ML Research Wiki / Benchmarks / 3D Face Reconstruction / NoW Benchmark

NoW Benchmark

3D Face Reconstruction Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Median Reconstruction Error

Top Performing Models

Rank Model Paper Median Reconstruction Error Date Code
1 3DMM-CNN Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network 1.84 2016-12-15 📦 anhttran/3dmm_cnn 📦 fengju514/Expression-Net 📦 anhttran/3dmm_basic 📦 Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 📦 sagpant/3dmm_cnn
2 PRNet Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network 1.50 2018-03-21 📦 YadiraF/PRNet 📦 jimmy0087/faceai-master 📦 minoring/PRNet 📦 heathentw/prnet-tf2
3 MGCNet Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency 1.31 2020-07-24 📦 jiaxiangshang/MGCNet
4 SynergyNet Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry 1.27 2021-10-19 📦 tomas-gajarsky/facetorch 📦 choyingw/SynergyNet 📦 gai-shaoyan/mind3d 📦 Hikaylee/SynergyNet
5 Dib et al. 2021 Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing 1.26 2021-03-29 -
6 Deng et al. 2019 Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 1.23 2019-03-20 📦 Microsoft/Deep3DFaceReconstruction 📦 sicxu/Deep3DFaceRecon_pytorch 📦 qiuyu96/carver 📦 thu-ml/at3d
7 3DDFA_V2 Towards Fast, Accurate and Stable 3D Dense Face Alignment 1.23 2020-09-21 📦 cleardusk/3DDFA 📦 cleardusk/3DDFA_V2 📦 scoutant/face-blur
8 RingNet Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision 1.21 2019-05-16 📦 soubhiksanyal/RingNet 📦 soubhiksanyal/now_evaluation
9 PIXIE Collaborative Regression of Expressive Bodies using Moderation 1.18 2021-05-11 📦 YadiraF/PIXIE
10 Deep3DFaceRecon PyTorch Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 1.11 2019-03-20 📦 Microsoft/Deep3DFaceReconstruction 📦 sicxu/Deep3DFaceRecon_pytorch 📦 qiuyu96/carver 📦 thu-ml/at3d

All Papers (15)

anhttran/3dmm_cnn fengju514/Expression-Net
YadiraF/PRNet jimmy0087/faceai-master
jiaxiangshang/MGCNet
tomas-gajarsky/facetorch choyingw/SynergyNet
Microsoft/Deep3DFaceReconstruction sicxu/Deep3DFaceRecon_pytorch
cleardusk/3DDFA cleardusk/3DDFA_V2 scoutant/face-blur
soubhiksanyal/RingNet soubhiksanyal/now_evaluation
YadiraF/PIXIE
Microsoft/Deep3DFaceReconstruction sicxu/Deep3DFaceRecon_pytorch
YadiraF/DECA yfeng95/deca
unibas-gravis/Occlusion-Robust-MoFA

3D face reconstruction with dense landmarks

2022
DenseLandmarks (Single-view)
Zielon/MICA

3D face reconstruction with dense landmarks

2022
DenseLandmarks (Multi-view)