Architecture of Swin-T model. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Model the experimental results curve. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Results of comparison experiments. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Architecture of Swin Transformer Block. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Disease distribution map of the GZDL-BD. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Token merging module. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

Comparative results of the ablation experiments. by Wen-Qing Huang (5258126)

“…Experimental results demonstrate that compared to the baseline model, the proposed enhanced model achieves a reduction of 2.5G Flops computational complexity and a 16% speed improvement on a private pavement disease dataset, with only a 1.2 percentage point decrease in AUC accuracy. Moreover, compared to other mainstream image classification models, this model exhibits more balanced performance on a public dataset, with improved accuracy and speed that better align with the practical requirements of pavement inspection. …”

<i>Estimated metabolic rates among the simulation workflows</i>. by Israel Luis (13916706)

The head-withdrawal threshold of naïve rats receiving CGRP. by Hiroharu Maegawa (8087543)

Effects of intracisternal drug administration on the immunoreactivity of D2 receptor. by Hiroharu Maegawa (8087543)

The experimental schedules. by Hiroharu Maegawa (8087543)

Effects of administering drugs into the TG on the glial fibrillary acidic protein (GFAP)-IR cells. by Hiroharu Maegawa (8087543)

Key Resources. by Jeffrey Chin (22538086)

“…Contrary to our previous <i>ex vivo</i> findings in bone marrow-derived macrophages (BMDMs), <i>in vivo</i> growth of <i>Mtb</i> in AMs and a subset of recruited MNCs was more limited in mice lacking Tax1bp1 relative to wild-type mice. To better understand these differences, we performed global protein abundance measurements in mock- and <i>Mtb-</i>infected AM samples <i>ex vivo</i> from wild-type mice. …”

Tax1bp1-deficiency reduces autophagy flux. by Jeffrey Chin (22538086)

“…Contrary to our previous <i>ex vivo</i> findings in bone marrow-derived macrophages (BMDMs), <i>in vivo</i> growth of <i>Mtb</i> in AMs and a subset of recruited MNCs was more limited in mice lacking Tax1bp1 relative to wild-type mice. To better understand these differences, we performed global protein abundance measurements in mock- and <i>Mtb-</i>infected AM samples <i>ex vivo</i> from wild-type mice. …”

Findings of the study. by Kalaivanan Syasyila (21430046)

“…<div><p>The prevalence of recidivism among individuals with a history of substance use and incarceration remains a significant concern for criminal justice systems worldwide. …”

PRISMA Flowchart. by Kalaivanan Syasyila (21430046)

“…<div><p>The prevalence of recidivism among individuals with a history of substance use and incarceration remains a significant concern for criminal justice systems worldwide. …”

General description of the study. by Kalaivanan Syasyila (21430046)

“…<div><p>The prevalence of recidivism among individuals with a history of substance use and incarceration remains a significant concern for criminal justice systems worldwide. …”

Quality Assessment. by Kalaivanan Syasyila (21430046)

“…<div><p>The prevalence of recidivism among individuals with a history of substance use and incarceration remains a significant concern for criminal justice systems worldwide. …”

Inclusion and exclusion criteria. by Kalaivanan Syasyila (21430046)

“…<div><p>The prevalence of recidivism among individuals with a history of substance use and incarceration remains a significant concern for criminal justice systems worldwide. …”

Antibodies used in immunofluorescence staining. by Hiroharu Maegawa (8087543)

“…However, their relationship is not well understood. To better establish their relationship in trigeminal neuropathic pain, we examined male rats with infraorbital nerve (ION) ligation. …”