Search Results for author: Hongjia Li

Found 12 papers, 2 papers with code

Structural Supervision for Word Alignment and Machine Translation

no code implementations Findings (ACL) 2022 Lei LI, Kai Fan, Hongjia Li, Chun Yuan

Syntactic structure has long been argued to be potentially useful for enforcing accurate word alignment and improving generalization performance of machine translation.

Machine Translation Multi-Task Learning +2

Neural Machine Translation with Dynamic Graph Convolutional Decoder

no code implementations28 May 2023 Lei LI, Kai Fan, Lingyu Yang, Hongjia Li, Chun Yuan

Existing wisdom demonstrates the significance of syntactic knowledge for the improvement of neural machine translation models.

Machine Translation Translation

YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design

3 code implementations12 Sep 2020 Yuxuan Cai, Hongjia Li, Geng Yuan, Wei Niu, Yanyu Li, Xulong Tang, Bin Ren, Yanzhi Wang

In this work, we propose YOLObile framework, a real-time object detection on mobile devices via compression-compilation co-design.

Computational Efficiency Object +2

An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices

no code implementations ECCV 2020 Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu, Sheng Lin, Hongjia Li, Xiang Chen, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang

Weight pruning has been widely acknowledged as a straightforward and effective method to eliminate redundancy in Deep Neural Networks (DNN), thereby achieving acceleration on various platforms.

Code Generation Compiler Optimization

Deep Compressed Pneumonia Detection for Low-Power Embedded Devices

no code implementations4 Nov 2019 Hongjia Li, Sheng Lin, Ning Liu, Caiwen Ding, Yanzhi Wang

Deep neural networks (DNNs) have been expanded into medical fields and triggered the revolution of some medical applications by extracting complex features and achieving high accuracy and performance, etc.

Pneumonia Detection

C3PO: Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing

no code implementations20 Mar 2018 Zhe Li, Xiaolong Ma, Hongjia Li, Qiyuan An, Aditya Singh Rathore, Qinru Qiu, Wenyao Xu, Yanzhi Wang

It is of vital importance to enable 3D printers to identify the objects to be printed, so that the manufacturing procedure of an illegal weapon can be terminated at the early stage.

Action Detection Activity Detection +1

Image Dataset for Visual Objects Classification in 3D Printing

no code implementations15 Feb 2018 Hongjia Li, Xiaolong Ma, Aditya Singh Rathore, Zhe Li, Qiyuan An, Chen Song, Wenyao Xu, Yanzhi Wang

The rapid development in additive manufacturing (AM), also known as 3D printing, has brought about potential risk and security issues along with significant benefits.

Classification General Classification

FFT-Based Deep Learning Deployment in Embedded Systems

no code implementations13 Dec 2017 Sheng Lin, Ning Liu, Mahdi Nazemi, Hongjia Li, Caiwen Ding, Yanzhi Wang, Massoud Pedram

The large model size of DNNs, while providing excellent accuracy, also burdens the embedded platforms with intensive computation and storage.

speech-recognition Speech Recognition

Deep Reinforcement Learning: Framework, Applications, and Embedded Implementations

no code implementations10 Oct 2017 Hongjia Li, Tianshu Wei, Ao Ren, Qi Zhu, Yanzhi Wang

The recent breakthroughs of deep reinforcement learning (DRL) technique in Alpha Go and playing Atari have set a good example in handling large state and actions spaces of complicated control problems.

Cloud Computing Q-Learning +3

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