Generating Structurally Complete Stylish Chinese Font Based on Semi-Supervised Model

Stylish fonts are widely utilized in social networks, driving research interest in stylish Chinese font generation. Most existing methods for generating Chinese characters rely on GAN-based deep learning approaches. However, persistent issues of mode collapse and missing structure in CycleGAN-genera...

Full description

Bibliographic Details
Published in:	Applied Sciences
Main Authors:	Xianqing Tian, Fang Yang, Fan Tang
Format:	Article
Language:	English
Published:	MDPI AG 2023-09-01
Subjects:	CycleGAN Chinese font generation semi-supervised stroke encoding attention mechanism
Online Access:	https://www.mdpi.com/2076-3417/13/19/10650

Similar Items

SSCD-YOLO: Semi-Supervised Cross-Domain YOLOv8 for Pedestrian Detection in Low-Light Conditions
by: Fangliang Cao, et al.
Published: (2025-01-01)

Bootstrapped SSL CycleGAN for Asymmetric Domain Transfer
by: Lidija Krstanović, et al.
Published: (2022-03-01)

Improved CycleGAN Algorithm for Semi-Supervised Building Extraction
by: LU Peng, ZHONG Chuang
Published: (2025-03-01)

Semi-supervised method for image texture classification of pituitary tumors via CycleGAN and optimized feature extraction
by: Hong Zhu, et al.
Published: (2020-09-01)

CCFont: Component-Based Chinese Font Generation Model Using Generative Adversarial Networks (GANs)
by: Jangkyoung Park, et al.
Published: (2022-08-01)

Developing an Improved Cycle Architecture for AI-Based Generation of New Structures Aimed at Drug Discovery
by: Chun Zhang, et al.
Published: (2024-03-01)

Attention-Enhanced Unpaired xAI-GANs for Transformation of Histological Stain Images
by: Tibor Sloboda, et al.
Published: (2024-01-01)

A Novel Weakly Supervised Remote Sensing Landslide Semantic Segmentation Method: Combining CAM and cycleGAN Algorithms
by: Yongxiu Zhou, et al.
Published: (2022-07-01)

LMGAN: Linguistically Informed Semi-Supervised GAN with Multiple Generators
by: Whanhee Cho, et al.
Published: (2022-11-01)

A Self-Attention CycleGAN for Unsupervised Image Hazing
by: Hongyin Ni, et al.
Published: (2025-04-01)

The Optimization of Illustration Design in Cultural and Creative Products for Liaoning Region Under Intelligent Generative Adversarial Network
by: Minghui Niu, et al.
Published: (2025-01-01)

Multi-Contrast MRI Image Synthesis Using Switchable Cycle-Consistent Generative Adversarial Networks
by: Huixian Zhang, et al.
Published: (2022-03-01)

Stain Style Transfer for Histological Images Using S3CGAN
by: Jiann-Shu Lee, et al.
Published: (2022-01-01)

Comparison of Supervised and Unsupervised Approaches for the Generation of Synthetic CT from Cone-Beam CT
by: Matteo Rossi, et al.
Published: (2021-08-01)

ICEGAN: inverse covariance estimating generative adversarial network
by: Insoo Kim, et al.
Published: (2023-01-01)

ColorMedGAN: A Semantic Colorization Framework for Medical Images
by: Shaobo Chen, et al.
Published: (2023-03-01)

Development of a Modified CycleGAN Model with Residual Blocks and Perceptual Loss for Image Dehazing
by: Sani Moch Sopian, et al.
Published: (2025-07-01)

Improved Cycle-Consistency Generative Adversarial Network-Based Clutter Suppression Methods for Ground-Penetrating Radar Pipeline Data
by: Yun Lin, et al.
Published: (2024-03-01)

HE-DMDeception: Adversarial Attack Network for 3D Object Detection Based on Human Eye and Deep Learning Model Deception
by: Pin Zhang, et al.
Published: (2025-10-01)

Revitalizing Art with Technology: A Deep Learning Approach to Virtual Restoration
by: Nurrohmah Endah Putranti, et al.
Published: (2025-01-01)

Automated Extraction of Cerebral Infarction Region in Head MR Image Using Pseudo Cerebral Infarction Image by CycleGAN
by: Mizuki Yoshida, et al.
Published: (2022-01-01)

Fully Automated Electronic Cleansing Using CycleGAN in Computed Tomography Colonography
by: Yoshitaka Isobe, et al.
Published: (2022-10-01)

ChromoEnhancer: An Artificial-Intelligence-Based Tool to Enhance Neoplastic Karyograms as an Aid for Effective Analysis
by: Yahya Bokhari, et al.
Published: (2022-07-01)

Visual resource extraction and artistic communication model design based on improved CycleGAN algorithm
by: Anyu Yang, et al.
Published: (2024-03-01)

A Generative Adversarial Network for Multistyle Unsupervised Image Transfer Based on Dynamic Position Normalization
by: Xiaodi Rang, et al.
Published: (2022-01-01)

A Comparison Study Between CNN-Based Deformed Planning CT and CycleGAN-Based Synthetic CT Methods for Improving iCBCT Image Quality
by: Bo Yang, et al.
Published: (2022-05-01)

Enhancing frozen histological section images using permanent-section-guided deep learning with nuclei attention
by: Elad Yoshai, et al.
Published: (2025-08-01)

ADE-CycleGAN: A Detail Enhanced Image Dehazing CycleGAN Network
by: Bingnan Yan, et al.
Published: (2023-03-01)

PAMSGAN: Pyramid Attention Mechanism-Oriented Symmetry Generative Adversarial Network for Motion Image Deblurring
by: Zhenfeng Zhang
Published: (2021-01-01)

ImprovedSSGAN: Ranking Discriminator With Semi-Supervised GAN for Ordinal Information
by: Yalew Tolcha, et al.
Published: (2023-01-01)

Artistic Robotic Arm: Drawing Portraits on Physical Canvas under 80 Seconds
by: Shady Nasrat, et al.
Published: (2023-06-01)

Unsupervised image-to-image translation to reduce the annotation effort for instance segmentation of field vegetables
by: Nils Lüling, et al.
Published: (2024-03-01)

The Advent of Domain Adaptation into Artificial Intelligence for Gastrointestinal Endoscopy and Medical Imaging
by: Min Ji Kim, et al.
Published: (2023-09-01)

Image Translation of Breast Ultrasound to Pseudo Anatomical Display by CycleGAN
by: Lilach Barkat, et al.
Published: (2023-03-01)

Framework for Generation and Removal of Multiple Types of Adverse Weather from Driving Scene Images
by: Hanting Yang, et al.
Published: (2023-01-01)

Lightweight Corn Seed Disease Identification Method Based on Improved ShuffleNetV2
by: Lu Lu, et al.
Published: (2022-11-01)

Side-Scan Sonar Image Synthesis With CycleGAN Enhanced by Shape-Adaptive Convolution and Multi-Scale Hybrid Attention
by: Yanjie Wang, et al.
Published: (2025-01-01)

A New Method for Training CycleGAN to Enhance Images of Cold Seeps in the Qiongdongnan Sea
by: Yuanheng Li, et al.
Published: (2023-02-01)

Synthetic CT generation from CBCT and MRI using StarGAN in the Pelvic Region
by: Paritt Wongtrakool, et al.
Published: (2025-02-01)

Synthesis of diffusion-weighted MRI scalar maps from FLAIR volumes using generative adversarial networks
by: Karissa Chan, et al.
Published: (2023-08-01)