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Models/Manifold Simplification

Manifold Simplification

Reported on 24 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Computer Vision12 results

Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-11-19
28.8
best: 29.54 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-11-19
26.42
best: 28.72 (Hi-IR-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-11-19
0.794
best: 0.9481 (SPSR)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-11-19
27.66
best: 28.16 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-11-19
28.8
best: 29.54 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-11-19
26.42
best: 28.72 (Hi-IR-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-11-19
0.794
best: 0.9481 (SPSR)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-11-19
27.66
best: 28.16 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-11-19
0.7856
best: 0.894 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-11-19
0.738
best: 0.851 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-11-19
0.7856
best: 0.894 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-11-19
0.738
best: 0.851 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345

Graphs6 results

Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-11-19
28.8
best: 29.54 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2016-11-19
26.42
best: 28.72 (Hi-IR-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2016-11-19
0.794
best: 0.9481 (SPSR)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-11-19
27.66
best: 28.16 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-11-19
0.7856
best: 0.894 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-11-19
0.738
best: 0.851 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345

Methodology6 results

16konSet14 - 4x upscaling
PSNR· 2016-11-19
28.8
best: 29.54 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
16konUrban100 - 4x upscaling
PSNR· 2016-11-19
26.42
best: 28.72 (Hi-IR-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
16konUrban100 - 4x upscaling
SSIM· 2016-11-19
0.794
best: 0.9481 (SPSR)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
16konBSD100 - 4x upscaling
PSNR· 2016-11-19
27.66
best: 28.16 (DRCT-L)
SOTA
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
16konSet14 - 4x upscaling
SSIM· 2016-11-19
0.7856
best: 0.894 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345
16konBSD100 - 4x upscaling
SSIM· 2016-11-19
0.738
best: 0.851 (Edge-informed SR)
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification arXiv:1611.06345