1 code implementation • 11 Oct 2021 • Suncheng Xiang, Jingsheng Gao, Zirui Zhang, Mengyuan Guan, Binjie Yan, Ting Liu, Dahong Qian, Yuzhuo Fu
Pretraining is a dominant paradigm in computer vision.
1 code implementation • 12 Jan 2023 • Ruifei Zhang, Guanbin Li, Zhen Li, Shuguang Cui, Dahong Qian, Yizhou Yu
To tackle these issues, we propose an adaptive context selection based encoder-decoder framework which is composed of Local Context Attention (LCA) module, Global Context Module (GCM) and Adaptive Selection Module (ASM).
1 code implementation • 1 Feb 2022 • Yesheng Zhang, Xu Zhao, Dahong Qian
Therefore, in this paper, we propose a hybrid camera calibration framework which combines learning-based approaches with traditional methods to handle these bottlenecks.
1 code implementation • 7 Jul 2022 • Chengfeng Zhou, Songchang Chen, Chenming Xu, Jun Wang, Feng Liu, Chun Zhang, Juan Ye, Hefeng Huang, Dahong Qian
In this study, we present a novel normalization technique called window normalization (WIN) to improve the model generalization on heterogeneous medical images, which is a simple yet effective alternative to existing normalization methods.
1 code implementation • 2 Nov 2022 • Suncheng Xiang, Hao Chen, Wei Ran, Zefang Yu, Ting Liu, Dahong Qian, Yuzhuo Fu
Person re-identification plays a significant role in realistic scenarios due to its various applications in public security and video surveillance.
Domain Generalization Generalizable Person Re-identification +2
1 code implementation • 19 Apr 2023 • Suncheng Xiang, Jingsheng Gao, Mengyuan Guan, Jiacheng Ruan, Chengfeng Zhou, Ting Liu, Dahong Qian, Yuzhuo Fu
In this paper, we propose a Multi-Modal Equivalent Transformer called MMET for more robust visual-semantic embedding learning on visual, textual and visual-textual tasks respectively.
Generalizable Person Re-identification Representation Learning
1 code implementation • 20 Jul 2023 • Suncheng Xiang, Cang Liu, Sijia Du, Dahong Qian
Colonoscopic Polyp Re-Identification aims to match a specific polyp in a large gallery with different cameras and views, which plays a key role for the prevention and treatment of colorectal cancer in the computer-aided diagnosis.
no code implementations • 25 Mar 2020 • Hao Tung, Chao Zheng, Xinsheng Mao, Dahong Qian
Models embedded with the channel-wise attention structure always achieve better scores on sensitivity and precision than the plain Resnet models.
no code implementations • 29 Oct 2020 • Yesheng Zhang, Xu Zhao, Dahong Qian
In this paper, we present a novel end-to-end network architecture to estimate fundamental matrix directly from stereo images.
no code implementations • 7 May 2021 • Yiming Bao, Jun Wang, Tong Li, Linyan Wang, Jianwei Xu, Juan Ye, Dahong Qian
Specifically, the encoder of a DL model that is pre-trained on the source domain is used to initialize the encoder of a reconstruction model.
no code implementations • 25 Jan 2022 • Jianwei Xu, Ran Zhao, Yizhou Yu, Qingwei Zhang, Xianzhang Bian, Jun Wang, Zhizheng Ge, Dahong Qian
In order to solve these problems, our method combines the two-dimensional (2-D) CNN-based real-time object detector network with spatiotemporal information.
no code implementations • 24 Aug 2022 • Hongwei Xu, Suncheng Xiang, Dahong Qian
The softmax-based loss functions and its variants (e. g., cosface, sphereface, and arcface) significantly improve the face recognition performance in wild unconstrained scenes.
no code implementations • 25 Aug 2022 • Yiming Bao, Xu Zhao, Dahong Qian
On Total Capture dataset, KineFuse surpasses previous state-of-the-art which uses IMU only for testing by 8. 6\%.
Ranked #2 on 3D Human Pose Estimation on Total Capture
no code implementations • 28 Mar 2023 • Qingzhong Chen, Shilun Cai, Crystal Cai, Zefang Yu, Dahong Qian, Suncheng Xiang
To seek a solution to this problem, we construct a large-scale colonoscopic dataset named Colo-Pair for medical practice.
no code implementations • 29 Apr 2023 • Yesheng Zhang, Xu Zhao, Dahong Qian
This paper, thus, pays attention to the search space and proposes to set the initial search space for point matching as the matched image areas containing prominent semantic, named semantic area matches.
no code implementations • 2 Aug 2023 • Suncheng Xiang, Qingzhong Chen, Shilun Cai, Chengfeng Zhou, Crystal Cai, Sijia Du, Zhengjie Zhang, Yunshi Zhong, Dahong Qian
Colonoscopic Polyp Re-Identification aims to match the same polyp from a large gallery with images from different views taken using different cameras and plays an important role in the prevention and treatment of colorectal cancer in computer-aided diagnosis.
no code implementations • 5 Dec 2023 • Chen Liu, Can Han, Chengfeng Zhou, Crystal Cai, Suncheng Xiang, Hualiang Ni, Dahong Qian
While there has been significant progress in gesture recognition based on surface electromyography (sEMG), accurate recognition of predefined gestures only within a closed set is still inadequate in practice.
no code implementations • 12 Dec 2023 • Ruijia Chang, Suncheng Xiang, Chengyu Zhou, Kui Su, Dahong Qian, Jun Wang
Chromosome recognition is an essential task in karyotyping, which plays a vital role in birth defect diagnosis and biomedical research.
no code implementations • 18 Jan 2024 • Jun Wang, Chengfeng Zhou, Zhaoyan Ming, Lina Wei, Xudong Jiang, Dahong Qian
One of the fundamental challenges in microscopy (MS) image analysis is instance segmentation (IS), particularly when segmenting cluster regions where multiple objects of varying sizes and shapes may be connected or even overlapped in arbitrary orientations.