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HyperNeRF

Benchmarks

Task NameDataset NameSOTA ResultTrend
Novel View SynthesisHyperNeRF (vrig)
PSNR25.5
23
Novel View SynthesisHyperNeRF (test)
PSNR27.78
18
Time-agnostic queryingHyperNeRF (test)
mIoU85.02
10
Novel View SynthesisHyperNeRF
PSNR25.59
9
Dynamic 3D ReconstructionHyperNeRF (test)
PSNR25.74
8
Novel View SynthesisHyperNeRF
PSNR24.89
8
Novel View SynthesisHyperNeRF original (test)
PSNR (Broom)22.8
7
Time-sensitive language queriesHyperNeRF
Americano Acc90.03
6
Open-vocabulary 4D queryingHyperNeRF espresso
mAcc99.73
6
Open-vocabulary 4D queryingHyperNeRF americano scene
Mean Accuracy99.02
6
4D Gaussian instance segmentationHyperNeRF
Time (min)0.11
6
Panoptic SegmentationHyperNeRF torchocolate
mAcc (Pixel)96.1
5
Panoptic SegmentationHyperNeRF keyboard
mAcc (pix)94.73
5
Panoptic SegmentationHyperNeRF espresso
Pixel Acc0.9473
5
Panoptic SegmentationHyperNeRF chickchicken
Pixel Accuracy (mAcc)96.5
5
Panoptic SegmentationHyperNeRF split-cookie
mAcc (pix)97.93
5
Panoptic SegmentationHyperNeRF americano
Pixel Accuracy98.4
5
4D ReconstructionHyperNeRF vrig
PSNR22.47
5
Dynamic View SynthesisHyperNeRF
PSNR (Chicken)28.5342
5
Time-sensitive QueryingHyperNeRF (test)
Americano Accuracy89.42
4
Novel View SynthesisHyperNeRF official (test)
Broom PSNR27.4
4
Novel View SynthesisHyperNeRF vrig Mean
PSNR24.8
4
Novel View SynthesisHyperNeRF vrig Banana
PSNR28.2
4
Novel View SynthesisHyperNeRF vrig (Broom)
PSNR22.3
4
Novel View SynthesisHyperNeRF vrig (Chicken)
PSNR28.2
4
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