1 code implementation • 3 Jan 2024 • Yilan Zhang, Yingxue Xu, Jianqi Chen, Fengying Xie, Hao Chen
Despite advantages of multimodal learning for cancer survival prediction, massive redundancy in multimodal data prevents it from extracting discriminative and compact information: (1) An extensive amount of intra-modal task-unrelated information blurs discriminability, especially for gigapixel whole slide images (WSIs) with many patches in pathology and thousands of pathways in genomic data, leading to an ``intra-modal redundancy" issue.
no code implementations • 1 Dec 2023 • Chao Chen, Wei Chen, Di Zhao, Jianqi Chen, Li Qiu
This paper introduces a brand-new phase definition called the segmental phase for multi-input multi-output linear time-invariant systems.
no code implementations • 28 Nov 2023 • Jianqi Chen, Wei Chen, Chao Chen, Li Qiu
In addition, the inverse operations of the considered connections, that is, network subtractions with correspondences are examined.
no code implementations • 31 Jul 2023 • Xinghan Li, Jianqi Chen, Han Zhang, Jieqiang Wei, Junfeng Wu
In this paper, we focus on the error dynamics analysis for an affine group system under external disturbances or random noises.
1 code implementation • 17 Jul 2023 • Jianqi Chen, Yilan Zhang, Zhengxia Zou, Keyan Chen, Zhenwei Shi
Initially, we employ a pretrained vision-language model (VLM) to generate descriptions for the composite image.
1 code implementation • 9 Jul 2023 • Yilan Zhang, Jianqi Chen, Ke Wang, Fengying Xie
In this paper, we propose class-Enhancement Contrastive Learning (ECL), which enriches the information of minority classes and treats different classes equally.
1 code implementation • 14 May 2023 • Jianqi Chen, Hao Chen, Keyan Chen, Yilan Zhang, Zhengxia Zou, Zhenwei Shi
Many existing adversarial attacks generate $L_p$-norm perturbations on image RGB space.
1 code implementation • 3 Mar 2023 • Jianqi Chen, Yilan Zhang, Zhengxia Zou, Keyan Chen, Zhenwei Shi
High-resolution (HR) image harmonization is of great significance in real-world applications such as image synthesis and image editing.
Ranked #8 on Image Harmonization on iHarmony4
1 code implementation • 16 Feb 2023 • Keyan Chen, Wenyuan Li, Sen Lei, Jianqi Chen, XiaoLong Jiang, Zhengxia Zou, Zhenwei Shi
Despite its fruitful applications in remote sensing, image super-resolution is troublesome to train and deploy as it handles different resolution magnifications with separate models.
1 code implementation • CVPR 2023 • Keyan Chen, XiaoLong Jiang, Yao Hu, Xu Tang, Yan Gao, Jianqi Chen, Weidi Xie
In this paper, we consider the problem of simultaneously detecting objects and inferring their visual attributes in an image, even for those with no manual annotations provided at the training stage, resembling an open-vocabulary scenario.
Ranked #1 on Open Vocabulary Attribute Detection on OVAD benchmark (using extra training data)
1 code implementation • 21 Nov 2022 • Yilan Zhang, Fengying Xie, Jianqi Chen
Multi-modal skin lesion diagnosis (MSLD) has achieved remarkable success by modern computer-aided diagnosis (CAD) technology based on deep convolutions.
no code implementations • 10 Dec 2021 • Jianqi Chen, Tian Qi, Jie Chen
In this paper, we investigate the mean-square stability and stabilizability problems for linear time-invariant systems under stochastic spatially correlated multiplicative uncertainties.
no code implementations • 10 May 2021 • Jianqi Chen, Jieqiang Wei, Wei Chen, Henrik Sandberg, Karl H. Johansson, Jie Chen
Undetectable attacks are an important class of malicious attacks threatening the security of cyber-physical systems, which can modify a system's state but leave the system output measurements unaffected, and hence cannot be detected from the output.