Generative Adversarial Networks

CFGAN: A Collaborative Filtering Framework Based on Generative Adversarial Networks

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CFGAN: A Collaborative Filtering Framework Based on Generative Adversarial Networks

“ This article introduces the application of a Generative Adversarial Network in the recommendation field, namely CFGAN, along with its principles, potential issues, and solutions, and provides a code implementation and examples of running on public datasets.” Author Introduction: Zhang Xuxin, a master’s student at Huazhong University of Science and Technology, mainly researches data attack … Read more

AI Forgery Technology: Unveiling the Truth Behind It

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AI Forgery Technology: Unveiling the Truth Behind It

In early December 2024, a promotional video appeared online, featuring Dr. Zhang Wenhong, the director of the National Infectious Disease Medical Center and head of the Infectious Disease Department at Huashan Hospital affiliated with Fudan University, passionately endorsing a certain food product. Many netizens, trusting Dr. Zhang, not only purchased the product themselves but also … Read more

AI Forgery Technology: Unveiling the Truth Behind This Technology

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AI Forgery Technology: Unveiling the Truth Behind This Technology

In early December 2024, a promotional video appeared online, where the person vigorously promoting a food product was actually Dr. Zhang Wenhong, the director of the National Center for Infectious Disease Medicine and head of the Infectious Diseases Department at Huashan Hospital affiliated with Fudan University. Many netizens, trusting Dr. Zhang, not only purchased the … Read more

AI Fabrication Techniques: Unveiling the Truth Behind This Technology

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AI Fabrication Techniques: Unveiling the Truth Behind This Technology

In early December 2024, a promotional video appeared online, featuring Dr. Zhang Wenhong, the director of the National Center for Infectious Disease Medicine and head of the Infectious Diseases Department at Huashan Hospital affiliated with Fudan University, passionately promoting a certain food product. Many netizens, trusting Dr. Zhang, not only made purchases themselves but also … Read more

AI Forgery Techniques: Uncovering the Truth Behind This Technology

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AI Forgery Techniques: Uncovering the Truth Behind This Technology

In early December 2024, a promotional video surfaced online, featuring Dr. Zhang Wenhong, the director of the National Center for Infectious Disease Medicine and the head of the Infectious Disease Department at Huashan Hospital affiliated with Fudan University, passionately promoting a certain food product. Many netizens, trusting Dr. Zhang, not only made purchases themselves but … Read more

AI Forgery Techniques: Unveiling the Truth Behind This Technology

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AI Forgery Techniques: Unveiling the Truth Behind This Technology

In early December 2024, a promotional video surfaced online, vigorously promoting a food product, and surprisingly, it featured Dr. Zhang Wenhong, the director of the National Center for Infectious Disease Medicine and head of the Infectious Diseases Department at Huashan Hospital affiliated with Fudan University. Many netizens, trusting Dr. Zhang, not only made purchases themselves … Read more

The Magician Who Creates Data From Nothing: Generative Adversarial Networks

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The Magician Who Creates Data From Nothing: Generative Adversarial Networks

Authors Li Jing Liu Wen Gao Shenghua Although the wise Yu Gong knows that “sons have sons, and grandsons have grandsons,” he certainly could not have imagined what his descendants would look like. When you are moved by the speaker’s wonderful speech in a video, have you ever thought that this is just a synthetic … Read more

Generative, Heuristic, and Production Approaches in AI

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The concepts of generative, heuristic, and production have different definitions and applications in computer science and cognitive science: Generative: Generative models are statistical models designed to model the process of data generation, enabling the generation of new data similar to observed data. They are typically based on modeling the data distribution, such as probability distributions … Read more

Overview of Deepfake Proactive Defense Techniques

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Overview of Deepfake Proactive Defense Techniques

This is the616th original article. Your attention is the greatest encouragement to us! Deepfake technology can purposefully manipulate faces in images and videos, including face swapping and facial attribute editing. With the rapid development of Generative Adversarial Networks, the performance of deepfakes has greatly improved, making the forged faces increasingly realistic. To mitigate the risks … Read more

MFT-GAN: A Multi-Scale Feature Guided Transformer Network for Unsupervised Hyperspectral Pan-Sharpening

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MFT-GAN: A Multi-Scale Feature Guided Transformer Network for Unsupervised Hyperspectral Pan-Sharpening

Click the “ReadingPapers” card below to get daily interpretations of top journal papers. Paper Information Abstract Unsupervised learning, which learns data distribution without labeled samples, is a very promising method to solve the challenging task of hyperspectral pan-sharpening. Inspired by this, we introduce an innovative Generative Adversarial Network framework (named MFT-GAN), which integrates transformer networks … Read more