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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1351–1400 of 1441 papers

TitleStatusHype
Neural Head Avatars from Monocular RGB Videos—0
Neural Point Light Fields—0
RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse InputsCode0
NeRFReN: Neural Radiance Fields with Reflections—0
Urban Radiance Fields—0
Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields—0
Temporal-MPI: Enabling Multi-Plane Images for Dynamic Scene Modelling via Temporal Basis Learning—0
LOLNeRF: Learn from One Look—0
Novel View Synthesis from a Single Image via Unsupervised learning—0
H-NeRF: Neural Radiance Fields for Rendering and Temporal Reconstruction of Humans in Motion—0
Shape and Reflectance Reconstruction in Uncontrolled Environments by Differentiable Rendering—0
Neural Relightable Participating Media Rendering—0
LENS: Localization enhanced by NeRF synthesis—0
Video Autoencoder: self-supervised disentanglement of static 3D structure and motion—0
FLAME-in-NeRF: Neural control of Radiance Fields for Free View Face Animation—0
Neural Plenoptic Sampling: Capture Light-field from Imaginary Eyes—0
Learning Global Spatial Information for Multi-View Object-Centric Models—0
FreeStyleGAN: Free-view Editable Portrait Rendering with the Camera Manifold—0
Point-Based Neural Rendering with Per-View Optimization—0
Stochastic Neural Radiance Fields: Quantifying Uncertainty in Implicit 3D Representations—0
Learning Object-Compositional Neural Radiance Field for Editable Scene Rendering—0
Dynamic Scene Novel View Synthesis via Deferred Spatio-temporal Consistency—0
Seeing Implicit Neural Representations as Fourier Series—0
FLAME-in-NeRF : Neural control of Radiance Fields for Free View Face Animation—0
Deep Learning based Novel View Synthesis—0
Fast and Explicit Neural View Synthesis—0
LiveView: Dynamic Target-Centered MPI for View Synthesis—0
3D Neural Scene Representations for Visuomotor Control—0
Fast Training of Neural Lumigraph Representations using Meta Learning—0
FaDIV-Syn: Fast Depth-Independent View Synthesis using Soft Masks and Implicit Blending—0
Scale-Consistent Fusion: from Heterogeneous Local Sampling to Global Immersive Rendering—0
NeRF in detail: Learning to sample for view synthesis—0
Stylizing 3D Scene via Implicit Representation and HyperNetwork—0
NeuLF: Efficient Novel View Synthesis with Neural 4D Light Field—0
Neural Trajectory Fields for Dynamic Novel View Synthesis—0
Sparse Pose Trajectory Completion—0
Exploring 2D Data Augmentation for 3D Monocular Object Detection—0
One Ring to Rule Them All: a simple solution to multi-view 3D-Reconstruction of shapes with unknown BRDF via a small Recurrent ResNet—0
Neural Lumigraph RenderingCode0
Robust 2D/3D Vehicle Parsing in CVIS—0
Style and Pose Control for Image Synthesis of Humans from a Single Monocular View—0
A-NeRF: Articulated Neural Radiance Fields for Learning Human Shape, Appearance, and Pose—0
Unsupervised Novel View Synthesis from a Single Image—0
IntraTomo: Self-Supervised Learning-Based Tomography via Sinogram Synthesis and PredictionCode0
Robust 2D/3D Vehicle Parsing in Arbitrary Camera Views for CVISCode0
RGBD-Net: Predicting color and depth images for novel views synthesis—0
Adaptive Multiplane Image Generation from a Single Internet Picture—0
Novel View Synthesis from only a 6-DoF Camera Pose by Two-stage Networks—0
Novel View Synthesis from Single Images via Point Cloud Transformation—0
Pairwise-GAN: Pose-based View Synthesis through Pair-Wise TrainingCode0
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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