activity
20182020
most citedMachine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds

11 citations · 12 across the 3 of their papers we have counts for

collaborators

7 papers

eess.IV20201 cited

Do Noises Bother Human and Neural Networks In the Same Way? A Medical Image Analysis Perspective

Shao-Cheng Wen, Yu-Jen Chen, Zihao Liu +7

Deep learning had already demonstrated its power in medical images, including denoising, classification, segmentation, etc. All these applications are proposed to automatically ana…

cs.AR2019

Thread Batching for High-performance Energy-efficient GPU Memory Design

Bing Li, Mengjie Mao, Xiaoxiao Liu +6

Massive multi-threading in GPU imposes tremendous pressure on memory subsystems. Due to rapid growth in thread-level parallelism of GPU and slowly improved peak memory bandwidth, t…

cs.CV201911 cited

Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds

Zihao Liu, Xiaowei Xu, Tao Liu +7

Cloud based medical image analysis has become popular recently due to the high computation complexities of various deep neural network (DNN) based frameworks and the increasingly l…

cs.LG2018

Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks

Qi Liu, Tao Liu, Zihao Liu +3

DNN is presenting human-level performance for many complex intelligent tasks in real-world applications. However, it also introduces ever-increasing security concerns. For example,…

cs.CV2018

DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework

Zihao Liu, Tao Liu, Wujie Wen +4

As one of most fascinating machine learning techniques, deep neural network (DNN) has demonstrated excellent performance in various intelligent tasks such as image classification.…

cs.NE2018

MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with Temporal Error Backpropagation

Tao Liu, Zihao Liu, Fuhong Lin +3

Modern deep learning enabled artificial neural networks, such as Deep Neural Network (DNN) and Convolutional Neural Network (CNN), have achieved a series of breaking records on a b…