Face generation is the task of generating (or interpolating) new faces from an existing dataset.

The state-of-the-art results for this task are located in the Image Generation parent.

( Image credit: Progressive Growing of GANs for Improved Quality, Stability, and Variation )

Leaderboards

You can find evaluation results in the subtasks. You can also submitting evaluation metrics for this task.

Latest papers with code

A recurrent cycle consistency loss for progressive face-to-face synthesis

14 Apr 2020ESanchezLozano/GANnotation

To the best of our knowledge, we are the first to propose a loss to overcome the limitation of the cycle consistency loss, and the first to propose an ''in-the-wild'' landmark guided synthesis approach.

FACE GENERATION

140
14 Apr 2020

Feature Quantization Improves GAN Training

5 Apr 2020YangNaruto/FQ-GAN

The instability in GAN training has been a long-standing problem despite remarkable research efforts.

 SOTA for Image Generation on ImageNet 64x64 (Inception Score metric )

CONDITIONAL IMAGE GENERATION FACE GENERATION QUANTIZATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

69
05 Apr 2020

AvatarMe: Realistically Renderable 3D Facial Reconstruction "in-the-wild"

30 Mar 2020lattas/avatarme

Over the last years, with the advent of Generative Adversarial Networks (GANs), many face analysis tasks have accomplished astounding performance, with applications including, but not limited to, face generation and 3D face reconstruction from a single "in-the-wild" image.

3D FACE RECONSTRUCTION FACE GENERATION

206
30 Mar 2020

Dual-Attention GAN for Large-Pose Face Frontalization

17 Feb 2020YuYin1/DA-GAN

Face frontalization provides an effective and efficient way for face data augmentation and further improves the face recognition performance in extreme pose scenario.

DATA AUGMENTATION FACE GENERATION FACE RECOGNITION SEMANTIC SEGMENTATION

6
17 Feb 2020

FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping

31 Dec 2019Heonozis/FaceShifter-pytorch

We propose a novel attributes encoder for extracting multi-level target face attributes, and a new generator with carefully designed Adaptive Attentional Denormalization (AAD) layers to adaptively integrate the identity and the attributes for face synthesis.

FACE GENERATION FACE SWAPPING

15
31 Dec 2019

Text2FaceGAN: Face Generation from Fine Grained Textual Descriptions

26 Nov 2019midas-research/text2facegan

We then model the highly multi-modal problem of text to face generation as learning the conditional distribution of faces (conditioned on text) in same latent space.

FACE GENERATION FACE RECONSTRUCTION

1
26 Nov 2019

FLNet: Landmark Driven Fetching and Learning Network for Faithful Talking Facial Animation Synthesis

21 Nov 2019kgu3/FLNet_AAAI2020

In this paper, We present a landmark driven two-stream network to generate faithful talking facial animation, in which more facial details are created, preserved and transferred from multiple source images instead of a single one.

FACE GENERATION

18
21 Nov 2019

GANprintR: Improved Fakes and Evaluation of the State-of-the-Art in Face Manipulation Detection

13 Nov 2019joaocneves/gan_fingerprint_removal

The availability of large-scale facial databases, together with the remarkable progresses of deep learning technologies, in particular Generative Adversarial Networks (GANs), have led to the generation of extremely realistic fake facial content, raising obvious concerns about the potential for misuse.

FACE GENERATION

4
13 Nov 2019

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

17
03 Oct 2019

Synthesizing Coupled 3D Face Modalities by Trunk-Branch Generative Adversarial Networks

5 Sep 2019barisgecer/TBGAN

In this paper, we present the first methodology that generates high-quality texture, shape, and normals jointly, which can be used for photo-realistic synthesis.

FACE GENERATION

54
05 Sep 2019