no code implementations • 20 Apr 2024 • Yidan Liu, Weiying Xie, Kai Jiang, Jiaqing Zhang, Yunsong Li, Leyuan Fang
The majority of existing hyperspectral anomaly detection (HAD) methods use the low-rank representation (LRR) model to separate the background and anomaly components, where the anomaly component is optimized by handcrafted sparse priors (e. g., $\ell_{2, 1}$-norm).
no code implementations • 30 Mar 2024 • Luankang Zhang, Hao Wang, Suojuan Zhang, Mingjia Yin, Yongqiang Han, Jiaqing Zhang, Defu Lian, Enhong Chen
To this end, we propose a Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation (AREIL).
1 code implementation • 14 Mar 2024 • Jiaqing Zhang, Mingxiang Cao, Xue Yang, Weiying Xie, Jie Lei, Daixun Li, Wenbo Huang, Yunsong Li
Multimodal image fusion and object detection are crucial for autonomous driving.
no code implementations • 10 Mar 2024 • Scott Siegel, Jiaqing Zhang, Sabyasachi Bandyopadhyay, Subhash Nerella, Brandon Silva, Tezcan Baslanti, Azra Bihorac, Parisa Rashidi
Likewise, while mobility can be an important indicator of recovery or deterioration in ICU patients, it is only captured sporadically or not captured at all.
no code implementations • 10 Jan 2024 • Jiayuan Tian, Jie Lei, Jiaqing Zhang, Weiying Xie, Yunsong Li
Effectively leveraging this data through self-supervised learning (SSL) is vital in the field of remote sensing.
1 code implementation • 6 Jan 2024 • Jiaqing Zhang, Jie Lei, Weiying Xie, Kai Jiang, Mingxiang Cao, Yunsong Li
Accurate cloud recognition and warning are crucial for various applications, including in-flight support, weather forecasting, and climate research.
1 code implementation • 6 Jan 2024 • Jiaqing Zhang, Jie Lei, Weiying Xie, Geng Yang, Daixun Li, Yunsong Li
Additionally, the information distribution flow (IDF) in MIVit enhances performance-awareness by distributing global classification information across different modalities' feature maps.
no code implementations • 28 Dec 2023 • Mingxiang Cao, Weiying Xie, Jie Lei, Jiaqing Zhang, Daixun Li, Yunsong Li
Deep learning has driven significant progress in object detection using Synthetic Aperture Radar (SAR) imagery.
no code implementations • 16 Nov 2023 • Daixun Li, Weiying Xie, Jiaqing Zhang, Yunsong Li
High-dimensional images, known for their rich semantic information, are widely applied in remote sensing and other fields.
no code implementations • 3 Nov 2023 • Miguel Contreras, Brandon Silva, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Ziyuan Guan, Jeremy Balch, Jiaqing Zhang, Sabyasachi Bandyopadhyay, Kia Khezeli, Azra Bihorac, Parisa Rashidi
The acuity state of patients in the intensive care unit (ICU) can quickly change from stable to unstable.
no code implementations • 3 Nov 2023 • Jessica Sena, Mohammad Tahsin Mostafiz, Jiaqing Zhang, Andrea Davidson, Sabyasachi Bandyopadhyay, Ren Yuanfang, Tezcan Ozrazgat-Baslanti, Benjamin Shickel, Tyler Loftus, William Robson Schwartz, Azra Bihorac, Parisa Rashidi
In this study, we evaluated the impact of integrating mobility data collected from wrist-worn accelerometers with clinical data obtained from EHR for developing an AI-driven acuity assessment score.
no code implementations • 30 Jun 2023 • Subhash Nerella, Sabyasachi Bandyopadhyay, Jiaqing Zhang, Miguel Contreras, Scott Siegel, Aysegul Bumin, Brandon Silva, Jessica Sena, Benjamin Shickel, Azra Bihorac, Kia Khezeli, Parisa Rashidi
With Artificial Intelligence (AI) increasingly permeating various aspects of society, including healthcare, the adoption of the Transformers neural network architecture is rapidly changing many applications.
no code implementations • 11 Mar 2023 • Subhash Nerella, Ziyuan Guan, Scott Siegel, Jiaqing Zhang, Kia Khezeli, Azra Bihorac, Parisa Rashidi
However, the extent of patient monitoring in the ICU is limited due to time constraints and the workload on healthcare providers.
no code implementations • 11 Mar 2023 • Sabyasachi Bandyopadhyay, Ahna Cecil, Jessica Sena, Andrea Davidson, Ziyuan Guan, Subhash Nerella, Jiaqing Zhang, Kia Khezeli, Brooke Armfield, Azra Bihorac, Parisa Rashidi
This study shows that ambient light and noise intensities are strong predictors of long-term delirium incidence in the ICU.
1 code implementation • 31 Dec 2022 • Jiaqing Zhang, Jie Lei, Weiying Xie, Yunsong Li, Xiuping Jia
More concretely, we first design a structure called guided quantization self-distillation (GQSD), which is an innovative idea for realizing lightweight through the synergy of quantization and distillation.
Ranked #1 on Object Detection on VEDAI
1 code implementation • 27 Sep 2022 • Jiaqing Zhang, Jie Lei, Weiying Xie, Zhenman Fang, Yunsong Li, Qian Du
Furthermore, we design a simple and flexible SR branch to learn HR feature representations that can discriminate small objects from vast backgrounds with low-resolution (LR) input, thus further improving the detection accuracy.
Ranked #3 on Object Detection on VEDAI
1 code implementation • ICONIP 2021 • Jiaqing Zhang, Minghao Yang, Yuanhao Qu, Jinlong Chen, Baohua Qiang, Hong Shi
We call this as Scan-to-Locality (STL) map strategy.