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 101–150 of 1441 papers

TitleStatusHype
SuperGaussians: Enhancing Gaussian Splatting Using Primitives with Spatially Varying ColorsCode2
MVGenMaster: Scaling Multi-View Generation from Any Image via 3D Priors Enhanced Diffusion ModelCode2
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting SynthesisCode2
SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D ReconstructionCode2
BillBoard Splatting (BBSplat): Learnable Textured Primitives for Novel View SynthesisCode2
Structure Consistent Gaussian Splatting with Matching Prior for Few-shot Novel View SynthesisCode2
Few-shot Novel View Synthesis using Depth Aware 3D Gaussian SplattingCode2
Look Gauss, No Pose: Novel View Synthesis using Gaussian Splatting without Accurate Pose InitializationCode2
IncEventGS: Pose-Free Gaussian Splatting from a Single Event CameraCode2
MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian SplattingCode2
3DGS-DET: Empower 3D Gaussian Splatting with Boundary Guidance and Box-Focused Sampling for 3D Object DetectionCode2
GSplatLoc: Grounding Keypoint Descriptors into 3D Gaussian Splatting for Improved Visual LocalizationCode2
GStex: Per-Primitive Texturing of 2D Gaussian Splatting for Decoupled Appearance and Geometry ModelingCode2
Thermal3D-GS: Physics-induced 3D Gaussians for Thermal Infrared Novel-view SynthesisCode2
Drone-assisted Road Gaussian Splatting with Cross-view UncertaintyCode2
Pano2Room: Novel View Synthesis from a Single Indoor PanoramaCode2
WayveScenes101: A Dataset and Benchmark for Novel View Synthesis in Autonomous DrivingCode2
Free-SurGS: SfM-Free 3D Gaussian Splatting for Surgical Scene ReconstructionCode2
Dynamic Gaussian Marbles for Novel View Synthesis of Casual Monocular VideosCode2
MegaScenes: Scene-Level View Synthesis at ScaleCode2
RaNeuS: Ray-adaptive Neural Surface ReconstructionCode2
PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian SplattingCode2
Generalizable Human Gaussians from Single-View ImageCode2
ContextGS: Compact 3D Gaussian Splatting with Anchor Level Context ModelCode2
FreeSplat: Generalizable 3D Gaussian Splatting Towards Free-View Synthesis of Indoor ScenesCode2
DC-Gaussian: Improving 3D Gaussian Splatting for Reflective Dash Cam VideosCode2
CoR-GS: Sparse-View 3D Gaussian Splatting via Co-RegularizationCode2
AtomGS: Atomizing Gaussian Splatting for High-Fidelity Radiance FieldCode2
3D Gaussian Splatting with Deferred ReflectionCode2
SRGS: Super-Resolution 3D Gaussian SplattingCode2
Map-Relative Pose Regression for Visual Re-LocalizationCode2
The More You See in 2D, the More You Perceive in 3DCode2
PKU-DyMVHumans: A Multi-View Video Benchmark for High-Fidelity Dynamic Human ModelingCode2
CG-SLAM: Efficient Dense RGB-D SLAM in a Consistent Uncertainty-aware 3D Gaussian FieldCode2
Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial ImageryCode2
ThermoNeRF: Joint RGB and Thermal Novel View Synthesis for Building Facades using Multimodal Neural Radiance FieldsCode2
Lightning NeRF: Efficient Hybrid Scene Representation for Autonomous DrivingCode2
BAGS: Blur Agnostic Gaussian Splatting through Multi-Scale Kernel ModelingCode2
ViewFusion: Towards Multi-View Consistency via Interpolated DenoisingCode2
PC-NeRF: Parent-Child Neural Radiance Fields Using Sparse LiDAR Frames in Autonomous Driving EnvironmentsCode2
4D-Rotor Gaussian Splatting: Towards Efficient Novel View Synthesis for Dynamic ScenesCode2
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian DecompositionCode2
Objects With Lighting: A Real-World Dataset for Evaluating Reconstruction and Rendering for Object RelightingCode2
Efficient4D: Fast Dynamic 3D Object Generation from a Single-view VideoCode2
Morphable Diffusion: 3D-Consistent Diffusion for Single-image Avatar CreationCode2
The More You See in 2D the More You Perceive in 3DCode2
Spacetime Gaussian Feature Splatting for Real-Time Dynamic View SynthesisCode2
DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D VisionCode2
COLMAP-Free 3D Gaussian SplattingCode2
Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature FieldsCode2
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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