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Qile Zhu
Researcher at University of Florida
Publications - 17
Citations - 2288
Qile Zhu is an academic researcher from University of Florida. The author has contributed to research in topics: Context (language use) & Deep learning. The author has an hindex of 10, co-authored 17 publications receiving 1490 citations.
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Journal ArticleDOI
Adversarial Examples: Attacks and Defenses for Deep Learning
TL;DR: In this paper, the authors review recent findings on adversarial examples for DNNs, summarize the methods for generating adversarial samples, and propose a taxonomy of these methods.
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Adversarial Examples: Attacks and Defenses for Deep Learning
TL;DR: In this paper, the authors present a taxonomy of methods for generating adversarial examples for deep neural networks and further elaborate on countermeasures for adversarial example and explore the challenges and the potential solutions.
Proceedings ArticleDOI
Single Shot Text Detector with Regional Attention
TL;DR: This paper proposed an attention mechanism which roughly identifies text regions via an automatically learned attentional map, which substantially suppresses background interference in the convolutional features, which is the key to producing accurate inference of words, particularly at extremely small sizes.
Journal ArticleDOI
GRAM-CNN: a deep learning approach with local context for named entity recognition in biomedical text
TL;DR: This work proposes a novel end-to-end deep learning approach for biomedical NER tasks that leverages the local contexts based on n-gram character and word embeddings via Convolutional Neural Network (CNN), called GRAM-CNN.
Posted Content
Single Shot Text Detector with Regional Attention
TL;DR: A novel single-shot text detector that directly outputs word-level bounding boxes in a natural image and develops a hierarchical inception module which efficiently aggregates multi-scale inception features.