no code implementations • 22 May 2024 • Yi Xiao, Qilong Jia, Wei Xue, Lei Bai
Data assimilation refers to a set of algorithms designed to compute the optimal estimate of a system's state by refining the prior prediction (known as background states) using observed data.
no code implementations • 8 May 2024 • Yi Xiao, Qiangqiang Yuan, Kui Jiang, Yuzeng Chen, Qiang Zhang, Chia-Wen Lin
To alleviate these issues, we develop the first attempt to integrate the Vision State Space Model (Mamba) for RSI-SR, which specializes in processing large-scale RSI by capturing long-range dependency with linear complexity.
no code implementations • 30 Apr 2024 • Diego Porres, Yi Xiao, Gabriel Villalonga, Alexandre Levy, Antonio M. López
Vision-based end-to-end driving models trained by imitation learning can lead to affordable solutions for autonomous driving.
no code implementations • 7 Mar 2024 • Yi Xiao, Xiangxin Zhou, Qiang Liu, Liang Wang
In this paper, we present the first systematic survey on multimodal frameworks for molecules research.
no code implementations • 30 Jan 2024 • Tiannan Wang, Jiamin Chen, Qingrui Jia, Shuai Wang, Ruoyu Fang, Huilin Wang, Zhaowei Gao, Chunzhao Xie, Chuou Xu, Jihong Dai, Yibin Liu, Jialong Wu, Shengwei Ding, Long Li, Zhiwei Huang, Xinle Deng, Teng Yu, Gangan Ma, Han Xiao, Zixin Chen, Danjun Xiang, Yunxia Wang, Yuanyuan Zhu, Yi Xiao, Jing Wang, Yiru Wang, Siran Ding, Jiayang Huang, Jiayi Xu, Yilihamu Tayier, Zhenyu Hu, Yuan Gao, Chengfeng Zheng, Yueshu Ye, Yihang Li, Lei Wan, Xinyue Jiang, Yujie Wang, Siyu Cheng, Zhule Song, Xiangru Tang, Xiaohua Xu, Ningyu Zhang, Huajun Chen, Yuchen Eleanor Jiang, Wangchunshu Zhou
Weaver is pre-trained on a carefully selected corpus that focuses on improving the writing capabilities of large language models.
1 code implementation • 13 Jan 2024 • Yi Xiao, Qiangqiang Yuan, Qiang Zhang, Liangpei Zhang
Therefore, this paper proposes a practical Blind SVSR algorithm (BSVSR) to explore more sharp cues by considering the pixel-wise blur levels in a coarse-to-fine manner.
no code implementations • 18 Dec 2023 • Kun Chen, Lei Bai, Fenghua Ling, Peng Ye, Tao Chen, Jing-Jia Luo, Hao Chen, Yi Xiao, Kang Chen, Tao Han, Wanli Ouyang
Initial states are typically generated by traditional data assimilation components, which are computational expensive and time-consuming.
no code implementations • 16 Dec 2023 • Yi Xiao, Lei Bai, Wei Xue, Kang Chen, Tao Han, Wanli Ouyang
Weather forecasting is a crucial yet highly challenging task.
1 code implementation • 30 Oct 2023 • Yi Xiao, Qiangqiang Yuan, Kui Jiang, Jiang He, Xianyu Jin, Liangpei Zhang
Recently, convolutional networks have achieved remarkable development in remote sensing image Super-Resoltuion (SR) by minimizing the regression objectives, e. g., MSE loss.
no code implementations • 15 Oct 2023 • Yi Xiao, Harshit Sharma, Zhongyang Zhang, Dessa Bergen-Cico, Tauhidur Rahman, Asif Salekin
Stress impacts our physical and mental health as well as our social life.
no code implementations • 9 Oct 2023 • Feiyi Chen, Zhen Qin, Yingying Zhang, Shuiguang Deng, Yi Xiao, Guansong Pang, Qingsong Wen
Retraining a large neural network model with limited data is vulnerable to overfitting.
no code implementations • 25 May 2023 • Nina R Benway, Jonathan L Preston, Asif Salekin, Yi Xiao, Harshit Sharma, Tara McAllister
Mispronunciation detection tools could increase treatment access for speech sound disorders impacting, e. g., /r/.
no code implementations • 19 Apr 2023 • Zhiwei Wei, Yi Xiao, Wenjia Xu, Mi Shu, Lu Cheng, Yang Wang, Chunbo Liu
To improve efficiency and effectiveness, we integrate multi-scale data using a knowledge graph, focusing on the recognition of C-shaped building patterns.
