SOTAVerified

Novel View Synthesis

Synthesize a target image with an arbitrary target camera pose from given source images and their camera poses.

See Wiki for more introductions.

The Synthesis method include: NeRF, MPI and so on.

( Image credit: Multi-view to Novel view: Synthesizing novel views with Self-Learned Confidence )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–450 of 1441 papers

TitleStatusHype
NeurMiPs: Neural Mixture of Planar Experts for View SynthesisCode1
Real-Time Neural Character Rendering with Pose-Guided Multiplane ImagesCode1
Generalizable Neural Performer: Learning Robust Radiance Fields for Human Novel View SynthesisCode1
GARF: Gaussian Activated Radiance Fields for High Fidelity Reconstruction and Pose EstimationCode1
Unified Implicit Neural StylizationCode1
DFNet: Enhance Absolute Pose Regression with Direct Feature MatchingCode1
R2L: Distilling Neural Radiance Field to Neural Light Field for Efficient Novel View SynthesisCode1
NPBG++: Accelerating Neural Point-Based GraphicsCode1
Test-time Adaptation with Slot-Centric ModelsCode1
Look Outside the Room: Synthesizing A Consistent Long-Term 3D Scene Video from A Single ImageCode1
Intrinsic Neural Fields: Learning Functions on ManifoldsCode1
From data to functa: Your data point is a function and you can treat it like oneCode1
InfoNeRF: Ray Entropy Minimization for Few-Shot Neural Volume RenderingCode1
Dense Depth Priors for Neural Radiance Fields from Sparse Input ViewsCode1
MoFaNeRF: Morphable Facial Neural Radiance FieldCode1
NeRF-SR: High-Quality Neural Radiance Fields using SupersamplingCode1
Efficient Neural Radiance Fields for Interactive Free-viewpoint VideoCode1
Hallucinated Neural Radiance Fields in the WildCode1
360MonoDepth: High-Resolution 360° Monocular Depth EstimationCode1
HDR-NeRF: High Dynamic Range Neural Radiance FieldsCode1
Deblur-NeRF: Neural Radiance Fields from Blurry ImagesCode1
GeoNeRF: Generalizing NeRF with Geometry PriorsCode1
Scene Representation Transformer: Geometry-Free Novel View Synthesis Through Set-Latent Scene RepresentationsCode1
Human Pose Manipulation and Novel View Synthesis using Differentiable RenderingCode1
Neural-PIL: Neural Pre-Integrated Lighting for Reflectance DecompositionCode1
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All datasetsLLFFMip-NeRF 360NeRFTanks and TemplesRefRefDONeRF: Evaluation DatasetX3DRTMVScanNetACIDSWORDHDR-GS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiXPSNR27.39—Unverified
2K-Planes (hybrid)PSNR26.92—Unverified
3JAXNeRFPSNR26.92—Unverified
4Plenoxels + NeRFLiXPSNR26.9—Unverified
5K-Planes (explicit)PSNR26.78—Unverified
6TensoRFPSNR26.73—Unverified
7NeRFPSNR26.5—Unverified
8PlenoxelsPSNR26.29—Unverified
9HyperReelPSNR26.2—Unverified
10MobileNeRFPSNR25.91—Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFLPIPS0.52—Unverified
2MobileNeRFLPIPS0.47—Unverified
3NeRF++LPIPS0.43—Unverified
4C3DGSLPIPS0.25—Unverified
5Compressed 3D Gaussian SplattingLPIPS0.24—Unverified
6HAC 3DGSLPIPS0.23—Unverified
