The overall framework of CARAFE. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

KPD-YOLOv7-GD network structure diagram. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison experiment of accuracy improvement. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison of different pruning rates. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison of experimental results at ablation. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Result of comparison of different lightweight. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

DyHead Structure. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

The parameters of the training phase. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Structure of GSConv network. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison experiment of accuracy improvement. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Improved model distillation structure. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Single-driver controllability of brain networks. حسب Remy Ben Messaoud (20521877)

"…Low-dimensional control centrality exhibits a significant reorganization compared to standard control centrality. …"

Reduced mitochondrial function and protein expression in 21-28wk-old R14^Δ/+ mice. حسب Brian Foo (19273132)

"…Protein expression represented as a Volcano plot. Proteins with significant and non-significant (ns) changes in expression indicated with dark- and light-grey dots, respectively. …"

Graphical overview of study. حسب Brian Foo (19273132)

This figure illustrates the impact of <i>Lactobacillus reuteri</i> supplementation on key indicators of colitis induced by dextran sulfate sodium (DSS). حسب Mohsen Nazari (6299819)

"…<b>(C)</b> Disease activity index (DAI) scores indicate a significant reduction in colitis severity in the <i>L. reuteri</i>-supplemented group. …"

Alkenyl/Thiol Co-Functionalized Titanium-Oxo Nanoclusters Enable Synergistic Lithography for Enhanced Resolution and Sensitivity حسب Zuohu Zhou (14258773)

"…Such dual cross-linkable group functionalization brought additional thiol–ene click reactions upon exposure to enhance intercluster polymerization, which significantly improved the lithography sensitivity of TOCs, with the required exposure energy being reduced by over 70% (decreasing from >1000 μC/cm² of alkenyl-TOC to <300 μC/cm² of alkenyl/thiol-TOC). …"

Alkenyl/Thiol Co-Functionalized Titanium-Oxo Nanoclusters Enable Synergistic Lithography for Enhanced Resolution and Sensitivity حسب Zuohu Zhou (14258773)

"…Such dual cross-linkable group functionalization brought additional thiol–ene click reactions upon exposure to enhance intercluster polymerization, which significantly improved the lithography sensitivity of TOCs, with the required exposure energy being reduced by over 70% (decreasing from >1000 μC/cm² of alkenyl-TOC to <300 μC/cm² of alkenyl/thiol-TOC). …"

Alkenyl/Thiol Co-Functionalized Titanium-Oxo Nanoclusters Enable Synergistic Lithography for Enhanced Resolution and Sensitivity حسب Zuohu Zhou (14258773)

"…Such dual cross-linkable group functionalization brought additional thiol–ene click reactions upon exposure to enhance intercluster polymerization, which significantly improved the lithography sensitivity of TOCs, with the required exposure energy being reduced by over 70% (decreasing from >1000 μC/cm² of alkenyl-TOC to <300 μC/cm² of alkenyl/thiol-TOC). …"

Dataset file. حسب Anthony Muyunga (21954899)

"…</p><p>Conclusion</p><p>One in every six elderly persons living with HIV may have a probable anxiety disorder. Being unemployed, having a family history of mental health disorders, having stigma and having inadequate family support were significantly associated with having a probable anxiety disorder. …"

Chemogenetic inhibition of Calcrl⁺ neurons attenuates chronic itch in multiple chronic itch models. حسب Huifeng Jiao (11537806)

"…<p><b>(A-C)</b> Allergic Contact Dermatitis (ACD) Model (n = 7 mice for each group): Experimental timeline showing intraspinal viral injection, ACD model induction, and behavioral testing phases <b>(A)</b>; Quantification of mechanical itch responses revealed significant CNO-mediated suppression in hM4Di mice, with no effect in vehicle-treated controls <b>(B)</b>; Spontaneous scratching frequency decreased following CNO administration <b>(C)</b>. …"