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TextBoxes: A Fast Text Detector with a Single Deep Neural Network
Minghui Liao, Baoguang Shi, Xiang Bai +2
This paper presents an end-to-end trainable fast scene text detector, named TextBoxes, which detects scene text with both high accuracy and efficiency in a single network forward p…
Revisiting Multiple Instance Neural Networks
Xinggang Wang, Yongluan Yan, Peng Tang +2
Recently neural networks and multiple instance learning are both attractive topics in Artificial Intelligence related research fields. Deep neural networks have achieved great succ…
Deep FisherNet for Object Classification
Peng Tang, Xinggang Wang, Baoguang Shi +3
Despite the great success of convolutional neural networks (CNN) for the image classification task on datasets like Cifar and ImageNet, CNN's representation power is still somewhat…
Shape Recognition by Bag of Skeleton-associated Contour Parts
Wei Shen, Yuan Jiang, Wenjing Gao +2
Contour and skeleton are two complementary representations for shape recognition. However combining them in a principal way is nontrivial, as they are generally abstracted by diffe…
Robust Scene Text Recognition with Automatic Rectification
Baoguang Shi, Xinggang Wang, Pengyuan Lyu +2
Recognizing text in natural images is a challenging task with many unsolved problems. Different from those in documents, words in natural images often possess irregular shapes, whi…