# Human Novel View Synthesis on ZJU-MoCap

Source: [Human Novel View Synthesis on ZJU-MoCap](<https://www.sota2.com/research/sota/human-novel-view-synthesis-on-zju-mocap>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:56:29.272Z

Evaluation of Human Novel View Synthesis performance on the ZJU-MoCap dataset, reporting metrics such as PSNR, SSIM, and LPIPS.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Human Novel View Synthesis |
| Dataset (including any stated split) | ZJU-MoCap |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/human-novel-view-synthesis-on-zju-mocap.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/human-novel-view-synthesis-on-zju-mocap.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/human-novel-view-synthesis-on-zju-mocap.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GART | 32.22 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| FlexNeRF | 31.73 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| GauHuman | 31.34 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| InstantNVR | 31.01 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| PoseGaussian | 30.86 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| Sem-Human | 30.8 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| HumanNeRF | 30.66 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| 3DGS-Avatar | 30.61 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| INR | 30.54 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| HUGS | 30.54 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| AS | 30.38 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| GoMAvatar | 30.37 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| SparseHumanNeRF | 30.24 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| SplatArmor | 30.24 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| MonoHuman | 30.05 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| HumanSplat | 29.82 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| AN | 29.77 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| InstantAvatar | 29.73 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| GPS-Gaussian | 29.68 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| DVA | 29.45 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| Deform 3D | 29.28 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| NB | 29.03 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| ENeRF | 28.9 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| GP-NeRF | 28.8 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| NHP | 28.25 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| SMPLPix | 27 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| HuGS | 26.58 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| KeypointNeRF | 25.03 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| PixelNeRF | 24.71 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| AniNeRF | 24.56 | Not recorded | 69857573c97a0b3e3b5d5b73 |
| Deform3GS | 24.1 | Not recorded | 69857573c97a0b3e3b5d5b73 |

### GART

PSNR: 32.22. Result ID: 6997415f5698665ec492215a.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea5089d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FlexNeRF

PSNR: 31.73. Result ID: 6997415f5698665ec4922149.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42d9b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GauHuman

PSNR: 31.34. Result ID: 6997415f5698665ec4922159.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea510c4.md>)

[Implementation](<https://github.com/skhu101/GauHuman>)

Recorded evaluation configuration: {"Train":"1m","FPS":"189"}. This record does not assert independent reproduction.

### InstantNVR

PSNR: 31.01. Result ID: 6997415f5698665ec4922145.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e61.md>)

[Implementation](<https://zju3dv.github.io/instant_nvr>)

Recorded evaluation configuration: {"Train":"5m","FPS":"2.20"}. This record does not assert independent reproduction.

### PoseGaussian

PSNR: 30.86. Result ID: 6997415f5698665ec492215b.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

Recorded evaluation configuration: {"Train":"30m","FPS":"100"}. This record does not assert independent reproduction.

### Sem-Human

PSNR: 30.8. Result ID: 6997415f5698665ec492214b.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HumanNeRF

PSNR: 30.66. Result ID: 6997415f5698665ec4922143.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35f9e.md>)

Recorded evaluation configuration: {"Train":"10h","FPS":"0.30"}. This record does not assert independent reproduction.

### 3DGS-Avatar

PSNR: 30.61. Result ID: 6997415f5698665ec4922156.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ce1e209131cea5899a.md>)

Recorded evaluation configuration: {"Train":"30m","FPS":"20"}. This record does not assert independent reproduction.

### INR

PSNR: 30.54. Result ID: 6997415f5698665ec492214f.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23272.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HUGS

PSNR: 30.54. Result ID: 6997415f5698665ec4922158.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c3e.md>)

[Implementation](<https://github.com/apple/ml-hugs>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AS

PSNR: 30.38. Result ID: 6997415f5698665ec4922141.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44560.md>)

Recorded evaluation configuration: {"Train":"10h","FPS":"0.40"}. This record does not assert independent reproduction.

