AAWS-Net: Anatomy-aware weakly-supervised learning network for breast mass segmentation. [PDF]
Sun Y, Ji Y.
europepmc +1 more source
A self‐supervised multi‐view graph fusion framework integrates spatial multi‐omics, excelling in domain identification and denoising. It reconstructs spatial pseudo‐expression, jointly analyzes multi‐omics data, infers RNA velocity, predicts spatial omics features from single‐cell multi‐omics, and detects spatially dark genes and transcription factors,
Yuejing Lu +8 more
wiley +1 more source
Emotion correction for weibo users via weakly supervised learning and semantic understanding. [PDF]
Duan G, Chen Z, Shang Y, Xue H.
europepmc +1 more source
Robust weakly supervised learning for COVID-19 recognition using multi-center CT images. [PDF]
Ye Q +10 more
europepmc +1 more source
Phase‐resolved experiments and atomistic simulations reveal asynchronous ordering behaviors in a eutectic high‐entropy alloy during isothermal annealing. Distinct defect transport mechanisms are identified in coexisting B2 and BCC phases, showing that vacancy and interstitial mediated diffusion governs phase‐dependent thermal stability.
Huiwen Yao +5 more
wiley +1 more source
Early detection of metastatic risk in primary cutaneous melanoma using weakly supervised learning. [PDF]
Dahlén F +7 more
europepmc +1 more source
Decoding Spatial Heterogeneity and Multi‐Omics Regulation with Hierarchical Graph Learning
ABSTRACT Recent advances in spatial multi‐omics technologies have enabled the simultaneous profiling of multiple molecular layers within the same tissue slice, providing unprecedented opportunities to investigate tissue spatial organization. However, most existing computational methods identify spatial domains in a purely data‐driven manner, rarely ...
Jiazhou Chen +6 more
wiley +1 more source
Age-informed, attention-based weakly supervised learning for neuropathological image assessment. [PDF]
Li S +4 more
europepmc +1 more source
Weakly Supervised Learning for Poorly Differentiated Adenocarcinoma Classification in GastricEndoscopic Submucosal Dissection Whole Slide Images. [PDF]
Tsuneki M, Kanavati F.
europepmc +1 more source
Special issue on weakly supervised learning
Zhang, L. +4 more
openaire +3 more sources

