Search Results - deep joint source-channel coding

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

“…; however, there are no known practical joint source-channel coding (JSCC) schemes that can exploit the feedback signal and surpass the performance of separation-based schemes…”
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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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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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Channel-Aware Deep Joint Source-Channel Coding for Multi-Task Oriented Semantic Communication by Wang, Biqi, Gu, Run, Xu, Wei, Jiang, Feng, Li, Mengyu, Wang, Shen

“… To strike the balance, this letter proposes a channel-aware deep joint source-channel coding (CA-DJSCC…”
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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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DeepJSCC-Q: Channel Input Constrained Deep Joint Source-Channel Coding by Tung, Tze-Yang, Kurka, David Burth, Jankowski, Mikolaj, Gunduz, Deniz

“… Very promising results in end-to-end image quality, superior to popular digital schemes that utilize source and channel coding separation, have been demonstrated through the training…”
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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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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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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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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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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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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 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 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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Constellation Design for Deep Joint Source-Channel Coding by Wang, Mengyang, Li, Jiahui, Ma, Mengyao, Fan, Xiaopeng

“…Deep learning-based joint source-channel coding (JSCC) has shown excellent performance in image and feature transmission…”
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Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission by Zhang, Maojun, Wu, Haotian, Zhu, Guangxu, Jin, Richeng, Chen, Xiaoming, Gunduz, Deniz

“… A key advancement in this area is the deep joint source and channel coding (DeepJSCC) technique that designs a direct mapping of input signals to channel symbols…”
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A Deep Joint Source-Channel Coding Scheme for Hybrid Mobile Multi-Hop Networks by Bian, Chenghong, Shao, Yulin, Gunduz, Deniz

“… between wireless and wired segments. This variability necessitates a robust transmission scheme that transcends the limitations of existing deep joint source-channel coding (DeepJSCC…”
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