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Papers Benchmarks Datasets Tasks

mip-NeRF dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

mip-NeRF

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

3D Semantic Reconstruction

Mip-NeRF 360

3Preprocessing Time (mins)

6

Novel View Synthesis

Mip-NeRF (test)

22.7PSNR

6

Multi-View Image Compression

Mip-NeRF 360 3 views (test)

-18.2BDBR (PSNR)

6

Novel View Synthesis

Mip-NeRF 360

21.55PSNR (10% Quantile)

6

Visual Quality Assessment

Mip-NeRF360

52.8Positive Score

5

Novel View Synthesis

Mip-NeRF360

102FPS

5

Camera Pose Registration

Mip-NeRF 360 bicycle

0.04Rotation Error (°)

4

Camera Pose Refinement

Mip-NeRF 360

90.5AUC (5°)

4

3D Reconstruction

Mip-NeRF 360

96.2Registration Accuracy (%)

4

3D Steganography

Mip-Nerf360 Message

27.555PSNR

4

3D Reconstruction

Mip-NeRF 360 (aggregated across scenes)

0.923SSIM (Poisoned vs Render)

4

Novel View Synthesis

Mip-NeRF 360

14.14PSNR

4

Uncertainty Estimation for Novel View Synthesis

Mip-NeRF 360

0.328AUSE (L1)

4

Active View Selection

Mip-NeRF360

20.676PSNR

4

3D Colorization

Mip-NeRF 360

0.211Bonsai Color Diversity Index

4

Novel View Synthesis

Mip-NeRF 360

0.682SSIM @7k

4

Sparse-view Reconstruction

mip-NeRF 360

63SSIM

3

Novel View Synthesis

Mip-NeRF 360 Outdoor scene (train-view)

82.15SSIM

3

Neural Scene Representation

Mip-NeRF 360 35

99FPS

3

Power consumption measurement

Mip-NeRF 360

0.17Preprocessing

3

Semantic 3D Reconstruction

Mip-NeRF 360

1.4Reconstruction Time (2D to 3D)

2

Image Reconstruction

Mip-Nerf-360 Cover scene S

36.194PSNR

2

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Popular tasks

Novel View Synthesis 3D Scene Reconstruction 3D Reconstruction Image Quality Assessment Super-Resolution

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