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 111–120 of 1441 papers
All datasetsLLFFMip-NeRF 360NeRFTanks and TemplesRefRefDONeRF: Evaluation DatasetX3DRTMVScanNetACIDSWORDHDR-GS
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TensoRF + NeRFLiX | PSNR | 27.39 | — | Unverified |
| 2 | JAXNeRF | PSNR | 26.92 | — | Unverified |
| 3 | K-Planes (hybrid) | PSNR | 26.92 | — | Unverified |
| 4 | Plenoxels + NeRFLiX | PSNR | 26.9 | — | Unverified |
| 5 | K-Planes (explicit) | PSNR | 26.78 | — | Unverified |
| 6 | TensoRF | PSNR | 26.73 | — | Unverified |
| 7 | NeRF | PSNR | 26.5 | — | Unverified |
| 8 | Plenoxels | PSNR | 26.29 | — | Unverified |
| 9 | HyperReel | PSNR | 26.2 | — | Unverified |
| 10 | MobileNeRF | PSNR | 25.91 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | NeRF | LPIPS | 0.52 | — | Unverified |
| 2 | MobileNeRF | LPIPS | 0.47 | — | Unverified |
| 3 | NeRF++ | LPIPS | 0.43 | — | Unverified |
| 4 | C3DGS | LPIPS | 0.25 | — | Unverified |
| 5 | Compressed 3D Gaussian Splatting | LPIPS | 0.24 | — | Unverified |
| 6 | HAC 3DGS | LPIPS | 0.23 | — | Unverified |
| 7 | Compact3D | LPIPS | 0.23 | — | Unverified |
| 8 | Self-Organizing Gaussians | LPIPS | 0.22 | — | Unverified |
| 9 | 3D Gaussian Splatting | LPIPS | 0.21 | — | Unverified |
| 10 | LightGaussian | LPIPS | 0.21 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Deformable Beta Splatting | PSNR | 34.66 | — | Unverified |
| 2 | Self-Organizing Gaussians | PSNR | 33.7 | — | Unverified |
| 3 | I-NGP | PSNR | 33.18 | — | Unverified |
| 4 | TensoRF | PSNR | 33.14 | — | Unverified |
| 5 | K-Planes (hybrid) | PSNR | 32.36 | — | Unverified |
| 6 | K-Planes (explicit) | PSNR | 32.21 | — | Unverified |
| 7 | Plenoxels | PSNR | 31.71 | — | Unverified |
| 8 | JAXNeRF | PSNR | 31.65 | — | Unverified |
| 9 | NeRF | PSNR | 31 | — | Unverified |
| 10 | MobileNeRF | PSNR | 30.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TensoRF + NeRFLiX++ | PSNR | 29.24 | — | Unverified |
| 2 | TensoRF + NeRFLiX | PSNR | 28.94 | — | Unverified |
| 3 | Plenoxels + NeRFLiX | PSNR | 28.61 | — | Unverified |
| 4 | Self-Organizing Gaussians | PSNR | 25.63 | — | Unverified |
| 5 | HAC 3DGS | PSNR | 24.4 | — | Unverified |
| 6 | Compact3D | PSNR | 23.47 | — | Unverified |
| 7 | 3D Gaussian Splatting | PSNR | 23.14 | — | Unverified |
| 8 | Mip-NERF 360 | PSNR | 19.65 | — | Unverified |
| 9 | DIVeR + NeRFLiX | SSIM | 0.92 | — | Unverified |
| 10 | C3DGS | PSNR | 0.23 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | R3F-Oracle | Average PSNR (dB) | 29.34 | — | Unverified |
| 2 | Zip-NeRF | Average PSNR (dB) | 26.11 | — | Unverified |
| 3 | R3F | Average PSNR (dB) | 24.95 | — | Unverified |
| 4 | Ray Deformation Network | Average PSNR (dB) | 23.13 | — | Unverified |
| 5 | Rose-NeRF | Average PSNR (dB) | 22.86 | — | Unverified |
| 6 | NeuS | Average PSNR (dB) | 19.62 | — | Unverified |
| 7 | Splatfacto | Average PSNR (dB) | 19.53 | — | Unverified |
| 8 | TNSR | Average PSNR (dB) | 18.64 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Pixel-NeRF (env: Google Scan) | PSNR | 14.59 | — | Unverified |
| 2 | Pixel-NeRF (env: Bricks) | PSNR | 12.15 | — | Unverified |
| 3 | Pixel-NeRF (env: ABC) | PSNR | 12.15 | — | Unverified |
| 4 | Pixel-NeRF (env: Amz. Ber.) | PSNR | 12.13 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | impl.-nodepth | FID | 42.88 | — | Unverified |
| 2 | hybrid | NLL | 5.34 | — | Unverified |
| 3 | impl.-catdepth | SSIM | 0.42 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StereoLayers (8 layers) | LPIPS | 0.11 | — | Unverified |
| 2 | StereoLayers (2 layers) | LPIPS | 0.1 | — | Unverified |
| 3 | StereoLayers | LPIPS | 0.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | NeRFtrinsic Four | Average PSNR | 27.15 | — | Unverified |
| 2 | NeRF-- | Average PSNR | 23.92 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Hybrid | FID | 48.84 | — | Unverified |
| 2 | Impl.-depth | NLL | 4.84 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Gear-NeRF | PSNR | 32.21 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Self-Organizing Gaussians | LPIPS | 0.26 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Single NeRF + Share./Inst. Net | LPIPS | 0.14 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | READ | Average PSNR | 23.28 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi-view to Novel View | SSIM | 0.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Single NeRF + Share./Inst. Net | LPIPS | 0.02 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi-view to Novel View | SSIM | 0.92 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi-view to Novel View | SSIM | 0.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Multi-view to Novel View | SSIM | 0.7 | — | Unverified |