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T Liu, H Zheng, J Bao, P Zheng, J Wang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Vision-based online defect recognition can provide insights for laser welding quality control
systems. Although the visual signal contains richer quality information than the one …

Explainable Image Similarity: Integrating Siamese Networks and Grad-CAM

IE Livieris, E Pintelas, N Kiriakidou, P Pintelas - Journal of Imaging, 2023 - mdpi.com
With the proliferation of image-based applications in various domains, the need for accurate
and interpretable image similarity measures has become increasingly critical. Existing …

On understanding of spatiotemporal prediction model

X Huang, X Li, Y Ye, S Feng, C Luo… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, explainable artificial intelligence has received considerable attention. Most
existing studies are focusing on the tasks of CNNs-based image classification and RNNs …

Sparse convolutional model with semantic expression for waste electrical appliances recognition

HG Han, YM Liu, FY Li, YP Du - Science China Technological Sciences, 2024 - Springer
Deep neural networks play an important role in the recognition of waste electrical
appliances. However, deep neural network components still lack reliability in decision …

The interpretability of the activity signal detection model for wood‐boring pests Semanotus bifasciatus in the larval stage

X Liu, Z Chen, H Zhang, J Li, Q Jiang… - Pest Management …, 2023 - Wiley Online Library
Background The acoustic detection model of activity signals based on deep learning could
detect wood‐boring pests accurately and reliably. However, the black‐box characteristics of …

Computational prediction of ω-transaminase selectivity by deep learning analysis of molecular dynamics trajectories

C Ramírez-Palacios, SJ Marrink - QRB discovery, 2023 - cambridge.org
We previously presented a computational protocol to predict the enzymatic (enantio)
selectivity of an ω-transaminase towards a set of ligands (Ramírez-Palacios et al.(2021) …

Chain: Concept-harmonized hierarchical inference interpretation of deep convolutional neural networks

D Wang, X Cui, ZJ Wang - arxiv preprint arxiv:2002.01660, 2020 - arxiv.org
With the great success of networks, it witnesses the increasing demand for the interpretation
of the internal network mechanism, especially for the net decision-making logic. To tackle …