Search Results - "deep joint source-channel coding"

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

“…We consider wireless transmission of images in the presence of channel output feedback. From a Shannon theoretic perspective feedback does not improve the…”
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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. We consider the scenario in which…”
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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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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…”
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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)…”
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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) has made great progress over…”
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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 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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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) scheme for wireless image transmission over multiple-input…”
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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. Inspired by recent works on deep learning…”
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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 and…”
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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. However, the output values of the…”
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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

“…Joint source-channel coding (JSCC) offers a promising avenue for enhancing transmission efficiency by jointly incorporating source and channel statistics into…”
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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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Deep Joint Source-Channel Coding for Wireless Image Retrieval by Jankowski, Mikolaj, Gunduz, Deniz, Mikolajczyk, Krystian

“…Motivated by surveillance applications with wireless cameras or drones, we consider the problem of image retrieval over a wireless channel. Conventional…”
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Deep Joint Source Channel Coding for Wireless Image Transmission with OFDM by Yang, Mingyu, Bian, Chenghong, Kim, Hun-Seok

“…We present a deep learning based joint source channel coding (JSCC) scheme for wireless image transmission over multipath fading channels with non-linear…”
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Robust Deep Joint Source-Channel Coding Enabled Distributed Image Transmission with Imperfect Channel State Information by Dong, Biao, Cao, Bin, Gui, Guan, Zhang, Qinyu

“…), wherein the sources are slightly correlated. In contrast to point-to-point deep joint source-channel coding (DJSCC…”
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Scalable Deep Joint Source-Channel Coding for Multi-User Wireless Image Transmission with Diverse Bandwidth Conditions by Wang, Feng, Chen, Xuechen, Deng, Xiaoheng, Lin, Siyu

“…In recent years, Deep Joint Source-Channel Coding (DeepJSCC) has demonstrated superior performance over traditional digital schemes in wireless image transmission tasks…”
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