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Robust Swin Transformer for Vehicle Re-Identification with Dynamic Feature Fusion
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作者 Saifullah Tumrani Abdul Jabbar Siddiqui 《Computers, Materials & Continua》 2026年第5期605-620,共16页
Vehicle re-identification(ReID)is a challenging task in intelligent transportation,and urban surveillance systems due to its complications in camera viewpoints,vehicle scales,and environmental conditions.Recent transf... Vehicle re-identification(ReID)is a challenging task in intelligent transportation,and urban surveillance systems due to its complications in camera viewpoints,vehicle scales,and environmental conditions.Recent transformer-based approaches have shown impressive performance by utilizing global dependencies,these models struggle with aspect ratio distortions and may overlook fine-grained local attributes crucial for distinguishing visually similar vehicles.We introduce a framework based on Swin Transformers that addresses these challenges by implementing three components.First,to improve feature robustness and maintain vehicle proportions,our Aspect Ratio-Aware Swin Transformer(AR-Swin)preserve the native ratio via letterbox,uses a non-square(16×8)patch-embedding stem,and keeps fixed 7×7 token windows.Second,we introduce a Dynamic Feature Fusion Network(DFFNet)that adaptively integrates global Swin features with local attribute embeddings;such as color and vehicle type enablingmore discriminative representations.Third,our Regional Attention Blocks incorporate regionalmasks into the transformer’s windowed attentionmechanism,effectively highlighting critical details like manufacturer logos or lights.On VeRi-776,we obtain 82.55 mAP,97.26 Rank-1 and 99.23 Rank-5,and on VehicleID we obtain 91.8 Rank-1 and 97.75 Rank-5.The design is drop-in for Swin backbones and emphasizes robustness without increasing architectural complexity.Code:https://github.com/sft110/Swinvreid. 展开更多
关键词 Vehicle ReID swin transformer aspect ratio robustness multi-attribute learning
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Dimensional memory in glioblastoma mechanics:Traction force analysis of cells cultured in 2D versus 3D collagen environments
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作者 Mishal Khan Philipp Kollenz +7 位作者 Maret Fritzenschaft Fereydoon Taheri Federico Colombo Johannes W.Blumberg Luise Schlotterose Ulrich Sebastian Schwarz Aldo Leal-Egaña Christine Selhuber-Unkel 《Bioactive Materials》 2026年第1期515-528,共14页
Glioblastoma(GB)is one of the most aggressive and lethal brain tumors,characterized by rapid proliferation,diffuse infiltrative growth,therapeutic resistance,and molecular heterogeneity.A major challenge in studying G... Glioblastoma(GB)is one of the most aggressive and lethal brain tumors,characterized by rapid proliferation,diffuse infiltrative growth,therapeutic resistance,and molecular heterogeneity.A major challenge in studying GB is the lack of in vitro models that accurately replicate the tumor’s cellular characteristics observed in vivo,particularly the importance of three-dimensional(3D)models.This study investigated the traction stress exerted by LN229 and T98G human GB cell lines,as well as the HMC3 human microglia cell line,using traction force microscopy.First,cells were cultured on two-dimensional(2D)collagen-coated surfaces and within three-dimensional(3D)collagen-based bioactive matrices.Afterward,these cells were extracted and reseeded on flat polyacrylamide gels coated with collagen type I to perform traction force microscopy,thereby directly probing the mechanical memory imparted by their prior 2D or 3D environments.Our findings reveal that GB cells exert substantially higher traction stresses when cultured on 2D collagen-coated surfaces compared to those cultured in 3D bioactive matrices.This underscores the relevance of protein-based bioactive materials,such as collagen scaffolds,in replicating in vivo tumor microenvironments to study GB behavior.Single-cell nano-indentation and focal adhesions quantification were performed to offer mechanistic insights into glioblastoma and microglia cells.Interestingly,in addition to notable differences in traction stresses between cells cultured in 2D and 3D collagen environments,glioblastoma showed significant variation based on the cell type in terms of single-cell stiffness and focal adhesion metrics.These findings underscore the importance of complementary biophysical assays and realistic 3D bioactive matrices when studying GB mechanics in vitro. 展开更多
关键词 Glioblastoma mechanics 2D v/s 3D culture 3D collagen substrate Dimensional memory Traction force microscopy
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Membrane-destabilizing ionizable phospholipids: Novel components for organ-selective mRNA delivery and CRISPR-Cas gene editing 被引量:8
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作者 Ning Meng Dirk Grimm 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2021年第6期1643-1645,共3页
In a new study published in Nature Materials,Liu et al.1 report a novel design of lipid nanoparticles(LNPs)in which multi-tailed ionizable phospholipids(iPhos)constitute the active component,and which facilitates endo... In a new study published in Nature Materials,Liu et al.1 report a novel design of lipid nanoparticles(LNPs)in which multi-tailed ionizable phospholipids(iPhos)constitute the active component,and which facilitates endosomal escape and thus improves delivery of mRNA and/or single-guide(sg)RNA for in vivo gene editing.LNPs composed of the best-performing iPhos and different helper lipids_zwitterionic lipids,ionizable cationic lipids and permanently cationic lipids-achieved selective organ targeting(SORT)and organ-specific CRISPR-Cas9 gene editing in spleen,liver,and lungs of mice,respectively. 展开更多
