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

Showing 201250 of 1441 papers

TitleStatusHype
ViewFormer: NeRF-free Neural Rendering from Few Images Using TransformersCode2
Pix2NeRF: Unsupervised Conditional π-GAN for Single Image to Neural Radiance Fields TranslationCode2
360MonoDepth: High-Resolution 360deg Monocular Depth EstimationCode2
Pix2NeRF: Unsupervised Conditional p-GAN for Single Image to Neural Radiance Fields TranslationCode2
CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance FieldsCode2
NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw ImagesCode2
Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields ReconstructionCode2
ADOP: Approximate Differentiable One-Pixel Point RenderingCode2
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view ReconstructionCode2
Neural Body: Implicit Neural Representations with Structured Latent Codes for Novel View Synthesis of Dynamic HumansCode2
pixelNeRF: Neural Radiance Fields from One or Few ImagesCode2
Liquid Warping GAN with Attention: A Unified Framework for Human Image SynthesisCode2
Refine Any Object in Any SceneCode1
UnMix-NeRF: Spectral Unmixing Meets Neural Radiance FieldsCode1
Self-Supervised Multimodal NeRF for Autonomous DrivingCode1
R3eVision: A Survey on Robust Rendering, Restoration, and Enhancement for 3D Low-Level VisionCode1
3DGS-IEval-15K: A Large-scale Image Quality Evaluation Database for 3D Gaussian-SplattingCode1
Anti-Aliased 2D Gaussian SplattingCode1
Princeton365: A Diverse Dataset with Accurate Camera PoseCode1
PhysGaia: A Physics-Aware Dataset of Multi-Body Interactions for Dynamic Novel View SynthesisCode1
3DGEER: Exact and Efficient Volumetric Rendering with 3D GaussiansCode1
Holistic Large-Scale Scene Reconstruction via Mixed Gaussian SplattingCode1
RealEngine: Simulating Autonomous Driving in Realistic ContextCode1
Continuous Representation Methods, Theories, and Applications: An Overview and PerspectivesCode1
MGStream: Motion-aware 3D Gaussian for Streamable Dynamic Scene ReconstructionCode1
Consistent Quantity-Quality Control across Scenes for Deployment-Aware Gaussian SplattingCode1
RefRef: A Synthetic Dataset and Benchmark for Reconstructing Refractive and Reflective ObjectsCode1
CasualHDRSplat: Robust High Dynamic Range 3D Gaussian Splatting from Casually Captured VideosCode1
iVR-GS: Inverse Volume Rendering for Explorable Visualization via Editable 3D Gaussian SplattingCode1
SN-LiDAR: Semantic Neural Fields for Novel Space-time View LiDAR SynthesisCode1
SVG-IR: Spatially-Varying Gaussian Splatting for Inverse RenderingCode1
TC-GS: Tri-plane based compression for 3D Gaussian SplattingCode1
Enhancing Close-up Novel View Synthesis via Pseudo-labelingCode1
RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View ImagesCode1
Improving Adaptive Density Control for 3D Gaussian SplattingCode1
Next-Scale Autoregressive Models are Zero-Shot Single-Image Object View SynthesizersCode1
GS-I^3: Gaussian Splatting for Surface Reconstruction from Illumination-Inconsistent ImagesCode1
Harnessing Frequency Spectrum Insights for Image Copyright Protection Against Diffusion ModelsCode1
X-Field: A Physically Grounded Representation for 3D X-ray ReconstructionCode1
PCGS: Progressive Compression of 3D Gaussian SplattingCode1
Does 3D Gaussian Splatting Need Accurate Volumetric Rendering?Code1
Exploiting Deblurring Networks for Radiance FieldsCode1
CDGS: Confidence-Aware Depth Regularization for 3D Gaussian SplattingCode1
HumanGif: Single-View Human Diffusion with Generative PriorCode1
Large Images are Gaussians: High-Quality Large Image Representation with Levels of 2D Gaussian SplattingCode1
GP-GS: Gaussian Processes for Enhanced Gaussian SplattingCode1
DriveEditor: A Unified 3D Information-Guided Framework for Controllable Object Editing in Driving ScenesCode1
BeSplat: Gaussian Splatting from a Single Blurry Image and Event StreamCode1
Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural IntegrityCode1