7Compact3DLPIPS0.23—Unverified
8Self-Organizing GaussiansLPIPS0.22—Unverified
93D Gaussian SplattingLPIPS0.21—Unverified
103DGEERLPIPS0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Deformable Beta SplattingPSNR34.66—Unverified
2Self-Organizing GaussiansPSNR33.7—Unverified
3I-NGPPSNR33.18—Unverified
4TensoRFPSNR33.14—Unverified
5K-Planes (hybrid)PSNR32.36—Unverified
6K-Planes (explicit)PSNR32.21—Unverified
7PlenoxelsPSNR31.71—Unverified
8JAXNeRFPSNR31.65—Unverified
9NeRFPSNR31—Unverified
10MobileNeRFPSNR30.9—Unverified
#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiX++PSNR29.24—Unverified
2TensoRF + NeRFLiXPSNR28.94—Unverified
3Plenoxels + NeRFLiXPSNR28.61—Unverified
4Self-Organizing GaussiansPSNR25.63—Unverified
5HAC 3DGSPSNR24.4—Unverified
6Compact3DPSNR23.47—Unverified
73D Gaussian SplattingPSNR23.14—Unverified
8Mip-NERF 360PSNR19.65—Unverified
9DIVeR + NeRFLiXSSIM0.92—Unverified
10C3DGSPSNR0.23—Unverified
#ModelMetricClaimedVerifiedStatus
1R3F-OracleAverage PSNR (dB)29.34—Unverified
2Zip-NeRFAverage PSNR (dB)26.11—Unverified
3R3FAverage PSNR (dB)24.95—Unverified
4Ray Deformation NetworkAverage PSNR (dB)23.13—Unverified
5Rose-NeRFAverage PSNR (dB)22.86—Unverified
6NeuSAverage PSNR (dB)19.62—Unverified
7SplatfactoAverage PSNR (dB)19.53—Unverified
8TNSRAverage PSNR (dB)18.64—Unverified
#ModelMetricClaimedVerifiedStatus
1HyperReelPSNR35.1—Unverified
2Instant NGPPSNR33.1—Unverified
3AdaNeRFPSNR30.9—Unverified
4NeRFPSNR30.9—Unverified
5DoNeRFPSNR30.8—Unverified
6TermiNeRFPSNR29.8—Unverified
#ModelMetricClaimedVerifiedStatus
1SAX-NeRFPSNR51.37—Unverified
2NAFPSNR38.81—Unverified
3TensoRFPSNR37.67—Unverified
4NeATPSNR36.01—Unverified
5NeRFPSNR32.49—Unverified
6InTomoPSNR31.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Pixel-NeRF (env: Google Scan)PSNR14.59—Unverified
2Pixel-NeRF (env: Bricks)PSNR12.15—Unverified
3Pixel-NeRF (env: ABC)PSNR12.15—Unverified
4Pixel-NeRF (env: Amz. Ber.)PSNR12.13—Unverified
#ModelMetricClaimedVerifiedStatus
13DGEERPSNR31.5—Unverified
23DGUTPSNR30.64—Unverified
3EVERPSNR29.47—Unverified
4FisheyeGSPSNR27.81—Unverified
#ModelMetricClaimedVerifiedStatus
1impl.-nodepthFID42.88—Unverified
2hybridNLL5.34—Unverified
3impl.-catdepthSSIM0.42—Unverified
#ModelMetricClaimedVerifiedStatus
1StereoLayers (8 layers)LPIPS0.11—Unverified
2StereoLayers (2 layers)LPIPS0.1—Unverified
3StereoLayersLPIPS0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1HDR-GSAverage PSNR38.37—Unverified
2HDR-NeRFAverage PSNR36.4—Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFtrinsic FourAverage PSNR27.15—Unverified
2NeRF--Average PSNR23.92—Unverified
#ModelMetricClaimedVerifiedStatus
1HybridFID48.84—Unverified
2Impl.-depthNLL4.84—Unverified
#ModelMetricClaimedVerifiedStatus
1Gear-NeRFPSNR32.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Self-Organizing GaussiansLPIPS0.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.14—Unverified
#ModelMetricClaimedVerifiedStatus
1READAverage PSNR23.28—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.7—Unverified