2 code implementations • 10 Apr 2023 • Yi Xiao, Qiangqiang Yuan, Kui Jiang, Xianyu Jin, Jiang He, Liangpei Zhang, Chia-Wen Lin
To explore the global dependency in the entire frame sequence, a Long-term Temporal Difference Module (L-TDM) is proposed, where the differences between forward and backward segments are incorporated and activated to guide the modulation of the temporal feature, leading to a holistic global compensation.
no code implementations • 7 Feb 2023 • Yi Xiao, Felipe Codevilla, Diego Porres, Antonio M. Lopez
We propose to replace CILRS with CIL++ as a strong vision-based pure end-to-end driving baseline supervised by only vehicle signals and trained by conditional imitation learning.
no code implementations • 17 Nov 2022 • Brian Testa, Yi Xiao, Harshit Sharma, Avery Gump, Asif Salekin
Smart speaker voice assistants (VAs) such as Amazon Echo and Google Home have been widely adopted due to their seamless integration with smart home devices and the Internet of Things (IoT) technologies.
no code implementations • 17 Nov 2022 • Sawinder Kaur, Yi Xiao, Asif Salekin
This study introduces VeriCompress, a tool that automates the search and training of compressed models with robustness guarantees.
1 code implementation • 3 Aug 2022 • Harshit Sharma, Yi Xiao, Victoria Tumanova, Asif Salekin
We collected physiological parameters data from 70 children in the two target conditions.
no code implementations • 5 Mar 2022 • Yihua Sun, Qingsong Yao, Yuanyuan Lyu, Jianji Wang, Yi Xiao, Hongen Liao, S. Kevin Zhou
Digital chest tomosynthesis (DCT) is a technique to produce sectional 3D images of a human chest for pulmonary disease screening, with 2D X-ray projections taken within an extremely limited range of angles.
1 code implementation • 21 Aug 2020 • Yi Xiao, Felipe Codevilla, Christopher Pal, Antonio M. Lopez
Human drivers produce a vast amount of data which could, in principle, be used to improve autonomous driving systems.
no code implementations • 12 Sep 2019 • Yi Xiao, Emilio Tuosto
This class of automata captures nominal regular languages; analogously to the classical language theory, nominal automata have been shown to characterise nominal regular expressions with binders.
no code implementations • 7 Jun 2019 • Yi Xiao, Felipe Codevilla, Akhil Gurram, Onay Urfalioglu, Antonio M. López
On the other hand, we find end-to-end driving approaches that try to learn a direct mapping from input raw sensor data to vehicle control signals.
1 code implementation • ICCV 2019 • Hongyu Liu, Bin Jiang, Yi Xiao, Chao Yang
The latest deep learning-based approaches have shown promising results for the challenging task of inpainting missing regions of an image.
Ranked #1 on Image Inpainting on Paris StreetView
no code implementations • 25 Jan 2019 • Nima Tajbakhsh, Yufei Hu, Junli Cao, Xingjian Yan, Yi Xiao, Yong Lu, Jianming Liang, Demetri Terzopoulos, Xiaowei Ding
We investigate the effectiveness of a simple solution to the common problem of deep learning in medical image analysis with limited quantities of labeled training data.
no code implementations • 27 Jan 2018 • Yi Xiao, Peiyao Zhou, Yan Zheng
To solve this problem, we present a novel deep colorization method, which allows simultaneous global and local inputs to better control the output colorized images.
1 code implementation • 3 Jan 2018 • Yi Xiao, Xiang Cao, Xianyi Zhu, Renzhi Yang, Yan Zheng
The convolutional neural pyramids extract information from large receptive fields of the depth map and guidance map, while the convolutional neural network effectively transfers useful structures of the guidance image to the depth image.