Jia Guo

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Columbia University ∙ Virginia Polytechnic Institute and State University

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

Haoran Wang

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