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"A generalized novel image forgery detection method using generative ad" by Preeti Sharma, Manoj Kumar et al.

GANs (Generative Adversarial Networks) are widely employed in many domains of science and technology. They have produced high-resolution, photo-realistic faces that appear real to the human eye. However, recognizing these images is becoming increasingly difficult. This study introduces a new GAN ensemble model that is intended to improve GAN training issues (Mode Collapse and Convergence) and generate knowledge from diverse input samples. The proposed model is built using multiple CNN discriminators architecture based on the voting ensemble technique. It utilizes a modified diversity loss function designed with the goal of minimizing the distance between the generated and original distributions. It is proven as a robust technique for forgery detection, achieving 98.31% accuracy values. One of the major findings of the study is that the novel method outperforms existing GAN models based on a small dataset of "Face Mask Lite"(193 Unmasked images), using quantifiable parameters

Gans-generative-adversarial-networks
Cnn
Generative-adversarial-networks
Mode-collapse
Structural-similarity-index-metric
Total-computational-time
Deep-fakes
Deep-learning
Digital-forensics
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Image-vision

"A GAN-Based Model of Deepfake Detection in Social Media" by Preeti, Manoj Kumar et al.

DeepFake uses Generative+Adversarial Network for successfully switching the identities of two people. Large public databases and deep learning methods are now rapidly available because of the proliferation of easily accessible tools online. It has resulted in the emergence of very real appealing fake content that produced a bad impact and challenges for society to deal. Pre-trained generative adversarial networks (GANs) that can flawlessly substitute one person's face in a video or image for that other are proving supportive for implementing deepfake. This paper primarily presented a study of methods used to implement deepfake. Also, discuss the main deepfake's manipulation and detection techniques, and the implementation and detection of deepfake using Deep Convolution-based GAN models. A study of Comparative analyses of proposed GAN with other exiting GAN models using parameters Inception Score "IS"and Fréchet Inception Distance "FID"is also embedded. A

Adversarial-network
Deep-convolution-based
Inception-score
Inception-distance
Deep-fakes
Deep-learning
Digital-forensics
Ace-manipulation
Face-recognition
Generative-adversarial-network
Image-vision

如何把转化率提高10倍?品牌从0到百亿的超级转化六要素-钛媒体官方网站

如何把转化率提高10倍?品牌从0到百亿的超级转化六要素-钛媒体官方网站
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超级转化六要素:把品牌从0做到百亿

超级转化六要素:把品牌从0做到百亿
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蔬菜物流驚見長髮美女搬貨 身分曝光竟是Angelababy - 華人星光

蔬菜物流驚見長髮美女搬貨 身分曝光竟是Angelababy - 華人星光
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