Everything about WGAN

🧭 Start here: a 6-step reading path

1. Read the overview: WGANA 5-minute orientation
2. Skim a recent paper: A Deep Transfer Learning Fault Diagnosis Method Based on WGAN and Minimum Singular Value for Non-Homologous BearingInfluential work since 2022
3. Pick up a classic book: Cause célèbre, play, 2 acts, 16M 4WganThe most-reprinted book on the subject
4. Read the landmark paper: WGAN-Based Synthetic Minority Over-Sampling Technique: Improving Semantic Fine-Grained Classification for Lung Nodules in CT ImagesCited 104 times
5. Go sideways: WBAEA closely related topic
6. Go sideways: WZANA closely related topic

🏆 Landmark papers (most cited)

• WGAN-Based Synthetic Minority Over-Sampling Technique: Improving Semantic Fine-Grained Classification for Lung Nodules in CT Images

  Qingfeng Wang, Xuehai Zhou, Chao Wang · 2019 · IEEE Access · 104 citations

• Aero-engine high speed bearing fault diagnosis for data imbalance: A sample enhanced diagnostic method based on pre-training WGAN-GP

  Jiayu. Chen, Zitong Yan, Cuiyin Lin · 2023 · Measurement · 99 citations

• WGAN-Based Robust Occluded Facial Expression Recognition

  Yang Lu, Shigang Wang, Wenting Zhao · 2019 · IEEE Access · 66 citations

• RDA-UNET-WGAN: An Accurate Breast Ultrasound Lesion Segmentation Using Wasserstein Generative Adversarial Networks

  Anuja Negi, Alex Noel Joseph Raj, Ruban Nersisson · 2020 · Arabian Journal for Science and Engineering · 64 citations

• WGAN-CL: A Wasserstein GAN with confidence loss for small-sample augmentation

  Jiaqi Mi, Congcong Ma, Lihua Zheng · 2023 · Expert Systems with Applications · 61 citations

• Parameter-Transferred Wasserstein Generative Adversarial Network (PT-WGAN) for Low-Dose PET Image Denoising

  Yu Gong, Hongming Shan, Yueyang Teng · 2021 · IEEE Transactions on Radiation and Plasma Medical Sciences · 55 citations

• AA-WGAN: Attention augmented Wasserstein generative adversarial network with application to fundus retinal vessel segmentation

  Meilin Liu, Zidong Wang, Han Li · 2023 · Computers in Biology and Medicine · 54 citations

• APELID: Enhancing real-time intrusion detection with augmented WGAN and parallel ensemble learning

  Hoang V. Vo, Hanh P. Du, Hoa N. Nguyen · 2024 · Computers & Security · 52 citations

🆕 Influential since 2022

• A Deep Transfer Learning Fault Diagnosis Method Based on WGAN and Minimum Singular Value for Non-Homologous Bearing

  Jun He, Ming Ouyang, Zhiwen Chen · 2022 · IEEE Transactions on Instrumentation and Measurement · 50 citations

• Short-term prediction of wind power based on BiLSTM–CNN–WGAN-GP

  Ling Huang, Linxia Li, Xiaoyuan Wei · 2022 · Soft Computing · 48 citations

• Optimizing starch content prediction in kudzu: Integrating hyperspectral imaging and deep learning with WGAN-GP

  Huiqiang Hu, Yunlong Mei, Yiming Zhou · 2024 · Food Control · 44 citations

• SVAE-WGAN-Based Soft Sensor Data Supplement Method for Process Industry

  Shiwei Gao, Sulong Qiu, Zhongyu Ma · 2022 · IEEE Sensors Journal · 43 citations

• Fault diagnosis method for rolling bearings under a small sample dataset based on improved WGAN-GP

  Zhiying Qin, Zhe Zhang, Zhe Wu · 2025 · Measurement · 43 citations

📚 Books worth reading

• 📕Cause célèbre, play, 2 acts, 16M 4WganTerence Rattigan · 1978
• 📕How to Buy and Sell Movie and Paper Collectibles - Russian EditionArthur Tafero, Lijun Wgan · 2014
• 📕Ysgol Ro Wen, Ffordd Pont Wgan, Ro Wen, Conwy LL32 8TSPhil Mostert · 1997

Ranked by number of editions on Open Library, a rough measure of how lasting a book is.

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