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 1001–1050 of 1441 papers

TitleStatusHype
Gaussian in the Wild: 3D Gaussian Splatting for Unconstrained Image Collections—0
Pixel-GS: Density Control with Pixel-aware Gradient for 3D Gaussian Splatting—0
CombiNeRF: A Combination of Regularization Techniques for Few-Shot Neural Radiance Field View SynthesisCode0
Zero123-6D: Zero-shot Novel View Synthesis for RGB Category-level 6D Pose Estimation—0
RadSplat: Radiance Field-Informed Gaussian Splatting for Robust Real-Time Rendering with 900+ FPS—0
Learning Novel View Synthesis from Heterogeneous Low-light Captures—0
GaussianFlow: Splatting Gaussian Dynamics for 4D Content Creation—0
HUGS: Holistic Urban 3D Scene Understanding via Gaussian Splatting—0
Hybrid Explicit Representation for Ultra-Realistic Head Avatars—0
Exploring Multi-modal Neural Scene Representations With Applications on Thermal Imaging—0
Diffusion Models are Geometry Critics: Single Image 3D Editing Using Pre-Trained Diffusion Priors—0
FLex: Joint Pose and Dynamic Radiance Fields Optimization for Stereo Endoscopic Videos—0
RoGUENeRF: A Robust Geometry-Consistent Universal Enhancer for NeRF—0
GeoGaussian: Geometry-aware Gaussian Splatting for Scene Rendering—0
Recent Advances in 3D Gaussian Splatting—0
HourglassNeRF: Casting an Hourglass as a Bundle of Rays for Few-shot Neural Rendering—0
Ctrl123: Consistent Novel View Synthesis via Closed-Loop Transcription—0
GGRt: Towards Pose-free Generalizable 3D Gaussian Splatting in Real-time—0
Q-SLAM: Quadric Representations for Monocular SLAM—0
Learning Generalizable Feature Fields for Mobile Manipulation—0
FreGS: 3D Gaussian Splatting with Progressive Frequency Regularization—0
FSViewFusion: Few-Shots View Generation of Novel Objects—0
Is Vanilla MLP in Neural Radiance Field Enough for Few-shot View Synthesis?—0
Finding Waldo: Towards Efficient Exploration of NeRF Scene Spaces—0
DART: Implicit Doppler Tomography for Radar Novel View Synthesis—0
DaReNeRF: Direction-aware Representation for Dynamic Scenes—0
Depth-Guided Robust and Fast Point Cloud Fusion NeRF for Sparse Input Views—0
Neural Field Classifiers via Target Encoding and Classification Loss—0
PolyOculus: Simultaneous Multi-view Image-based Novel View Synthesis—0
GVA: Reconstructing Vivid 3D Gaussian Avatars from Monocular Videos—0
CMC: Few-shot Novel View Synthesis via Cross-view Multiplane Consistency—0
TaylorGrid: Towards Fast and High-Quality Implicit Field Learning via Direct Taylor-based Grid Optimization—0
FrameNeRF: A Simple and Efficient Framework for Few-shot Novel View Synthesis—0
MVDiffusion++: A Dense High-resolution Multi-view Diffusion Model for Single or Sparse-view 3D Object Reconstruction—0
3D Gaussian as a New Era: A Survey—0
NCRF: Neural Contact Radiance Fields for Free-Viewpoint Rendering of Hand-Object Interaction—0
SPAD : Spatially Aware Multiview Diffusers—0
Denoising Diffusion via Image-Based Rendering—0
360-GS: Layout-guided Panoramic Gaussian Splatting For Indoor Roaming—0
GaussianStyle: Gaussian Head Avatar via StyleGANCode0
Advances in 3D Generation: A Survey—0
RGBD Objects in the Wild: Scaling Real-World 3D Object Learning from RGB-D Videos—0
Methods and strategies for improving the novel view synthesis quality of neural radiation field—0
IRIS: Inverse Rendering of Indoor Scenes from Low Dynamic Range Images—0
HG3-NeRF: Hierarchical Geometric, Semantic, and Photometric Guided Neural Radiance Fields for Sparse View Inputs—0
Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions—0
ICON: Incremental CONfidence for Joint Pose and Radiance Field Optimization—0
ProvNeRF: Modeling per Point Provenance in NeRFs as a Stochastic Field—0
Diffusion Priors for Dynamic View Synthesis from Monocular Videos—0
RustNeRF: Robust Neural Radiance Field with Low-Quality Images—0
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All datasetsLLFFMip-NeRF 360NeRFTanks and TemplesRefRefDONeRF: Evaluation DatasetX3DRTMVScanNetACIDSWORDHDR-GS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiXPSNR27.39—Unverified
2JAXNeRFPSNR26.92—Unverified
3K-Planes (hybrid)PSNR26.92—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
10LightGaussianLPIPS0.21—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