Jia Guo

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Columbia University ∙ Virginia Polytechnic Institute and State University

Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data

Current neuroimaging techniques provide paths to investigate the structu...
04/10/2021 ∙ by Nanyan Zhu, et al. ∙ 30 ∙ share

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LAMP: Label Augmented Multimodal Pretraining

Multi-modal representation learning by pretraining has become an increas...
12/08/2020 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network

Optimizing power control in multi-cell cellular networks with deep learn...
11/06/2020 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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Spherical Knowledge Distillation

Knowledge distillation aims at obtaining a small but effective deep mode...
10/15/2020 ∙ by Jia Guo, et al. ∙ 6 ∙ share

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MusiCoder: A Universal Music-Acoustic Encoder Based on Transformers

Music annotation has always been one of the critical topics in the field...
08/03/2020 ∙ by Yilun Zhao, et al. ∙ 0 ∙ share

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Darwin's Neural Network: AI-based Strategies for Rapid and Scalable Cell and Coronavirus Screening

Recent advances in the interdisciplinary scientific field of machine per...
07/22/2020 ∙ by Sang Won Lee, et al. ∙ 0 ∙ share

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Intrinsic and Extrinsic Approximation of Koopman Operators over Manifolds

This paper derives rates of convergence of certain approximations of the...
04/11/2020 ∙ by Sai Tej Paruchuri, et al. ∙ 0 ∙ share

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Constructing Deep Neural Networks with a Priori Knowledge of Wireless Tasks

Deep neural networks (DNNs) have been employed for designing wireless sy...
01/29/2020 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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Substituting Gadolinium in Brain MRI Using DeepContrast

Cerebral blood volume (CBV) is a hemodynamic correlate of oxygen metabol...
01/15/2020 ∙ by Haoran Sun, et al. ∙ 9 ∙ share

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Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features

The ability to extrapolate gene expression dynamics in living single cel...
01/15/2020 ∙ by Nanyan Zhu, et al. ∙ 14 ∙ share

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Calcaneus Radiograph Analysis System: Calcaneal Angles Measurement and Fracture Identification

Calcaneus is the largest tarsal bone designed to withstand the daily str...
12/10/2019 ∙ by Jia Guo, et al. ∙ 19 ∙ share

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Structure of Deep Neural Networks with a Priori Information in Wireless Tasks

Deep neural networks (DNNs) have been employed for designing wireless ne...
10/30/2019 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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Evolutionary Trigger Set Generation for DNN Black-Box Watermarking

The commercialization of deep learning creates a compelling need for int...
06/11/2019 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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RetinaFace: Single-stage Dense Face Localisation in the Wild

Though tremendous strides have been made in uncontrolled face detection,...
05/02/2019 ∙ by Jiankang Deng, et al. ∙ 0 ∙ share

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Stacked Dense U-Nets with Dual Transformers for Robust Face Alignment

Facial landmark localisation in images captured in-the-wild is an import...
12/05/2018 ∙ by Jia Guo, et al. ∙ 4 ∙ share

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Global Norm-Aware Pooling for Pose-Robust Face Recognition at Low False Positive Rate

In this paper, we propose a novel Global Norm-Aware Pooling (GNAP) block...
08/01/2018 ∙ by Sheng Chen, et al. ∙ 0 ∙ share

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Exploiting Residual Resources to Support High Throughput with Resource Allocation

Residual radio resources are abundant in wireless networks due to dynami...
03/28/2018 ∙ by Jia Guo, et al. ∙ 0 ∙ share

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ArcFace: Additive Angular Margin Loss for Deep Face Recognition

Convolutional neural networks have significantly boosted the performance...
01/23/2018 ∙ by Jiankang Deng, et al. ∙ 0 ∙ share

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Jia Guo

Featured Co-authors

Yang Liu

Deng Cai

Stefanos Zafeiriou

Sheng Chen

Chen Liu

Xiang Gao

Chen Zhu

Chenyang Yang

Xiaofei He

Jiankang Deng

Yao Hu

Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data

LAMP: Label Augmented Multimodal Pretraining

Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network

Spherical Knowledge Distillation

MusiCoder: A Universal Music-Acoustic Encoder Based on Transformers

Darwin's Neural Network: AI-based Strategies for Rapid and Scalable Cell and Coronavirus Screening

Intrinsic and Extrinsic Approximation of Koopman Operators over Manifolds

Constructing Deep Neural Networks with a Priori Knowledge of Wireless Tasks

Substituting Gadolinium in Brain MRI Using DeepContrast

Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features

Calcaneus Radiograph Analysis System: Calcaneal Angles Measurement and Fracture Identification

Structure of Deep Neural Networks with a Priori Information in Wireless Tasks

Evolutionary Trigger Set Generation for DNN Black-Box Watermarking

RetinaFace: Single-stage Dense Face Localisation in the Wild

Stacked Dense U-Nets with Dual Transformers for Robust Face Alignment

Global Norm-Aware Pooling for Pose-Robust Face Recognition at Low False Positive Rate

Exploiting Residual Resources to Support High Throughput with Resource Allocation

ArcFace: Additive Angular Margin Loss for Deep Face Recognition