Demo: Real-Time Semantic Communications with a Vision Transformer
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Abstract (arXiv)
Semantic communications are expected to enable the more effective delivery of meaning rather than a precise transfer of symbols. In this paper, we propose an end-to-end deep neural network-based architecture for image transmission and demonstrate its feasibility in a real-time wireless channel by implementing a prototype based on a field-programmable gate array (FPGA). We demonstrate that this system outperforms the traditional 256-quadrature amplitude modulation system in the low signal-to-noise ratio regime with the popular CIFAR-10 dataset. To the best of our knowledge, this is the first work that implements and investigates real-time semantic communications with a vision transformer.
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). Builds on 4 of its 6 references that are in the map. First posted on arXiv 8 May 2022.
Builds on
4 of 6 references.
References · 4
- 2015Deep Residual Learning for Image Recognitioncited by 52,096
- 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 30,186
- 2021Semantic Communication Systems for Speech Transmissioncited by 97
- 2021Reinforcement Learning-powered Semantic Communication via Semantic Similaritycited by 15
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Citing papers per year: 2022: 2; 2023: 0; 2024: 3; 2025: 3; 2026: 2.
10 papers.
- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communicationscited by 175
- 2024Semantic Successive Refinement: A Generative AI-aided Semantic Communication Frameworkcited by 9
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2024Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applicationscited by 6
- 2025Semantic Edge-Cloud Communication for Real-Time Urban Traffic Surveillance with ViT and LLMs over Mobile Networkscited by 3
- 2024A Semantic Communication System for Real-time 3D Reconstruction Taskscited by 2
- 2025Bridging Neural Networks and Wireless Systems with MIMO-OFDM Semantic Communicationscited by 0
- 2025Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillationcited by 0
- 2026On Privacy-Preserving Image Transmission in Low-Altitude Networks: A Swin Transformer-Based Framework with Federated Learningcited by 0
- 2026SafeStep: An Interactive Demonstration of Semantic Communication for Pedestrian Safety Monitoringcited by 0
- 2026SafeStep: An Interactive Demonstration of Semantic Communication for Pedestrian Safety Monitoring27 Aug 2026
- 2026On Privacy-Preserving Image Transmission in Low-Altitude Networks: A Swin Transformer-Based Framework with Federated Learning12 May 2026
- 2025Semantic Edge-Cloud Communication for Real-Time Urban Traffic Surveillance with ViT and LLMs over Mobile Networks25 Sep 2025
- 2025Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation4 Aug 2025
- 2025Bridging Neural Networks and Wireless Systems with MIMO-OFDM Semantic Communications28 Jan 2025
- 2024A Semantic Communication System for Real-time 3D Reconstruction Tasks2 Dec 2024
- 2024Semantic Successive Refinement: A Generative AI-aided Semantic Communication Framework31 Jul 2024
- 2024Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications8 Jan 2024
- 2022Semantics-Empowered Communication: A Tutorial-cum-Survey16 Dec 2022
- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications19 Jul 2022