Deep Blending

Benchmarks

Task Name	Dataset Name	SOTA Result
Novel View Synthesis	Deep Blending (test)	PSNR30.37	72
Novel View Synthesis	Deep Blending	PSNR30.94	48
Novel View Synthesis	Deep Blending	PSNR30.34	29
Novel View Synthesis	Deep Blending official (test)	PSNR30.21	22
Novel View Synthesis	Deep Blending	PSNR30.42	21
Novel View Synthesis	Deep Blending	PSNR29.86	13
Novel View Synthesis	Deep Blending (avg over scenes)	PSNR30.27	12
Novel View Synthesis	Deep Blending average across all scenes	PSNR29.98	12
Novel View Synthesis	Deep Blending Playroom scene	PSNR30.91	11
Novel View Synthesis	Deep Blending DrJohnson scene	PSNR29.85	11
Novel View Synthesis	Deep Blending	PSNR30.18	11
3D Reconstruction	Deep Blending (test)	PSNR30.37	10
Novel View Synthesis	Deep Blending	PSNR30.35	8
3D reconstruction	Deep Blending	PSNR29.93	8
3D Scene Reconstruction	Deep Blending (test)	PSNR29.913	8
Novel View Synthesis	Deep Blending	PSNR30.5	8
Importance score computation	Deep Blending	Computation Time (s)2.99	7
3D Super-resolution	Deep Blending (test)	PSNR29.73	7
Novel View Synthesis	Deep Blending	BD-Rate-36.76	6
Novel View Synthesis	Deep Blending original (test)	SSIM0.904	6
Novel View Synthesis	Deep Blending	PSNR30.417	5
3D Scene Reconstruction	Deep Blending	Peak GPU Memory (GB)6.45	5
Uncertainty Estimation for Novel View Synthesis	Deep Blending	AUSE (L1)0.751	4
Novel View Synthesis	Deep Blending	SSIM (7k Iterations)0.859	4
Segmentation	Deep Blending	mIoU50.6	2

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