关键词 SPLEEN EDITING CATIONIC
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Two Dimensional Triptycene End-Capping and Its Influence on the Self-Assembly of Quinoxalinophenanthrophenazines
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作者 Lisa Ro■ Julius Reitemeier +7 位作者 Farhad Ghalami Wen-Shan Zhang Jurgen H.Gross Frank Rominger Sven M.Elbert Rasmus Schroder Marcus Elstner Michael Mastalerz 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2023年第10期1198-1208,共11页
In this report we investigated two-dimensionally triptycene end-capped QPPs in terms of their solution and solid-state behavior.For this purpose,a triphenylene based ortho-diamine decorated with two triptycenyl units ... In this report we investigated two-dimensionally triptycene end-capped QPPs in terms of their solution and solid-state behavior.For this purpose,a triphenylene based ortho-diamine decorated with two triptycenyl units as well as a phenylene diamine with two non-annulated triptycene units have been synthesized.Sequences of condensation reactions with a pyrene-based tetraketone and ortho-diamines yielded a series of QPPs and UV/Vis investigations of the corresponding compounds led to the conclusion,that the QPPs form dimers in solution,which was further supported by MALDI-TIMS-TOF-MS.Single-crystal X-ray analysis of the triply and quadruply triptycene end-capped QPPs furthermore showed shortπ-π-distances of 3.3-3.4?and a perfect shape match during the dimerization of the triply triptycenyl end-capped QPP making it possible synthon for crystal engineering. 展开更多
关键词 TRIPTYCENE Quinoxalinophenanthrophenazine N-Heteropolycycles Polycyclic aromatic compounds AGGREGATION
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Conserved host-pathogen interactions identify novel treatment options in betacoronavirus infections
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作者 Soeren Lukassen Roland Eils 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2021年第3期557-559,共3页
In a recent study published in Science,1 Gordon et al.investigate the host-pathogen interactome of the coronaviruses SARS-CoV-1,SARS-CoV-2,and MERS-CoV,all of which caused lethal outbreaks in the past two decades.They... In a recent study published in Science,1 Gordon et al.investigate the host-pathogen interactome of the coronaviruses SARS-CoV-1,SARS-CoV-2,and MERS-CoV,all of which caused lethal outbreaks in the past two decades.They functionally characterize a number of these interactions,leveraging the information to identify promising candidate molecules for drug-repurposing. 展开更多
关键词 identif INTERACTIONS TREATMENT
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A breath of fresh air:targeted non-viral in vivo gene correction in the mammalian lung
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作者 Jixin Liu Dirk Grimm 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2024年第11期4771-4772,共2页
In a recent study published in Science,1 Sun and colleagues showcase the power and potential of lung SORT LNPs,i.e.,lipid nanoparticles that upon systemic delivery in mice specifically and efficiently target cells in ... In a recent study published in Science,1 Sun and colleagues showcase the power and potential of lung SORT LNPs,i.e.,lipid nanoparticles that upon systemic delivery in mice specifically and efficiently target cells in the lung,most likely facilitated by their binding to plasma vitronectin and uptake via the vitronectin receptor.Most remarkably,when engineered to deliver a base editor,peripheral injection of SORT LNPs enabled highly efficient gene correction in lung stem cells,whole lung and trachea in a mouse model of cystic fibrosis,illustrating the enormous promise of this novel technology for human patients suffering from this devastating disease(Fig.1). 展开更多
关键词 LUNG CORRECTION EDITOR
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Chemogenetic activation of G12 signaling enhances adipose tissue browning
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作者 Yuki Ono Ryo Ito +7 位作者 Kaito Arai Gurdeep Singh Tsuyoshi Saitoh Robert BRussell Francesco Raimondi Junken Aoki Juro Sakai Asuka Inoue 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2023年第9期3923-3926,共4页
Dear Editor,Beige adipocytes,which increase energy expenditure by dissipating energy as heat,have gained attention as a therapeutic target for combating obesity.1 Adipocytes express many types of G-protein-coupled rec... Dear Editor,Beige adipocytes,which increase energy expenditure by dissipating energy as heat,have gained attention as a therapeutic target for combating obesity.1 Adipocytes express many types of G-protein-coupled receptors(GPCRs),each of which has a unique preference for the Gs,Gi,Gq,and G12 subfamilies.While the function of Gs-coupledβ-adrenergic receptors in beige adipocyte induction is well established,2 little is known about the function of G12-coupled GPCRs beyond its suppressive roles in white adipocyte maturation.3 In this study,we generated transgenic mice conditionally expressing a G12-coupled designer GPCR using a Cre-loxP system and investigated the potential effects of G12 signaling on adipocyte biology. 展开更多
关键词 ACTIVATION gained EXPRESSING
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