ML Research Wiki / Benchmarks / 3D Face Reconstruction / Florence

Florence

3D Face Reconstruction Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Mean NME

Top Performing Models

Rank Model Paper Mean NME Date Code
1 3DDFA_V2 Towards Fast, Accurate and Stable 3D Dense Face Alignment 3.56 2020-09-21 📦 cleardusk/3DDFA 📦 cleardusk/3DDFA_V2 📦 scoutant/face-blur
2 Tran et al. Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network 2.03 2016-12-15 📦 anhttran/3dmm_cnn 📦 fengju514/Expression-Net 📦 anhttran/3dmm_basic 📦 Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 📦 sagpant/3dmm_cnn
3 3DMM-CNN Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network 1.93 2016-12-15 📦 anhttran/3dmm_cnn 📦 fengju514/Expression-Net 📦 anhttran/3dmm_basic 📦 Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 📦 sagpant/3dmm_cnn
4 itwmm 3D Face Morphable Models "In-the-Wild" 1.82 2017-01-19 -
5 Genova et al. Unsupervised Training for 3D Morphable Model Regression 1.78 2018-06-15 📦 google/tf_mesh_renderer 📦 FuxiCV/pt_mesh_renderer
6 Deep3DFaceReconstruction Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 1.66 2019-03-20 📦 Microsoft/Deep3DFaceReconstruction 📦 sicxu/Deep3DFaceRecon_pytorch 📦 qiuyu96/carver 📦 thu-ml/at3d
7 DenseLandmarks (Single-view) 3D face reconstruction with dense landmarks 1.62 2022-04-06 -
8 Deng Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 1.61 2019-03-20 📦 Microsoft/Deep3DFaceReconstruction 📦 sicxu/Deep3DFaceRecon_pytorch 📦 qiuyu96/carver 📦 thu-ml/at3d
9 ASM ASM: Adaptive Skinning Model for High-Quality 3D Face Modeling 1.53 2023-04-19 -
10 Unsupervised-3DMMR Unsupervised Training for 3D Morphable Model Regression 1.50 2018-06-15 📦 google/tf_mesh_renderer 📦 FuxiCV/pt_mesh_renderer

All Papers (15)

3D face reconstruction with dense landmarks

2022
DenseLandmarks (Single-view)

3D face reconstruction with dense landmarks

2022
DenseLandmarks (Multi-view)