Xiangyu Chen

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Annotating large-scale image corpus requires huge amount of human efforts and is thus generally unaffordable, which directly motivates recent development of semi-supervised or active annotation methods. In this paper we revisit this notoriously challenging problem and develop a novel multi-label propagation scheme, whereby both the efficacy and accuracy of(More)
We introduce in this paper a novel approach to multi-label image classification which incorporates a new type of context — label exclusive context — with linear representation and classification. Given a set of exclusive label groups that describe the negative relationship among class labels, our method, namely LELR for Label Exclusive Linear(More)
During chronic viral infection, virus-specific CD8(+) T cells become exhausted, exhibit poor effector function and lose memory potential. However, exhausted CD8(+) T cells can still contain viral replication in chronic infections, although the mechanism of this containment is largely unknown. Here we show that a subset of exhausted CD8(+) T cells expressing(More)
In the past decade, locality-sensitive hashing (LSH) has gained a large amount of attention from both the multimedia and computer vision communities owing to its empirical success and theoretic guarantee in large-scale multimedia indexing and retrieval. Original LSH algorithms are designated for generic metrics such as Cosine similarity, $$\ell _2$$ -norm(More)
Glaucoma is a chronic and irreversible eye disease, which leads to deterioration in vision and quality of life. In this paper, we develop a deep learning (DL) architecture with convolutional neural network for automated glaucoma diagnosis. Deep learning systems, such as convolutional neural networks (CNNs), can infer a hierarchical representation of images(More)
PURPOSE To compare the characteristics of magnetic resonance perfusion-weighted imaging (MRPWI) scans before and after transcatheter arterial chemoembolization (TACE) treatment of hepatocellular carcinoma (HCC) and to apply MRPWI in evaluating the therapeutic effect of TACE and prognosis of HCC. MATERIALS AND METHODS Thirty-five patients with HCC(More)
Collagenases are widely used for tissue digestion in experiments due to their potent hydrolysis of connective tissue. CD27, also known as tumor necrosis factor receptor superfamily 7 (TNFRSF7), is limited to be expressed on the cells of the lymphoid lineage. In our preliminary research, we found that CD27 on NK cells was almost disappeared with the(More)
www.MaterialsViews.com C O M M U N IC A IO N He Yi , Xin-Yu Bao , Jie Zhang , Christopher Bencher , Li-Wen Chang , Xiangyu Chen , Richard Tiberio , James Conway , Huixiong Dai , Yongmei Chen , Subhasish Mitra , and H.-S. Philip Wong * Flexible Control of Block Copolymer Directed SelfAssembly using Small, Topographical Templates: Potential Lithography(More)
This paper describes our system for auto search and interactive search in the known-item search (KIS) task in TRECVID 2010. KIS task aims to find an unique video answer for each text query. The shift from traditional video search has prompted a series of challenges in processing and searching techniques that developed over the past few years. For the(More)
BACKGROUND Computer Aided Diagnosis (CAD), which can automate the detection process for ocular diseases, has attracted extensive attention from clinicians and researchers alike. It not only alleviates the burden on the clinicians by providing objective opinion with valuable insights, but also offers early detection and easy access for patients. METHOD We(More)