NeRD

Reported on 5 benchmarks across 3 tasks · 1 paper · 5 SOTA

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

Computer Vision5 results

Image EnhancementonStanford-ORB
HDR-PSNR· 2020-12-07
23.29
best: 26.01 (Neural-PBIR)
SOTA
NeRD: Neural Reflectance Decomposition from Image Collections arXiv:2012.03918
Image EnhancementonStanford-ORB
LPIPS· 2020-12-07
0.059
best: 0.023 (Neural-PBIR)
SOTA
NeRD: Neural Reflectance Decomposition from Image Collections arXiv:2012.03918
Image EnhancementonStanford-ORB
SSIM· 2020-12-07
0.957
best: 0.979 (Neural-PBIR)
SOTA
NeRD: Neural Reflectance Decomposition from Image Collections arXiv:2012.03918
Surface Normals EstimationonStanford-ORB
Cosine Distance· 2020-12-07
0.28
best: 0.29 (NeRFactor)
SOTA
NeRD: Neural Reflectance Decomposition from Image Collections arXiv:2012.03918
Inverse RenderingonStanford-ORB
HDR-PSNR· 2020-12-07
23.29
best: 26.01 (Neural-PBIR)
SOTA
NeRD: Neural Reflectance Decomposition from Image Collections arXiv:2012.03918