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

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Showing 451–500 of 1441 papers

TitleStatusHype
Hi3D: Pursuing High-Resolution Image-to-3D Generation with Video Diffusion ModelsCode3
Diversity-Driven View Subset Selection for Indoor Novel View SynthesisCode0
GigaGS: Scaling up Planar-Based 3D Gaussians for Large Scene Surface Reconstruction—0
G-NeLF: Memory- and Data-Efficient Hybrid Neural Light Field for Novel View Synthesis—0
CD-NGP: A Fast Scalable Continual Representation for Dynamic Scenes—0
Fisheye-GS: Lightweight and Extensible Gaussian Splatting Module for Fisheye Cameras—0
View-Invariant Policy Learning via Zero-Shot Novel View Synthesis—0
Optimizing 3D Gaussian Splatting for Sparse Viewpoint Scene Reconstruction—0
UC-NeRF: Uncertainty-aware Conditional Neural Radiance Fields from Endoscopic Sparse ViewsCode1
S^2NeRF: Privacy-preserving Training Framework for NeRFCode0
ViewCrafter: Taming Video Diffusion Models for High-fidelity Novel View SynthesisCode5
2DGH: 2D Gaussian-Hermite Splatting for High-quality Rendering and Better Geometry Reconstruction—0
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content—0
Generic Objects as Pose Probes for Few-shot View Synthesis—0
Spurfies: Sparse Surface Reconstruction using Local Geometry Priors—0
G-Style: Stylized Gaussian SplattingCode1
Drone-assisted Road Gaussian Splatting with Cross-view UncertaintyCode2
MagicMan: Generative Novel View Synthesis of Humans with 3D-Aware Diffusion and Iterative Refinement—0
Splatt3R: Zero-shot Gaussian Splatting from Uncalibrated Image Pairs—0
SpecGaussian with Latent Features: A High-quality Modeling of the View-dependent Appearance for 3D Gaussian Splatting—0
BiGS: Bidirectional Gaussian Primitives for Relightable 3D Gaussian Splatting—0
Deep Learning at the Intersection: Certified Robustness as a Tool for 3D Vision—0
Subsurface Scattering for 3D Gaussian Splatting—0
Pano2Room: Novel View Synthesis from a Single Indoor PanoramaCode2
Robust 3D Gaussian Splatting for Novel View Synthesis in Presence of DistractorsCode1
TrackNeRF: Bundle Adjusting NeRF from Sparse and Noisy Views via Feature Tracks—0
Implicit Gaussian Splatting with Efficient Multi-Level Tri-Plane Representation—0
GS-ID: Illumination Decomposition on Gaussian Splatting via Diffusion Prior and Parametric Light Source Optimization—0
Correspondence-Guided SfM-Free 3D Gaussian Splatting for NVS—0
MVInpainter: Learning Multi-View Consistent Inpainting to Bridge 2D and 3D Editing—0
Progressive Radiance Distillation for Inverse Rendering with Gaussian Splatting—0
Rethinking Open-Vocabulary Segmentation of Radiance Fields in 3D Space—0
NeRF-US: Removing Ultrasound Imaging Artifacts from Neural Radiance Fields in the Wild—0
SlotLifter: Slot-guided Feature Lifting for Learning Object-centric Radiance Fields—0
ActiveNeRF: Learning Accurate 3D Geometry by Active Pattern ProjectionCode1
Mipmap-GS: Let Gaussians Deform with Scale-specific Mipmap for Anti-aliasing RenderingCode1
3D-free meets 3D priors: Novel View Synthesis from a Single Image with Pretrained Diffusion Guidance—0
PRTGaussian: Efficient Relighting Using 3D Gaussians with Precomputed Radiance TransferCode1
Visual SLAM with 3D Gaussian Primitives and Depth Priors Enabling Novel View Synthesis—0
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation—0
3iGS: Factorised Tensorial Illumination for 3D Gaussian SplattingCode0
RayGauss: Volumetric Gaussian-Based Ray Casting for Photorealistic Novel View Synthesis—0
MGFs: Masked Gaussian Fields for Meshing Building based on Multi-View Images—0
LoopSparseGS: Loop Based Sparse-View Friendly Gaussian Splatting—0
Forecasting Future Videos from Novel Views via Disentangled 3D Scene Representation—0
Dynamic Scene Understanding through Object-Centric Voxelization and Neural RenderingCode1
IOVS4NeRF:Incremental Optimal View Selection for Large-Scale NeRFs—0
Towards the Spectral bias Alleviation by Normalizations in Coordinate NetworksCode0
Pose Estimation from Camera Images for Underwater Inspection—0
SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency—0
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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