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Fixed Neural Network Image Steganography Based on Secure Diffusion Models
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作者 Yixin Tang Minqing Zhang +2 位作者 Peizheng Lai Ya Yue Fuqiang Di 《Computers, Materials & Continua》 2025年第9期5733-5750,共18页
Traditional steganography conceals information by modifying cover data,but steganalysis tools easily detect such alterations.While deep learning-based steganography often involves high training costs and complex deplo... Traditional steganography conceals information by modifying cover data,but steganalysis tools easily detect such alterations.While deep learning-based steganography often involves high training costs and complex deployment.Diffusion model-based methods face security vulnerabilities,particularly due to potential information leakage during generation.We propose a fixed neural network image steganography framework based on secure diffu-sion models to address these challenges.Unlike conventional approaches,our method minimizes cover modifications through neural network optimization,achieving superior steganographic performance in human visual perception and computer vision analyses.The cover images are generated in an anime style using state-of-the-art diffusion models,ensuring the transmitted images appear more natural.This study introduces fixed neural network technology that allows senders to transmit only minimal critical information alongside stego-images.Recipients can accurately reconstruct secret images using this compact data,significantly reducing transmission overhead compared to conventional deep steganography.Furthermore,our framework innovatively integrates ElGamal,a cryptographic algorithm,to protect critical information during transmission,enhancing overall system security and ensuring end-to-end information protection.This dual optimization of payload reduction and cryptographic reinforcement establishes a new paradigm for secure and efficient image steganography. 展开更多
关键词 Image steganography fixed neural network secure diffusion models ELGAMAL
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ZTE's Fixed Access Network Solution
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作者 Wang Fengyan, Chang Mingbo (ZTE Shanghai R&D centre, Shanghai 210003, China) 《ZTE Communications》 2005年第4期61-64,共4页
This article introduces the Fiber-to-the-World total solution, a fixed access network solution launched by ZTE Corporation. The ZXA10-MSAN system, an important part of the solution, is presented. The ZXMSG 5200/5600 a... This article introduces the Fiber-to-the-World total solution, a fixed access network solution launched by ZTE Corporation. The ZXA10-MSAN system, an important part of the solution, is presented. The ZXMSG 5200/5600 access gateway system, the updated version of ZXA10-MSAN, is also described. Moreover, ZXPON, the passive optical network system, is mentioned. The wide application of the solution is demonstrated by three application cases in the end. 展开更多
关键词 ACCESS MSAN NGN ZTE’s fixed Access network Solution
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ZTE Advances African Telecommunications with First CDMA2000-based Fixed Next Generation Network (NGN)
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《ZTE Communications》 2005年第3期55-55,共1页
关键词 CDMA NGN ZTE Advances African Telecommunications with First CDMA2000-based fixed Next Generation network
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ZTE Corporation to provide world's largest fixed next Generatin Network (NGN) to China Telecom
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《ZTE Communications》 2005年第2期29-29,共1页
关键词 ZTE Corporation to provide world’s largest fixed next Generatin network NGN to China Telecom
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Nearly 70% of fixed assets investment invested in power networks
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《Electricity》 2001年第1期47-48,共2页
关键词 of fixed assets investment invested in power networks Nearly 70
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Study on the Cost Calculation of Local Fixed Telecom Network Based on Unbundled Network Elements 被引量:3
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作者 XU Liang LIANG Xiong-jian HUANG Xiu-qing 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2005年第2期103-107,共5页
In this paper, according to the practical condition of local fixed telecom network, based on the method of the realistic total element long-run incremental cost, the practical methods of dividing the network elements,... In this paper, according to the practical condition of local fixed telecom network, based on the method of the realistic total element long-run incremental cost, the practical methods of dividing the network elements, calculating the cost of network elements and services are given, to provide reference for the cost calculation in telecom industry. 展开更多
关键词 telecom cost cost calculation unbundled network elements local fixed telecom network
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