1 code implementation • ACL 2022 • Xin Sun, Houfeng Wang
Modern writing assistance applications are always equipped with a Grammatical Error Correction (GEC) model to correct errors in user-entered sentences.
no code implementations • 14 Aug 2023 • Xin Sun
This paper aims to assess the impact of COVID-19 on the public finance of Chinese local governments, with a particular focus on the effect of lockdown measures on startups during the pandemic.
no code implementations • 7 Jul 2023 • Chunhui Zhang, Xin Sun, Li Liu, Yiqian Yang, Qiong Liu, Xi Zhou, Yanfeng Wang
This approach achieves feature integration in a unified backbone, removing the need for carefully-designed fusion modules and resulting in a more effective and efficient VL tracking framework.
no code implementations • 15 Jun 2023 • Puyang Wang, Dazhou Guo, Dandan Zheng, Minghui Zhang, Haogang Yu, Xin Sun, Jia Ge, Yun Gu, Le Lu, Xianghua Ye, Dakai Jin
Intrathoracic airway segmentation in computed tomography (CT) is a prerequisite for various respiratory disease analyses such as chronic obstructive pulmonary disease (COPD), asthma and lung cancer.
no code implementations • 12 May 2023 • Jie Xu, Lu Lu, Sen yang, Bilin Liang, Xinwei Peng, Jiali Pang, Jinru Ding, Xiaoming Shi, Lingrui Yang, Huan Song, Kang Li, Xin Sun, Shaoting Zhang
The responses generated by chatbots based on LLMs are recorded for blind evaluations by five licensed medical experts.
no code implementations • 23 Mar 2023 • WenBo Hu, Xin Sun, Qiang Liu, Shu Wu
In recommendation systems, a large portion of the ratings are missing due to the selection biases, which is known as Missing Not At Random.
no code implementations • CVPR 2023 • Yichen Sheng, Jianming Zhang, Julien Philip, Yannick Hold-Geoffroy, Xin Sun, He Zhang, Lu Ling, Bedrich Benes
To compensate for the lack of geometry in 2D Image compositing, recent deep learning-based approaches introduced a pixel height representation to generate soft shadows and reflections.
no code implementations • ICCV 2023 • Desai Xie, Ping Hu, Xin Sun, Soren Pirk, Jianming Zhang, Radomir Mech, Arie E. Kaufman
Placing and orienting a camera to compose aesthetically meaningful shots of a scene is not only a key objective in real-world photography and cinematography but also for virtual content creation.
no code implementations • 30 Aug 2022 • Xintong Qin, Zhengyu Song, Tianwei Hou, Wenjuan Yu, Jun Wang, Xin Sun
The unmanned aerial vehicle (UAV) enabled mobile edge computing (MEC) has been deemed a promising paradigm to provide ubiquitous communication and computing services for the Internet of Things (IoT).
no code implementations • 30 Aug 2022 • Zhengyu Song, Xintong Qin, Yuanyuan Hao, Tianwei Hou, Jun Wang, Xin Sun
Driven by the visions of Internet of Things (IoT), there is an ever-increasing demand for computation resources of IoT users to support diverse applications.
no code implementations • 28 Jul 2022 • Qingyang Tan, Yi Zhou, Tuanfeng Wang, Duygu Ceylan, Xin Sun, Dinesh Manocha
Despite recent success, deep learning-based methods for predicting 3D garment deformation under body motion suffer from interpenetration problems between the garment and the body.
1 code implementation • 25 May 2022 • Xin Sun, Xuan Wang, Jialin Gao, Qiong Liu, Xi Zhou
Moment retrieval in videos is a challenging task that aims to retrieve the most relevant video moment in an untrimmed video given a sentence description.
2 code implementations • 20 May 2022 • Tao Ge, Heming Xia, Xin Sun, Si-Qing Chen, Furu Wei
We study lossless acceleration for seq2seq generation with a novel decoding algorithm -- Aggressive Decoding.
