Semantic role labeling (SRL) aims at elaborating the meaning of a sentence by forming predicate-argument structure. Recent researches depicted that effective use syntax can improve SRL performance. However, is complicated linguistic clue and hard to be effectively applied in downstream task like SRL. This work encodes using adaptive convolution which endows strong flexibility existing convoluti...

Huge amounts of remote sensing data are nowadays publicly available with applications in a wide range of areas including the automated generation of maps, change detection in biodiversity, monitoring climate change and disaster relief. On the other hand, deep learning with multi-layer neural networks, which is capable of learning complex patterns from huge datasets, has advance greatly over the...

Although domain adaptation has been extensively studied in natural image-based segmentation tasks, the research on cross-domain for very-high-resolution (VHR) remote sensing images (RSIs) still remains underexplored. The VHR RSI-based mainly faces two critical challenges: 1) large area land covers with many diverse object categories bring severe local patch-level data distribution deviations, t...

BACKGROUND Overexposure potential indices (OPIs) can be defined as ratios between different measures of the volatility of a substance and its 8-h occupational exposure limit. OBJECTIVES The overall objective of this study was to compare three OPIs, using a list of commonly used or recommended solvents as both single substances and mixtures. The three indices studied differ in the way they cha...