Happy to share the first semantic communication framework on insertion-deletion-substitution (IDS) channels as published in our latest paper titled “Semantic Communication over Channels with Insertions, Deletions, and Substitutions” published in IEEE Communications Letters! <\/p>\n
A significant class of binary input channels are prone to synchronization errors, which are modeled as IDS channels. IDS channels occur in many scenarios like wireless communications, file synchronization, bit-patterned media, racetrack memories, and DNA storage.<\/p>\n
In our paper, we propose the first joint semantic transmission scheme for binary channels with synchronization errors, a novel training strategy that utilizes a pre-trained error correction network in the joint-source channel coding schemes with a transfer learning approach.<\/p>\n
Our proposed architecture consists of a three-stage training algorithm that combines, for the first time, gated recurrent unit (GRU) networks for marker detection, transformer-based semantic communication for continuous latent space, and lookup-free quantization for binarized latent space optimization, specifically tailored to IDS channels. <\/p>\n
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Check out the paper for more details! <\/p>\n
Paper: https:\/\/ieeexplore.ieee.org\/abstract\/document\/10852305<\/a> <\/p>\n Abstract:<\/strong><\/p>\n We present deep joint source-outer channel coding (DeepJSOC), an end-to-end deep learning-based semantic communication architecture designed for channels with insertions, deletions, and substitutions (IDS). We propose a three-stage training algorithm that combines, for the first time, gated recurrent unit (GRU) networks for marker detection, transformer-based semantic communication for continuous latent space, and lookup-free quantization for binarized latent space optimization, specifically tailored to IDS channels. The proposed DeepJSOC is the first to integrate deep learning-based error correction networks into joint-source channel coding schemes for binary channels with synchronization errors. We demonstrate the effectiveness of DeepJSOC by experiments, achieving significant improvements over existing methods in text transmission.<\/p>\n","protected":false},"excerpt":{"rendered":" Happy to share the first semantic communication framework on insertion-deletion-substitution (IDS) channels as published in our latest paper titled “Semantic Communication over Channels with Insertions, Deletions, and Substitutions” published in IEEE Communications Letters! A significant class of binary input channels are prone to synchronization errors, which are modeled as IDS channels. IDS channels occur in […]<\/p>\n","protected":false},"author":9,"featured_media":12526,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[256],"tags":[],"_links":{"self":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12534"}],"collection":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/comments?post=12534"}],"version-history":[{"count":2,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12534\/revisions"}],"predecessor-version":[{"id":12634,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12534\/revisions\/12634"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/media\/12526"}],"wp:attachment":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/media?parent=12534"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/categories?post=12534"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/tags?post=12534"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\nCode: https:\/\/github.com\/koc-lab\/deepjsoc<\/a><\/p>\n