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 9511000 of 1441 papers

TitleStatusHype
SAGS: Structure-Aware 3D Gaussian Splatting0
Depth Supervised Neural Surface Reconstruction from Airborne Imagery0
LeanGaussian: Breaking Pixel or Point Cloud Correspondence in Modeling 3D GaussiansCode0
NeRF-DetS: Enhanced Adaptive Spatial-wise Sampling and View-wise Fusion Strategies for NeRF-based Indoor Multi-view 3D Object Detection0
Neural Radiance Field in Autonomous Driving: A Survey0
CT-NeRF: Incremental Optimizing Neural Radiance Field and Poses with Complex Trajectory0
CrossScore: Towards Multi-View Image Evaluation and Scoring0
Scene Coordinate Reconstruction: Posing of Image Collections via Incremental Learning of a Relocalizer0
Generalizable Novel-View Synthesis using a Stereo Camera0
GScream: Learning 3D Geometry and Feature Consistent Gaussian Splatting for Object Removal0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation0
Evaluating Alternatives to SFM Point Cloud Initialization for Gaussian Splatting0
AG-NeRF: Attention-guided Neural Radiance Fields for Multi-height Large-scale Outdoor Scene RenderingCode0
DeblurGS: Gaussian Splatting for Camera Motion Blur0
InFusion: Inpainting 3D Gaussians via Learning Depth Completion from Diffusion Prior0
AbsGS: Recovering Fine Details for 3D Gaussian Splatting0
1st Place Solution for ICCV 2023 OmniObject3D Challenge: Sparse-View Reconstruction0
DeferredGS: Decoupled and Editable Gaussian Splatting with Deferred Shading0
Efficient and accurate neural field reconstruction using resistive memory0
ViFu: Multiple 360^ Objects Reconstruction with Clean Background via Visible Part Fusion0
MonoPatchNeRF: Improving Neural Radiance Fields with Patch-based Monocular Guidance0
Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation0
SpikeNVS: Enhancing Novel View Synthesis from Blurry Images via Spike Camera0
Revising Densification in Gaussian Splatting0
HFNeRF: Learning Human Biomechanic Features with Neural Radiance Fields0
Learning Topology Uniformed Face Mesh by Volume Rendering for Multi-view Reconstruction0
CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis0
Per-Gaussian Embedding-Based Deformation for Deformable 3D Gaussian Splatting0
RaFE: Generative Radiance Fields Restoration0
GaSpCT: Gaussian Splatting for Novel CT Projection View Synthesis0
Many-to-many Image Generation with Auto-regressive Diffusion Models0
NeRFCodec: Neural Feature Compression Meets Neural Radiance Fields for Memory-Efficient Scene Representation0
Mirror-3DGS: Incorporating Mirror Reflections into 3D Gaussian SplattingCode0
SGCNeRF: Few-Shot Neural Rendering via Sparse Geometric Consistency Guidance0
SurMo: Surface-based 4D Motion Modeling for Dynamic Human Rendering0
Knowledge NeRF: Few-shot Novel View Synthesis for Dynamic Articulated ObjectsCode0
Grounding and Enhancing Grid-based Models for Neural Fields0
Snap-it, Tap-it, Splat-it: Tactile-Informed 3D Gaussian Splatting for Reconstructing Challenging Surfaces0
SGD: Street View Synthesis with Gaussian Splatting and Diffusion Prior0
NeSLAM: Neural Implicit Mapping and Self-Supervised Feature Tracking With Depth Completion and DenoisingCode0
Stable Surface Regularization for Fast Few-Shot NeRF0
SAID-NeRF: Segmentation-AIDed NeRF for Depth Completion of Transparent Objects0
XScale-NVS: Cross-Scale Novel View Synthesis with Hash Featurized Manifold0
SplatFace: Gaussian Splat Face Reconstruction Leveraging an Optimizable Surface0
Modeling uncertainty for Gaussian Splatting0
MetaCap: Meta-learning Priors from Multi-View Imagery for Sparse-view Human Performance Capture and Rendering0
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric ConsistencyCode0
NeRF-HuGS: Improved Neural Radiance Fields in Non-static Scenes Using Heuristics-Guided Segmentation0
CVT-xRF: Contrastive In-Voxel Transformer for 3D Consistent Radiance Fields from Sparse Inputs0
INPC: Implicit Neural Point Clouds for Radiance Field Rendering0
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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