mlsanityData to 7 Oct 2026

Wireless Semantic Communications for Video Conferencing

arXiv 2204.07790 ↗First posted 16 Apr 2022eess.IV eess.SPcited by 49

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Abstract (arXiv)

Video conferencing has become a popular mode of meeting even if it consumes considerable communication resources. Conventional video compression causes resolution reduction under limited bandwidth. Semantic video conferencing maintains high resolution by transmitting some keypoints to represent motions because the background is almost static, and the speakers do not change often. However, the study on the impact of the transmission errors on keypoints is limited. In this paper, we initially establish a basal semantic video conferencing (SVC) network, which dramatically reduces transmission resources while only losing detailed expressions. The transmission errors in SVC only lead to a changed expression, whereas those in the conventional methods destroy pixels directly. However, the conventional error detector, such as the cyclic redundancy check, cannot reflect the degree of expression changes. To overcome this issue, we develop an incremental redundancy hybrid automatic repeat-request (IR-HARQ) framework for the varying channels (SVC-HARQ) incorporating a novel semantic error detector. The SVC-HARQ has flexibility in bit consumption and achieves good performance. In addition, SVC-CSI is designed for channel state information (CSI) feedback to allocate the keypoint transmission and enhance the performance dramatically. Simulation shows that the proposed wireless semantic communication system can significantly improve the transmission efficiency.This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible

Key facts. Cited by 49 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Apr 2022.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 3; 2023: 12; 2024: 18; 2025: 10; 2026: 6.

49 papers.

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  1. 2023Generative Semantic Communication: Diffusion Models Beyond Bit Recoverycited by 41
  2. 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Datacited by 36
  3. 2023Machine Learning for Large-Scale Optimization in 6G Wireless Networkscited by 18
  4. 2022Is Semantic Communications Secure? A Tale of Multi-Domain Adversarial Attackscited by 10
  5. 2022Vulnerabilities of Deep Learning-Driven Semantic Communications to Backdoor (Trojan) Attackscited by 10
  6. 2023Age of Information in Deep Learning-Driven Task-Oriented Communicationscited by 9
  7. 2023Reasoning over the Air: A Reasoning-based Implicit Semantic-Aware Communication Frameworkcited by 9
  8. 2024Robust Image Semantic Coding with Learnable CSI Fusion Masking over MIMO Fading Channelscited by 9
  9. 2023Optimization of Image Transmission in a Cooperative Semantic Communication Networkscited by 8
  10. 2024Importance-Aware Image Segmentation-based Semantic Communication for Autonomous Drivingcited by 7
  11. 2024Tackling Distribution Shifts in Task-Oriented Communication with Information Bottleneckcited by 7
  12. 2024Synchronous Multi-modal Semantic Communication System with Packet-level Codingcited by 7
37 more
  1. 2024Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applicationscited by 6
  2. 2023Communication-Efficient Framework for Distributed Image Semantic Wireless Transmissioncited by 5
  3. 2023Multi-Receiver Task-Oriented Communications via Multi-Task Deep Learningcited by 5
  4. 2024Integrating Pre-Trained Language Model with Physical Layer Communicationscited by 5
  5. 2023Distortion Resilience for Goal-Oriented Semantic Communicationcited by 4
  6. 2023Knowledge Enhanced Semantic Communication Receivercited by 3
  7. 2024Training-Free Multi-User Generative Semantic Communications via Null-Space Diffusion Samplingcited by 3
  8. 2024Promptus: Can Prompts Streaming Replace Video Streaming with Stable Diffusioncited by 3
  9. 2024VideoQA-SC: Adaptive Semantic Communication for Video Question Answeringcited by 3
  10. 2024Goal-Oriented Semantic Communication for Wireless Visual Question Answeringcited by 3
  11. 2024Editable-DeepSC: Reliable Cross-Modal Semantic Communications for Facial Editingcited by 3
  12. 2025Multi-Task Semantic Communications via Large Modelscited by 3
  13. 2024Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channelscited by 2
  14. 2024Semantic Communication for Cooperative Perception using HARQcited by 2
  15. 2024A Semantic Communication System for Real-time 3D Reconstruction Taskscited by 2
  16. 2025WVSC: Wireless Video Semantic Communication with Multi-frame Compensationcited by 2
  17. 2023Enhancing Semantic Communication with Deep Generative Models -- An ICASSP Special Session Overviewcited by 1
  18. 2023Alternate Learning based Sparse Semantic Communications for Visual Transmissioncited by 1
  19. 2023A Relay System for Semantic Image Transmission based on Shared Feature Extraction and Hyperprior Entropy Compressioncited by 1
  20. 2025Deep Learning in Wireless Communication Receiver: A Surveycited by 1
  21. 2025Modeling and Performance Analysis for Semantic Communications Based on Empirical Resultscited by 1
  22. 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Imagescited by 1
  23. 2025Conquering High Packet-Loss Erasure: MoE Swin Transformer-Based Video Semantic Communicationcited by 1
  24. 2025Wireless Video Semantic Communication with Decoupled Diffusion Multi-frame Compensationcited by 1
  25. 2026On the Rate-Distortion-Complexity Tradeoff for Semantic Communicationcited by 1
  26. 2026Generative Semantic HARQ: Latent-Space Text Retransmission and Combiningcited by 1
  27. 2024Interplay of Semantic Communication and Knowledge Learningcited by 0
  28. 2024Object-Attribute-Relation Representation Based Video Semantic Communicationcited by 0
  29. 2024Semantic Model Component Implementation for Model-driven Semantic Communicationscited by 0
  30. 2024Variational Source-Channel Coding for Semantic Communicationcited by 0
  31. 2025Distributionally Robust Wireless Semantic Communication with Large AI Modelscited by 0
  32. 2025Foundation Model-Based Adaptive Semantic Image Transmission for Dynamic Wireless Environmentscited by 0
  33. 2025Context Video Semantic Transmission with Variable Length and Rate Coding over MIMO Channelscited by 0
  34. 2026Rateless DeepJSCC for Broadcast Channels: a Rate-Distortion-Complexity Tradeoffcited by 0
  35. 2026Domain-Adaptive Deep Joint Source-Channel Coding for Image Classificationcited by 0
  36. 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivitycited by 0
  37. 2026GenStream: Semantic Streaming Framework for Generative Reconstruction of Human-centric Mediacited by 0