### GoMAvatar

PSNR: 30.37. Result ID: 6997415f5698665ec4922153.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5914e.md>)

[Implementation](<https://wenj.github.io/GoMAvatar/>)

Recorded evaluation configuration: {"Train":"23m","FPS":"4.15"}. This record does not assert independent reproduction.

### SparseHumanNeRF

PSNR: 30.24. Result ID: 6997415f5698665ec4922148.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32311.md>)

Recorded evaluation configuration: {"Train":null,"FPS":null}. This record does not assert independent reproduction.

### SplatArmor

PSNR: 30.24. Result ID: 6997415f5698665ec4922155.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MonoHuman

PSNR: 30.05. Result ID: 6997415f5698665ec492214a.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eee1e209131cea42f32.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HumanSplat

PSNR: 29.82. Result ID: 6997415f5698665ec4922150.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681ea.md>)

[Implementation](<https://humansplat.github.io/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AN

PSNR: 29.77. Result ID: 6997415f5698665ec4922140.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2cd.md>)

Recorded evaluation configuration: {"Train":"10h","FPS":"1.11"}. This record does not assert independent reproduction.

### InstantAvatar

PSNR: 29.73. Result ID: 6997415f5698665ec4922146.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e83b.md>)

Recorded evaluation configuration: {"Train":"3m","FPS":"4.15"}. This record does not assert independent reproduction.

### GPS-Gaussian

PSNR: 29.68. Result ID: 6997415f5698665ec4922151.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea5971a.md>)

[Implementation](<https://shunyuanzheng.github.io/GPS-Gaussian>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DVA

PSNR: 29.45. Result ID: 6997415f5698665ec4922144.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37b71.md>)

Recorded evaluation configuration: {"Train":"1.5h","FPS":"16.5"}. This record does not assert independent reproduction.

### Deform 3D

PSNR: 29.28. Result ID: 6997415f5698665ec4922157.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NB

PSNR: 29.03. Result ID: 6997415f5698665ec492213f.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23272.md>)

Recorded evaluation configuration: {"Train":"10h","FPS":"1.48"}. This record does not assert independent reproduction.

### ENeRF

PSNR: 28.9. Result ID: 6997415f5698665ec4922142.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0c1e209131cea3dabf.md>)

Recorded evaluation configuration: {"Train":null,"FPS":null}. This record does not assert independent reproduction.

### GP-NeRF

PSNR: 28.8. Result ID: 6997415f5698665ec492214d.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c181e209131cea321c5.md>)

Recorded evaluation configuration: {"Train":"20h","FPS":"1.05"}. This record does not assert independent reproduction.

### NHP

PSNR: 28.25. Result ID: 6997415f5698665ec492213e.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a900.md>)

[Implementation](<https://youngjoongunc.github.io/nhp>)

Recorded evaluation configuration: {"Train":"1h","FPS":"0.15"}. This record does not assert independent reproduction.

### SMPLPix

PSNR: 27. Result ID: 6997415f5698665ec492214c.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HuGS

PSNR: 26.58. Result ID: 6997415f5698665ec4922154.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c2c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KeypointNeRF

PSNR: 25.03. Result ID: 6997415f5698665ec4922147.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1a1e209131cea37c2b.md>)

Recorded evaluation configuration: {"Train":"20h","FPS":"1.05"}. This record does not assert independent reproduction.

### PixelNeRF

PSNR: 24.71. Result ID: 6997415f5698665ec492213d.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d64.md>)

Recorded evaluation configuration: {"Train":"1h","FPS":"1.20"}. This record does not assert independent reproduction.

### AniNeRF

PSNR: 24.56. Result ID: 6997415f5698665ec492214e.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2cd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Deform3GS

PSNR: 24.1. Result ID: 6997415f5698665ec4922152.

[Reporting paper](<https://www.sota2.com/research/paper/69857573c97a0b3e3b5d5b73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0c1e209131cea3dabf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
