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Models/NeRF

NeRF

Reported on 14 benchmarks across 2 tasks · 3 papers · 7 SOTA

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

Computer Vision12 results

Novel View SynthesisonMip-NeRF 360
LPIPS· 2022-07-30
0.515
best: 0.171 (MVGS)
SOTA
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonNeRF
LPIPS· 2022-07-30
0.081
best: 0.028 (Deformable Beta Splatting)
SOTA
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonLLFF
LPIPS· 2022-07-30
0.25
best: 0.149 (TensoRF + NeRFLiX)
SOTA
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonX3D
PSNR· 2020-03-19
32.49
best: 51.37 (SAX-NeRF)
SOTA
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis arXiv:2003.08934
Novel View SynthesisonX3D
SSIM· 2020-03-19
0.977
best: 0.9994 (SAX-NeRF)
SOTA
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis arXiv:2003.08934
Novel View SynthesisonDONeRF: Evaluation Dataset
PSNR· 2023-01-05
30.9
best: 35.1 (HyperReel)
HyperReel: High-Fidelity 6-DoF Video with Ray-Conditioned Sampling arXiv:2301.02238
Novel View SynthesisonMip-NeRF 360
PSNR· 2022-07-30
21.46
best: Infinity (Li Auto Inc.)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonMip-NeRF 360
SSIM· 2022-07-30
0.458
best: Infinity (Li Auto Inc.)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonNeRF
PSNR· 2022-07-30
31
best: 34.66 (Deformable Beta Splatting)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonNeRF
SSIM· 2022-07-30
0.947
best: 0.973 (Deformable Beta Splatting)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonLLFF
PSNR· 2022-07-30
26.5
best: 27.39 (TensoRF + NeRFLiX)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277
Novel View SynthesisonLLFF
SSIM· 2022-07-30
0.811
best: 0.867 (TensoRF + NeRFLiX)
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures arXiv:2208.00277

Medical2 results

X-RayonX3D
PSNR· 2020-03-19
32.15
best: 37.25 (SAX-NeRF)
SOTA
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis arXiv:2003.08934
X-RayonX3D
SSIM· 2020-03-19
0.9354
best: 0.9753 (SAX-NeRF)
SOTA
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis arXiv:2003.08934