Structure diagram of the SE attention mechanism. by Junyan Wang (4738518)

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ECoG timescales decrease during spatial attention. by Isabel Raposo (21615517)

“…Bottom: timescales significantly decrease during covert attention relative to the attend-out condition (two locations: <i>p</i> = 0.0244; four locations: <i>p</i> < 0.0001; mean ± SEM; whiskers indicate maximum and minimum; dots correspond to individual electrodes). …”

PCA-CGAN K-fold experiment table. by Chao Tang (10925)

“…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”

PCAECG-GAN K-fold experiment table. by Chao Tang (10925)

“…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”

Effect of Small Absolute Increases in IgG on Seroincidence Estimates. by Jo Walker (22404069)

The structure of attention gate block [31]. by Yingying Liu (360782)

“…However, after removing the integrated residual attention unit and depth-wise separable convolution, the accuracy decreased by 1.91% and the latency increased by 117ms. …”

Amur tiger urine increases small -bodied mesopred by Wannian Cheng (16613151)

“…Our results demonstrate that tiger urine attracted small-bodied mesopredators, increasing their visitation speed and accelerating nest predation. …”

Negative ion mode significant differential metabolites (Fold Change greater than 2 or less than 0.5). by Peng-fei Han (694841)

Positive ion mode significant differential metabolites (Fold Change greater than 2 or less than 0.5). by Peng-fei Han (694841)

The 160 differentially expressed proteins significantly elevated in the severe injury group compared to the mild injury group and their folding changes. by Huiyang Jia (14444661)

EMA attention mechanism working principle. by Pingping Yan (462509)

“…Compared to YOLOv8, our approach achieved improvements of 7.6% and 2.8% in mAP@0.5, and increases of 2.1% and 1.1% in mAP@0.5:0.95. Furthermore, Parameters and GFLOPs were reduced by 10.0% and 23.2%, respectively, indicating a significant enhancement in detection accuracy along with a substantial decrease in both parameters and computational costs. …”

Settling time for changes in the median of the Folded Normal distribution. by Ariel Burman (20329776)

Summary of previous work. by Junyan Wang (4738518)

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Comparison of MAP@0.5 results from experiments. by Junyan Wang (4738518)

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YOLO11. by Junyan Wang (4738518)

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Structure of the SCI-YOLO11 network. by Junyan Wang (4738518)

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Comparative experimental results. by Junyan Wang (4738518)

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The process of data collection and annotation by drones. by Junyan Wang (4738518)

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Algorithm operation steps. by Junyan Wang (4738518)

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Visualization of heatmaps before and after improvement. by Junyan Wang (4738518)

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