3 papers
cs.CV2025
Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation
Pengchen Zhang, Alan J. X. Guo, Sipin Luo +2
Semi-supervised learning reduces the costly manual annotation burden in medical image segmentation. A popular approach is the mean teacher (MT) strategy, which applies consistency…
cs.LG2025
VT-Former: Efffcient Transformer-based Decoder for Varshamov-Tenengolts Codes
Yali Wei, Alan J. X. Guo, Zihui Yan +2
In recent years, widespread attention has been drawn to the challenge of correcting insertion, deletion, and substitution (IDS) errors in DNA-based data storage. Among various IDS-…
cs.IT2024
Disturbance-based Discretization, Differentiable IDS Channel, and an IDS-Correcting Code for DNA-based Storage
Alan J. X. Guo, Mengyi Wei, Yufan Dai +2
With recent advancements in next-generation data storage, especially in biological molecule-based storage, insertion, deletion, and substitution (IDS) error-correcting codes have g…