Abstractive Text Summarization
Grammatical Error Correction
+3
no code implementations • 14 May 2022 • Yunseok Jang, Ruben Villegas, Jimei Yang, Duygu Ceylan, Xin Sun, Honglak Lee
We test the effectiveness of our representation on the human image harmonization task by predicting shading that is coherent with a given background image.
no code implementations • 11 May 2022 • Yu-Ming Shang, Heyan Huang, Xin Sun, Wei Wei, Xian-Ling Mao
Extracting relational triples from unstructured text is an essential task in natural language processing and knowledge graph construction.
1 code implementation • ACL 2022 • Zihan Wang, Peiyi Wang, Lianzhe Huang, Xin Sun, Houfeng Wang
Hierarchical text classification is a challenging subtask of multi-label classification due to its complex label hierarchy.
no code implementations • 26 Jan 2022 • Xin Sun, Tao Ge, Shuming Ma, Jingjing Li, Furu Wei, Houfeng Wang
Synthetic data construction of Grammatical Error Correction (GEC) for non-English languages relies heavily on human-designed and language-specific rules, which produce limited error-corrected patterns.
1 code implementation • EMNLP 2021 • Jialin Gao, Xin Sun, Mengmeng Xu, Xi Zhou, Bernard Ghanem
Temporal language grounding in videos aims to localize the temporal span relevant to the given query sentence.
1 code implementation • 11 Oct 2021 • Fei Zhou, Xin Sun, Junyu Dong, Haoran Zhao, Xiao Xiang Zhu
Although Convolution Neural Networks (CNNs) has made substantial progress in the low-light image enhancement task, one critical problem of CNNs is the paradox of model complexity and performance.
no code implementations • Environmental Science & Technology 2021 • Xiao-Feng Huang, Li-Ming Cao, Xu-Dong Tian, * Qiao Zhu, Eri Saikawa, Li-Liang Lin, Yong Cheng, Ling-Yan He, * Min Hu, Yuan-Hang Zhang, Ke-Ding Lu, Yu-Han Liu, Kaspar Daellenbach, Jay G. Slowik, Qian Tang, Qiao-Li Zou, Xin Sun, Bing-Ye Xu, Lan Jiang, Ye-Min Shen, Nga Lee Ng, and André S. H. Prévôt*
The lockdown due to COVID-19 created a rare opportunity to examine the nonlinear responses of secondary aerosols, which are formed through atmospheric oxidation of gaseous precursors, to intensive precursor emission reductions.
no code implementations • 5 Aug 2021 • Xin Sun, Henghui Ding, Chi Zhang, Guosheng Lin, Keck-Voon Ling
In this work, we aim to address the challenging task of open set recognition (OSR).
no code implementations • 15 Jul 2021 • Manuel Lagunas, Xin Sun, Jimei Yang, Ruben Villegas, Jianming Zhang, Zhixin Shu, Belen Masia, Diego Gutierrez
We present a single-image data-driven method to automatically relight images with full-body humans in them.
no code implementations • 29 Jun 2021 • Ang Xuan, Yang Qiu, Yang Liu, Xin Sun
Simulation results illustrate that a distributed planning model is more sensitive to individual load differences, which is precisely the defect of the joint planning model.
no code implementations • 21 Jun 2021 • Haoran Zhao, Xin Sun, Junyu Dong, Zihe Dong, Qiong Li
Recently, distillation approaches are suggested to extract general knowledge from a teacher network to guide a student network.
1 code implementation • ACL 2021 • Xin Sun, Tao Ge, Furu Wei, Houfeng Wang
In this paper, we propose Shallow Aggressive Decoding (SAD) to improve the online inference efficiency of the Transformer for instantaneous Grammatical Error Correction (GEC).
no code implementations • 27 Apr 2021 • Xin Sun, Zenghui Song, Yongbo Yu, Junyu Dong, Claudia Plant, Christian Boehm
This paper proposes a network embedding framework to capture the transfer behaviors on structured networks via deep prediction models.
