3D Face Reconstruction

3D face reconstruction is the task of reconstructing a face from an image into a 3D form (or mesh).

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Latest papers with code

Face Manifold: Manifold Learning for Synthetic Face Generation

3 Oct 2019SCL-UT/face-manifold

The main challenge of such techniques is a vital need for large 3D face datasets.

3D FACE RECONSTRUCTION DENOISING FACE GENERATION FACE RECOGNITION

8
03 Oct 2019

Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face Alignment

30 Aug 2019LeiJiangJNU/DAMDNet

3D face alignment of monocular images is a crucial process in the recognition of faces with disguise. 3D face reconstruction facilitated by alignment can restore the face structure which is helpful in detcting disguise interference. This paper proposes a dual attention mechanism and an efficient end-to-end 3D face alignment framework. We build a stable network model through Depthwise Separable Convolution, Densely Connected Convolutional and Lightweight Channel Attention Mechanism.

3D FACE RECONSTRUCTION FACE ALIGNMENT

18
30 Aug 2019

Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision

CVPR 2019 soubhiksanyal/RingNet

The estimation of 3D face shape from a single image must be robust to variations in lighting, head pose, expression, facial hair, makeup, and occlusions.

3D FACE RECONSTRUCTION

230
16 May 2019

Joint 3D Face Reconstruction and Dense Face Alignment from A Single Image with 2D-Assisted Self-Supervised Learning

22 Mar 2019XgTu/2DASL

3D face reconstruction from a single 2D image is a challenging problem with broad applications.

3D FACE RECONSTRUCTION FACE ALIGNMENT

234
22 Mar 2019

Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set

20 Mar 2019Microsoft/Deep3DFaceReconstruction

Recently, deep learning based 3D face reconstruction methods have shown promising results in both quality and efficiency. However, training deep neural networks typically requires a large volume of data, whereas face images with ground-truth 3D face shapes are scarce.

3D FACE RECONSTRUCTION

227
20 Mar 2019

3D Face Modeling From Diverse Raw Scan Data

13 Feb 2019liuf1990/3DFC

Traditional 3D face models learn a latent representation of faces using linear subspaces from limited scans of a single database.

3D FACE MODELING 3D FACE RECONSTRUCTION

33
13 Feb 2019

MobileFace: 3D Face Reconstruction with Efficient CNN Regression

24 Sep 2018nchinaev/MobileFace

Estimation of facial shapes plays a central role for face transfer and animation.

3D FACE RECONSTRUCTION FACE TRANSFER

32
24 Sep 2018

Unsupervised Training for 3D Morphable Model Regression

CVPR 2018 google/tf_mesh_renderer

We train a regression network using these objectives, a set of unlabeled photographs, and the morphable model itself, and demonstrate state-of-the-art results.

#2 best model for 3D Face Reconstruction on Florence (Average 3D Error metric)

3D FACE RECONSTRUCTION

284
15 Jun 2018

Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network

ECCV 2018 YadiraF/PRNet

We propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.

3D FACE RECONSTRUCTION FACE ALIGNMENT

3,395
21 Mar 2018

Extreme 3D Face Reconstruction: Seeing Through Occlusions

CVPR 2018 anhttran/extreme_3d_faces

Motivated by the concept of bump mapping, we propose a layered approach which decouples estimation of a global shape from its mid-level details (e. g., wrinkles).

3D FACE RECONSTRUCTION

501
14 Dec 2017