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MipNeRF360

Benchmarks

Task NameDataset NameSOTA ResultTrend
3D Scene ReconstructionMipNeRF360 Indoor (test)
PSNR31.72
15
Novel View SynthesisMipNeRF360
PSNR29.01
13
Novel View SynthesisMipNeRF360 Room
PSNR32.3
12
3D reconstructionMipNeRF360 (train)
F1-Score40.6
9
Novel View SynthesisMipNeRF360 64 Views
PSNR26
8
Novel View SynthesisMipNeRF360 32 Views
PSNR25.26
8
3D Scene ReconstructionMipNeRF360 Outdoor (test)
PSNR24.709
8
Novel View SynthesisMipNeRF360 Flowers
Size (MB)3.9
8
Novel View SynthesisMipNeRF360 Bonsai
Model Size (MB)3.7
8
Novel View SynthesisMipNeRF360 standard (test)
PSNR27.76
7
Novel View SynthesisMipNeRF360 1 (test)
PSNR28.54
7
Fluid-structure plausibilityMipNeRF360
Mean Fluid Divergence0.001
6
Novel View SynthesisMipNeRF360 unseen
PSNR16.76
6
Novel View SynthesisMipNeRF360 Stump
Size (MB)4.23
6
Viewpoint generalizationMipNeRF360
PSNR18.3
5
Novel View SynthesisMipNeRF360 36 input views (test)
LPIPS0.2239
5
Novel View SynthesisMipNeRF360 20 input views (test)
LPIPS0.3421
5
Novel View SynthesisMipNeRF360 12 input views (test)
LPIPS0.4503
5
3D Scene Watermarking and ReconstructionMipNeRF360
PSNR29.16
5
Visual reconstructionMipNeRF360 real, forward-facing scenes (original train test)
PSNR15.5502
4
Open-vocabulary 3D Semantic SegmentationMipNeRF360 Outdoor
mIoU (Bicycle)22.36
2
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