-28
25.93
best: 28.16 (DRCT-L)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124
16konBSD100 - 4x upscaling
SSIM· 2024-11-28
0.6813
best: 0.851 (Edge-informed SR)
Auto-Encoded Supervision for Perceptual Image Super-Resolution arXiv:2412.00124