3D Face Reconstruction
3D Face Reconstruction is a computer vision task that involves creating a 3D model of a human face from a 2D image or a set of images. The goal of 3D face reconstruction is to reconstruct a digital 3D representation of a person's face, which can be used for various applications such as animation, virtual reality, and biometric identification.
( Image credit: 3DDFA_V2 )
Papers
Showing 1–10 of 211 papers
All datasetsREALYREALY (side-view)NoW BenchmarkFlorenceAFLW2000-3DStirling-HQ (FG2018 3D face reconstruction challenge)Stirling-LQ (FG2018 3D face reconstruction challenge)13.8
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3DMM-CNN | Median Reconstruction Error | 1.84 | — | Unverified |
| 2 | UMDFA | Median Reconstruction Error | 1.52 | — | Unverified |
| 3 | PRNet | Median Reconstruction Error | 1.5 | — | Unverified |
| 4 | MGCNet | Median Reconstruction Error | 1.31 | — | Unverified |
| 5 | SynergyNet | Median Reconstruction Error | 1.27 | — | Unverified |
| 6 | Dib et al. 2021 | Median Reconstruction Error | 1.26 | — | Unverified |
| 7 | Deng et al. 2019 | Median Reconstruction Error | 1.23 | — | Unverified |
| 8 | 3DDFA_V2 | Median Reconstruction Error | 1.23 | — | Unverified |
| 9 | RingNet | Median Reconstruction Error | 1.21 | — | Unverified |
| 10 | FLAME template | Median Reconstruction Error | 1.21 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3DDFA | Mean NME | 6.38 | — | Unverified |
| 2 | VRN-Guided | Mean NME | 5.27 | — | Unverified |
| 3 | PRN | Mean NME | 3.76 | — | Unverified |
| 4 | 3DDFA_V2 | Mean NME | 3.56 | — | Unverified |
| 5 | Tran et al. | RMSE Cooperative | 1.97 | — | Unverified |
| 6 | 3DMM-CNN | Average 3D Error | 1.93 | — | Unverified |
| 7 | itwmm | Average 3D Error | 1.82 | — | Unverified |
| 8 | Genova et al. | RMSE Cooperative | 1.78 | — | Unverified |
| 9 | Piotraschke and Blanz | RMSE Cooperative | 1.68 | — | Unverified |
| 10 | Deep3DFaceReconstruction | RMSE Cooperative | 1.66 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Djehutynakht | 0..5sec | 0 | — | Unverified |