EGSRAL: An Enhanced 3D Gaussian Splatting based Renderer with Automated Labeling for Large-Scale Driving SceneCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiXPSNR27.39Unverified
2JAXNeRFPSNR26.92Unverified
3K-Planes (hybrid)PSNR26.92Unverified
4Plenoxels + NeRFLiXPSNR26.9Unverified
5K-Planes (explicit)PSNR26.78Unverified
6TensoRFPSNR26.73Unverified
7NeRFPSNR26.5Unverified
8PlenoxelsPSNR26.29Unverified
9HyperReelPSNR26.2Unverified
10MobileNeRFPSNR25.91Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFLPIPS0.52Unverified
2MobileNeRFLPIPS0.47Unverified
3NeRF++LPIPS0.43Unverified
4C3DGSLPIPS0.25Unverified
5Compressed 3D Gaussian SplattingLPIPS0.24Unverified
6HAC 3DGSLPIPS0.23Unverified
7Compact3DLPIPS0.23Unverified
8Self-Organizing GaussiansLPIPS0.22Unverified
93D Gaussian SplattingLPIPS0.21Unverified
10LightGaussianLPIPS0.21Unverified
#ModelMetricClaimedVerifiedStatus
1Deformable Beta SplattingPSNR34.66Unverified
2Self-Organizing GaussiansPSNR33.7Unverified
3I-NGPPSNR33.18Unverified
4TensoRFPSNR33.14Unverified
5K-Planes (hybrid)PSNR32.36Unverified
6K-Planes (explicit)PSNR32.21Unverified
7PlenoxelsPSNR31.71Unverified
8JAXNeRFPSNR31.65Unverified
9NeRFPSNR31Unverified
10MobileNeRFPSNR30.9Unverified
#ModelMetricClaimedVerifiedStatus
1TensoRF + NeRFLiX++PSNR29.24Unverified
2TensoRF + NeRFLiXPSNR28.94Unverified
3Plenoxels + NeRFLiXPSNR28.61Unverified
4Self-Organizing GaussiansPSNR25.63Unverified
5HAC 3DGSPSNR24.4Unverified
6Compact3DPSNR23.47Unverified
73D Gaussian SplattingPSNR23.14Unverified
8Mip-NERF 360PSNR19.65Unverified
9DIVeR + NeRFLiXSSIM0.92Unverified
10C3DGSPSNR0.23Unverified
#ModelMetricClaimedVerifiedStatus
1R3F-OracleAverage PSNR (dB)29.34Unverified
2Zip-NeRFAverage PSNR (dB)26.11Unverified
3R3FAverage PSNR (dB)24.95Unverified
4Ray Deformation NetworkAverage PSNR (dB)23.13Unverified
5Rose-NeRFAverage PSNR (dB)22.86Unverified
6NeuSAverage PSNR (dB)19.62Unverified
7SplatfactoAverage PSNR (dB)19.53Unverified
8TNSRAverage PSNR (dB)18.64Unverified
#ModelMetricClaimedVerifiedStatus
1HyperReelPSNR35.1Unverified
2Instant NGPPSNR33.1Unverified
3AdaNeRFPSNR30.9Unverified
4NeRFPSNR30.9Unverified
5DoNeRFPSNR30.8Unverified
6TermiNeRFPSNR29.8Unverified
#ModelMetricClaimedVerifiedStatus
1SAX-NeRFPSNR51.37Unverified
2NAFPSNR38.81Unverified
3TensoRFPSNR37.67Unverified
4NeATPSNR36.01Unverified
5NeRFPSNR32.49Unverified
6InTomoPSNR31.96Unverified
#ModelMetricClaimedVerifiedStatus
1Pixel-NeRF (env: Google Scan)PSNR14.59Unverified
2Pixel-NeRF (env: Bricks)PSNR12.15Unverified
3Pixel-NeRF (env: ABC)PSNR12.15Unverified
4Pixel-NeRF (env: Amz. Ber.)PSNR12.13Unverified
#ModelMetricClaimedVerifiedStatus
13DGEERPSNR31.5Unverified
23DGUTPSNR30.64Unverified
3EVERPSNR29.47Unverified
4FisheyeGSPSNR27.81Unverified
#ModelMetricClaimedVerifiedStatus
1impl.-nodepthFID42.88Unverified
2hybridNLL5.34Unverified
3impl.-catdepthSSIM0.42Unverified
#ModelMetricClaimedVerifiedStatus
1StereoLayers (8 layers)LPIPS0.11Unverified
2StereoLayers (2 layers)LPIPS0.1Unverified
3StereoLayersLPIPS0.1Unverified
#ModelMetricClaimedVerifiedStatus
1HDR-GSAverage PSNR38.37Unverified
2HDR-NeRFAverage PSNR36.4Unverified
#ModelMetricClaimedVerifiedStatus
1NeRFtrinsic FourAverage PSNR27.15Unverified
2NeRF--Average PSNR23.92Unverified
#ModelMetricClaimedVerifiedStatus
1HybridFID48.84Unverified
2Impl.-depthNLL4.84Unverified
#ModelMetricClaimedVerifiedStatus
1Gear-NeRFPSNR32.21Unverified
#ModelMetricClaimedVerifiedStatus
1Self-Organizing GaussiansLPIPS0.26Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.14Unverified
#ModelMetricClaimedVerifiedStatus
1READAverage PSNR23.28Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.63Unverified
#ModelMetricClaimedVerifiedStatus
1Single NeRF + Share./Inst. NetLPIPS0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.92Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.9Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-view to Novel ViewSSIM0.7Unverified