no code implementations • 18 Apr 2021 • Xin Sun, Changrui Chen, Xiaorui Wang, Junyu Dong, Huiyu Zhou, Sheng Chen
Furthermore, we also build a Gaussian dynamic pyramid Pooling to show its potential and generality in common semantic segmentation.
no code implementations • 12 Apr 2021 • Haoran Zhao, Xin Sun, Junyu Dong, Hui Yu, Huiyu Zhou
Then the generated samples are used to train the compact student network under the supervision of the teacher.
no code implementations • 18 Mar 2021 • Haoran Zhao, Kun Gong, Xin Sun, Junyu Dong, Hui Yu
The proposed approach promotes the performance of student model as the virtual sample created by multiple images produces a similar probability distribution in the teacher and student networks.
no code implementations • COLING 2020 • Lianzhe Huang, Xin Sun, Sujian Li, Linhao Zhang, Houfeng Wang
In this paper, we exploit syntactic awareness to the model by the graph attention network on the dependency tree structure and external pre-training knowledge by BERT language model, which helps to model the interaction between the context and aspect words better.
no code implementations • 12 Aug 2020 • Xin Sun, Chi Zhang, Guosheng Lin, Keck-Voon Ling
A typical challenge that hinders their real-world applications is that unknown samples may be fed into the system during the testing phase, but traditional deep neural networks will wrongly recognize these unknown samples as one of the known classes.
no code implementations • 21 Apr 2020 • Yuming Shang, Heyan Huang, Xin Sun, Xian-Ling Mao
Then, we borrow the idea of Coulomb's Law from physics and introduce the concept of attractive force and repulsive force to this graph to learn correlation and mutual exclusion between relations.
1 code implementation • CVPR 2020 • Xin Sun, Zhenning Yang, Chi Zhang, Guohao Peng, Keck-Voon Ling
A typical challenge is that unknown samples may be fed into the system during the testing phase and traditional deep neural networks will wrongly recognize the unknown sample as one of the known classes.
no code implementations • 18 Feb 2020 • Yu Zhang, Xin Sun, Junyu Dong, Changrui Chen, Yue Shen
The network first introduces a High-Order Representation module to extract the contextual high-order information from all stages of the backbone.
no code implementations • 13 Dec 2019 • Hongwei Xv, Xin Sun, Junyu Dong, Shu Zhang, Qiong Li
Low-shot learning indicates the ability to recognize unseen objects based on very limited labeled training samples, which simulates human visual intelligence.
1 code implementation • LREC 2020 • Benjamin Beilharz, Xin Sun, Sariya Karimova, Stefan Riezler
An even larger dataset comprising 547 hours of German speech aligned to German text is available for speech recognition.
no code implementations • 2 Oct 2019 • Tianwei Hou, Yuanwei Liu, Zhengyu Song, Xin Sun, Yue Chen, Lajos Hanzo
The network's SE and EE are also derived.
Information Theory Signal Processing Information Theory
no code implementations • 23 Jul 2019 • Xin Sun, Hongwei Xv, Junyu Dong, Qiong Li, Changrui Chen
Learning to recognize novel visual categories from a few examples is a challenging task for machines in real-world industrial applications.
1 code implementation • 23 Jul 2019 • Haoran Zhao, Xin Sun, Junyu Dong, Changrui Chen, Zihe Dong
Knowledge distillation aims to train a compact student network by transferring knowledge from a larger pre-trained teacher model.
no code implementations • ICCV 2017 • Xin Sun, Ngai-Man Cheung, Hongxun Yao, Yiluan Guo
Part-based trackers are effective in exploiting local details of the target object for robust tracking.
no code implementations • 19 May 2017 • Qin Zhang, Hui Wang, Junyu Dong, Guoqiang Zhong, Xin Sun
We formulate the SST prediction problem as a time series regression problem.
no code implementations • 13 Apr 2017 • Junyu Dong, Li-Na Wang, Jun Liu, Xin Sun
Finally, given a set of semantic descriptions, the diverse properties of the samples in the semantic space can lead the framework to find an appropriate generation model that uses appropriate parameters to produce a desired texture.