complex-valued networks 1image registration 1medical image segmentation 1multimodal fusion 1reliability-aware learning 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
Registration-Grounded Spectral Fusion for Unregistered WLI/NBI Endoscopic Lesion Segmentation
Pengyu Jie, Wanquan Liu, Rui He +5
The paper proposes a reliability‑aware framework that first aligns features from white‑light and narrow‑band endoscopic images and then fuses them in a complex‑valued representatio…
cs.CV2025
Diffusion-Guided Mask-Consistent Paired Mixing for Endoscopic Image Segmentation
Pengyu Jie, Wanquan Liu, Rui He +3
Augmentation for dense prediction typically relies on either sample mixing or generative synthesis. Mixing improves robustness but misaligned masks yield soft label ambiguity. Diff…
cs.CV2024
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation
Pengyu Jie, Wanquan Liu, Chenqiang Gao +6
Lesion segmentation on nasal endoscopic images is challenging due to its complex lesion features. Fully-supervised deep learning methods achieve promising performance with pixel-le…