Joint 3d face reconstruction and dense alignment with position map regression network

Y Feng, F Wu, X Shao, Y Wang… - Proceedings of the …, 2018 - openaccess.thecvf.com
We propose a straightforward method that simultaneously reconstructs the 3D facial
structure and provides dense alignment. To achieve this, we design a 2D representation …

Wing loss for robust facial landmark localisation with convolutional neural networks

ZH Feng, J Kittler, M Awais… - Proceedings of the …, 2018 - openaccess.thecvf.com
We present a new loss function, namely Wing loss, for robust facial landmark localisation
with Convolutional Neural Networks (CNNs). We first compare and analyse different loss …

Face alignment across large poses: A 3d solution

X Zhu, Z Lei, X Liu, H Shi, SZ Li - Proceedings of the IEEE …, 2016 - openaccess.thecvf.com
Face alignment, which fits a face model to an image and extracts the semantic meanings of
facial pixels, has been an important topic in CV community. However, most algorithms are …

Face alignment in full pose range: A 3d total solution

X Zhu, X Liu, Z Lei, SZ Li - IEEE transactions on pattern …, 2017 - ieeexplore.ieee.org
Face alignment, which fits a face model to an image and extracts the semantic meanings of
facial pixels, has been an important topic in the computer vision community. However, most …

Detecting anatomical landmarks from limited medical imaging data using two-stage task-oriented deep neural networks

J Zhang, M Liu, D Shen - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
One of the major challenges in anatomical landmark detection, based on deep neural
networks, is the limited availability of medical imaging data for network learning. To address …

Facial landmark detection with tweaked convolutional neural networks

Y Wu, T Hassner, KG Kim, G Medioni… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
This paper concerns the problem of facial landmark detection. We provide a unique new
analysis of the features produced at intermediate layers of a convolutional neural network …

3D face reconstruction from a single image assisted by 2D face images in the wild

X Tu, J Zhao, M Xie, Z Jiang… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
3D face reconstruction from a single image is an important task in many multimedia
applications. Recent works typically learn a CNN-based 3D face model that regresses …

Attention-driven cropping for very high resolution facial landmark detection

P Chandran, D Bradley, M Gross… - Proceedings of the …, 2020 - openaccess.thecvf.com
Facial landmark detection is a fundamental task for many consumer and high-end
applications and is almost entirely solved by machine learning methods today. Existing …

3fabrec: Fast few-shot face alignment by reconstruction

B Browatzki, C Wallraven - … of the IEEE/CVF conference on …, 2020 - openaccess.thecvf.com
Current supervised methods for facial landmark detection require a large amount of training
data and may suffer from overfitting to specific datasets due to the massive number of …

Joint multi-view face alignment in the wild

J Deng, G Trigeorgis, Y Zhou… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
The de facto algorithm for facial landmark estimation involves running a face detector with a
subsequent deformable model fitting on the bounding box. This encompasses two basic …