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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Greatest papers with code

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

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

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

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

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

Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation

ICCV 2017 matansel/pix2vertex

It has been recently shown that neural networks can recover the geometric structure of a face from a single given image.

3D FACE RECONSTRUCTION IMAGE-TO-IMAGE TRANSLATION

CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images

3 Aug 2017Juyong/3DFace

With the powerfulness of convolution neural networks (CNN), CNN based face reconstruction has recently shown promising performance in reconstructing detailed face shape from 2D face images.

3D FACE RECONSTRUCTION