Search Results - deep source coding

DeepJSCC-f: Deep Joint Source-Channel Coding of Images With Feedback by Kurka, David Burth, Gunduz, Deniz

“… From a Shannon theoretic perspective feedback does not improve the asymptotic end-to-end performance, and separate source coding followed by capacity-achieving channel coding, which ignores…”
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D²-JSCC: Digital Deep Joint Source-Channel Coding for Semantic Communications by Huang, Jianhao, Yuan, Kai, Huang, Chuan, Huang, Kaibin

“… To address this issue, this paper proposes a novel framework of digital deep joint source-channel coding (D2-JSCC…”
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Joint Task and Data Oriented Semantic Communications: A Deep Separate Source-channel Coding Scheme by Huang, Jianhao, Li, Dongxu, Huang, Chuan, Qin, Xiaoqi, Zhang, Wei

“… This paper proposes a deep separate source-channel coding (DSSCC) framework for the joint task and data oriented semantic communications (JTD-SC…”
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Deep Source-Channel Coding for Sentence Semantic Transmission With HARQ by Jiang, Peiwen, Wen, Chao-Kai, Jin, Shi, Li, Geoffrey Ye

“…Recently, semantic communication has been brought to the forefront because deep learning (DL…”
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Wireless Image Transmission Using Deep Source Channel Coding With Attention Modules by Xu, Jialong, Ai, Bo, Chen, Wei, Yang, Ang, Sun, Peng, Rodrigues, Miguel

“…Recent research on joint source channel coding (JSCC) for wireless communications has achieved great success owing to the employment of deep learning (DL…”
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Engineering a Lightweight Deep Joint Source-Channel-Coding-Based Semantic Communication System by Zhang, Weihan, Wu, Shaohua, Meng, Siqi, He, Jinghang, Zhang, Qinyu

“…Deep joint source-channel coding (DeepJSCC) has emerged as a novel technology in semantic communication, coinciding with the increasing demand for the edge devices in the Internet of Things (IoT…”
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Bandwidth-Agile Image Transmission With Deep Joint Source-Channel Coding by Kurka, David Burth, Gunduz, Deniz

“…We propose deep learning based communication methods for adaptive-bandwidth transmission of images over wireless channels…”
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Deep Joint Source-Channel Coding for Wireless Image Transmission by Bourtsoulatze, Eirina, Burth Kurka, David, Gunduz, Deniz

“…We propose a joint source and channel coding (JSCC) technique for wireless image transmission that does not rely on explicit codes for either compression or error correction…”
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Visually Secure Deep Joint Source-Channel Coding With Chaotic Map Against Deep Known-Plaintext Attack by Fu, Yuyang, Suto, Katsuya

“…In recent years, deep learning-based joint source-channel coding (DJSCC) has gained significant attention for its impressive performance in image transmission…”
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DeepJSCC-Q: Constellation Constrained Deep Joint Source-Channel Coding by Tung, Tze-Yang, Kurka, David Burth, Jankowski, Mikolaj, Gunduz, Deniz

“…Recent works have shown that modern machine learning techniques can provide an alternative approach to the long-standing joint source-channel coding (JSCC) problem…”
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SeSy: Enhancing Communication System Reliability through Image-Based Semantic Synchronization by Liu, Xiaoyi, Dong, Chen, Liang, Haotai, Jiang, Hongchao, Xu, Xiaodong, Zhang, Ping

“…Semantic communication has emerged as a promising paradigm exhibiting improved robustness compared to traditional approaches under low SNR conditions. Precise…”
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SwinJSCC: Taming Swin Transformer for Deep Joint Source-Channel Coding by Yang, Ke, Wang, Sixian, Dai, Jincheng, Qin, Xiaoqi, Niu, Kai, Zhang, Ping

“…As one of the key techniques to realize semantic communications, end-to-end optimized neural joint source-channel coding (JSCC…”
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Deep Joint Source-Channel Coding for Multi-Task Network by Wang, Mengyang, Zhang, Zhicong, Li, Jiahui, Ma, Mengyao, Fan, Xiaopeng

“… In this work, we propose an MTL network with a deep joint source-channel coding (JSCC) framework, which allows operating under CI scenarios…”
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Low-Delay Analog Joint Source-Channel Coding with Deep Learning by Xuan, Ziwei, Narayanan, Krishna

“…We consider the design of low-delay joint source-channel coding (JSCC) schemes for the transmission of discrete-time analog sources over noisy channels based on deep neural networks…”
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Deep Joint Source-Channel Coding for Wireless Image Transmission with Adaptive Rate Control by Yang, Mingyu, Kim, Hun-Seok

“…We present a novel adaptive deep joint source-channel coding (JSCC) scheme for wireless image transmission…”
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Deep Joint Source-Channel Coding for Adaptive Image Transmission Over MIMO Channels by Wu, Haotian, Shao, Yulin, Bian, Chenghong, Mikolajczyk, Krystian, Gunduz, Deniz

“…We introduce a vision transformer (ViT)-based deep joint source and channel coding (DeepJSCC…”
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OFDM-Guided Deep Joint Source Channel Coding for Wireless Multipath Fading Channels by Yang, Mingyu, Bian, Chenghong, Kim, Hun-Seok

“…We investigate joint source channel coding (JSCC) for wireless image transmission over multipath fading channels…”
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Deep Joint Source-Channel Coding for CSI Feedback: An End-to-End Approach by Xu, Jialong, Ai, Bo, Wang, Ning, Chen, Wei

“… As a branch of semantic communications, deep joint source-channel coding (DJSCC) scheme performs better than the separate source-channel coding (SSCC…”
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Process-and-Forward: Deep Joint Source-Channel Coding Over Cooperative Relay Networks by Bian, Chenghong, Shao, Yulin, Wu, Haotian, Ozfatura, Emre, Gunduz, Deniz

“…We introduce deep joint source-channel coding (DeepJSCC) schemes for image transmission over cooperative relay channels…”
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Deep Joint Source-channel Coding for Wireless Image Transmission by Bourtsoulatze, Eirina, Kurka, David Burth, Gunduz, Deniz

“…We propose a novel joint source and channel coding (JSCC) scheme for wireless image transmission that departs from the conventional use of explicit source…”
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