activity
20112023
most citedWeakly Supervised Attention Pyramid Convolutional Neural Network for Fine-Grained Visual Classification

209 citations · 332 across the 17 of their papers we have counts for

collaborators
Showing 2022Show all

5 papers · 1 filter

cs.IT2022★ 3 cited

Toward Adaptive Semantic Communications: Efficient Data Transmission via Online Learned Nonlinear Transform Source-Channel Coding

Jincheng Dai, Sixian Wang, Ke Yang +5

The emerging field semantic communication is driving the research of end-to-end data transmission. By utilizing the powerful representation ability of deep learning models, learned…

cs.IT2022★ 4 cited

Communication Beyond Transmitting Bits: Semantics-Guided Source and Channel Coding

Jincheng Dai, Ping Zhang, Kai Niu +3

Classical communication paradigms focus on accurately transmitting bits over a noisy channel, and Shannon theory provides a fundamental theoretical limit on the rate of reliable co…

cs.CV2022★ 2 cited

Perceptual Learned Source-Channel Coding for High-Fidelity Image Semantic Transmission

Jun Wang, Sixian Wang, Jincheng Dai +3

As one novel approach to realize end-to-end wireless image semantic transmission, deep learning-based joint source-channel coding (deep JSCC) method is emerging in both deep learni…

cs.CV2022★ 1 cited

Wireless Deep Video Semantic Transmission

Sixian Wang, Jincheng Dai, Zijian Liang +5

In this paper, we design a new class of high-efficiency deep joint source-channel coding methods to achieve end-to-end video transmission over wireless channels. The proposed metho…

cs.IT2022★ 8 cited

Towards Semantic Communications: A Paradigm Shift

Kai Niu, Jincheng Dai, Shengshi Yao +4

The last seventy years have witnessed the transition of communication from Shannon's theoretical concept to current high-efficient practical systems. Classical communication system…