Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesis

09/05/2021
by   Tong Sha, et al.
3

Deep person generation has attracted extensive research attention due to its wide applications in virtual agents, video conferencing, online shopping and art/movie production. With the advancement of deep learning, visual appearances (face, pose, cloth) of a person image can be easily generated or manipulated on demand. In this survey, we first summarize the scope of person generation, and then systematically review recent progress and technical trends in deep person generation, covering three major tasks: talking-head generation (face), pose-guided person generation (pose) and garment-oriented person generation (cloth). More than two hundred papers are covered for a thorough overview, and the milestone works are highlighted to witness the major technical breakthrough. Based on these fundamental tasks, a number of applications are investigated, e.g., virtual fitting, digital human, generative data augmentation. We hope this survey could shed some light on the future prospects of deep person generation, and provide a helpful foundation for full applications towards digital human.

READ FULL TEXT

page 5

page 8

page 13

page 19

page 21

page 22

research
05/29/2021

Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview

Object pose detection and tracking has recently attracted increasing att...
research
06/17/2019

Pose Guided Fashion Image Synthesis Using Deep Generative Model

Generating a photorealistic image with intended human pose is a promisin...
research
04/30/2023

Towards Computational Architecture of Liberty: A Comprehensive Survey on Deep Learning for Generating Virtual Architecture in the Metaverse

3D shape generation techniques utilizing deep learning are increasing at...
research
02/06/2022

Portrait Segmentation Using Deep Learning

A portrait is a painting, drawing, photograph, or engraving of a person,...
research
04/14/2021

Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing

This paper proposes a flexible person generation framework called Dressi...
research
02/14/2022

Multi-scale Attention Guided Pose Transfer

Pose transfer refers to the probabilistic image generation of a person w...

Please sign up or login with your details

Forgot password? Click here to reset