Zhiqiang Xia

HyperVL: An Efficient and Dynamic Multimodal Large Language Model for Edge Devices

HyperAI Team, Yuchen Liu, Kaiyang Han, Zhiqiang Xia et autres

Current multimodal large lanauge models possess strong perceptual and reasoning capabilities, however high computational and memory requirements make them difficult to deploy directly on on-device environments. While small-parameter models are progressively endowed with strong general capabilities, standard Vision Transformer (ViT) encoders remain …

DepressionGraph: A Two-Channel Graph Neural Network for the Diagnosis of Major Depressive Disorders Using rs-fMRI

Zhiqiang Xia, Yusi Fan, Kewei Li, Yueying Wang et autres

Major depressive disorder (MDD) is a prevalent psychiatric condition with a complex and unknown pathological mechanism. Resting-state functional magnetic resonance imaging (rs-fMRI) has emerged as a valuable non-invasive technology for MDD diagnosis. By utilizing rs-fMRI data, a dynamic brain functional connection network …

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Detection and Comparative Analysis of Methylomic Biomarkers of Rheumatoid Arthritis

Xin Feng, Xubing Hao, Zhiqiang Xia, Lan Huang et autres

Rheumatoid arthritis (RA) is a common autoimmune disorder influenced by both genetic and environmental factors. To investigate possible contributions of DNA methylation to the etiology of RA with minimum confounding genetic heterogeneity, we investigated genome-wide DNA methylation in disease-discordant monozygotic twin pairs. …

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MuscNet, a Weighted Voting Model of Multi-Source Connectivity Networks to Predict Mild Cognitive Impairment Using Resting-State Functional MRI

Jialiang Li, Zhaomin Yao, Meiyu Duan, Shuai Liu et autres

The neurological disorder mild cognitive impairment (MCI) demonstrates minor impacts on the patient's daily activities and may be ignored as the status of normal aging. But some of the MCI patients may further develop into severe statuses like Alzheimer's disease (AD). The …

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47.4: Study on the flicker shift in FFS TFT‐LCD Mode

Chengying Shi, Min Cai, Jiongliang Fu, Yiming Wang et autres

Based on FFS TFT‐LCD panel, flicker shift with different cell materials was investigated, including lighting effect on the shift value with backlight on and off. Negative LC shifts much smaller than positive LC, even after reliability test. High resistance PI A shows …

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Natural Scene Nutrition Information Acquisition and Analysis Based on Deep Learning

Tianyue Zhang, Wei Xu, Zhi Li, Fangzhe Shi et autres

Background: In the field of personalized health, it is often difficult for individuals to obtain professional knowledge to solve their practical problems timely and accurately. While there are some applications that can get targeted information, they often fail to function properly in …

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Towards thinner convolutional neural networks through Gradually Global Pruning

Zhengtao Wang, Ce Zhu, Zhiqiang Xia, Qi Guo et autres

Deep network pruning is an effective method to reduce the storage and computation cost of deep neural networks when applying them to resource-limited devices. Among many pruning granularities, neuron level pruning will remove redundant neurons and filters in the model and result …

Attribute-controlled face photo synthesis from simple line drawing

Qi Guo, Ce Zhu, Zhiqiang Xia, Zhengtao Wang et autres

Face photo synthesis from simple line drawing is a one-to-many task as simple line drawing merely contains the contour of human face. Previous exemplar-based methods are over-dependent on the datasets and are hard to generalize to complicated natural scenes. Recently, several works …

A Testing Method on Poly-Si Thin-Film Transistor Array for Active-Matrix Organic Emitting Display

Xueqiang Liu, Tong Zhang, Lijie Wang, Zhiqiang Xia et autres

A novel method is introduced using to evaluate the quality of thin-film transistor (TFT) array for driving active-matrix display (OLED). By the means of this method, the operation states of the TFT or the defects of TFT can be judged. It is …

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