mip-NeRF

Benchmarks

Task Name	Dataset Name	SOTA Result
Novel View Synthesis	Mip-NeRF 360	PSNR30.69	143
Novel View Synthesis	Mip-NeRF360	PSNR28.1	45
3D Scene Reconstruction	Mip-NeRF360	Training Time (min)13.98	43
Image Quality Assessment Correlation	Mip-NeRF 360	PLCC1	39
Novel View Synthesis	Mip-NeRF 360 12-view	PSNR19.99	37
3D Segmentation	Mip-NeRF 360	mIoU97	31
Super-Resolution	Mip-NeRF 360	PSNR28.42	24
Watermark Purification	Mip-NeRF 360 (test)	Bicycle Scene PSNR24.43	18
Novel View Synthesis	Mip-NeRF 360 Outdoor Scene 2022	PSNR25.24	16
Novel View Synthesis	Mip-NeRF 360	FPS208	12
Novel View Synthesis	Mip-NeRF 360 (All Scenes)	PSNR27.74	8
Novel View Synthesis	Mip-NeRF 360 out-of-domain 3	PSNR14.542	8
Novel View Synthesis	Mip-NeRF360 0.05 ratio (test)	LPIPS0.3934	8
6-view Novel View Synthesis	Mip-NeRF 360	PSNR16.56	7
Novel View Synthesis	Mip-NeRF 360	PSNR28.15	7
Single View Selection	Mip-Nerf360 20 views	PSNR21.32	7
Novel View Synthesis	Unbounded Mip-NeRF 360	Rendering FPS279.7	7
Image Quality Assessment	Mip-NeRF SEVA	DINOv2 PLCC0.358	6
Image Quality Assessment	Mip-NeRF 360 GEN3C	DINOv2 PLCC0.368	6
3D Semantic Reconstruction	Mip-NeRF 360	Preprocessing Time (mins)3	6
Novel View Synthesis	Mip-NeRF (test)	PSNR22.7	6
Multi-View Image Compression	Mip-NeRF 360 3 views (test)	BDBR (PSNR)-18.2	6
Novel View Synthesis	Mip-NeRF 360	PSNR (10% Quantile)21.55	6
Novel View Synthesis	mip-NeRF 360 2022 (test)	PSNR29.23	6
Visual Quality Assessment	Mip-NeRF360	Positive Score52.8	5

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