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Tao Wan

3 accepted papers

2020

FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions

CVPR 2020oral

Deep learning as a service has been widely deployed to utilize deep neural network models to provide prediction services. However, this raises privacy concerns since clients need to send sensitive information to servers. In this paper, we focus on the scenario where clients want to classify private…

Cited by 112PDFcodeScholar
2019

A Sequential Guiding Network with Attention for Image Captioning

ICASSP 2019accepted

The recent advances of deep learning in both computer vision (CV) and natural language processing (NLP) provide us a new way of understanding semantics, by which we can deal with more challenging tasks such as automatic description generation from natural images. In this challenge, the encoder-decod…

Cited by 0SourceScholar
2019

Pixel Level Data Augmentation for Semantic Image Segmentation Using Generative Adversarial Networks

ICASSP 2019accepted

Semantic segmentation is one of the basic topics in computer vision, it aims to assign semantic labels to every pixel of an image. Unbalanced semantic label distribution could have a negative influence on segmentation accuracy. In this paper, we investigate using data augmentation approach to balanc…

Cited by 0SourceScholar