Experimental hardware and software environment. od Chao Tang (10925)

“...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. ...”

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

“...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. ...”

Classification model parameter settings. od Chao Tang (10925)

“...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. ...”

MIT-BIH expanded dataset proportion chart. od Chao Tang (10925)

“...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. ...”

AUROC Graphs of RF Model and ResNet. od Chao Tang (10925)

“...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. ...”

PCA-CGAN Model Workflow Diagram. od Chao Tang (10925)

“...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. ...”

Structural Diagrams of RF Model and ResNet Model. od Chao Tang (10925)

“...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. ...”

PCA-CGAN model convergence curve. od Chao Tang (10925)

“...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. ...”

PCA-CGAN Structure Diagram. od Chao Tang (10925)

“...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. ...”

Comparison of Model Five-classification Results. od Chao Tang (10925)

“...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. od Chao Tang (10925)

“...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. ...”

PCA-CGAN Pseudocode Table. od Chao Tang (10925)

“...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. ...”

PCA-CGAN Ablation Experiment Results. od Chao Tang (10925)

“...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. ...”

Map of the sample collection sites. od Haoyue Yang (1822921)

Socio-demographic characteristics of the farmers. od Forgive Awo Norvivor (18793717)

“...</p><p>Methods</p><p>A qualitative ethnographic approach was adopted, involving in-depth interviews with 13 purposively selected farmers with over five years of farming experience. ...”

Thematic table. od Forgive Awo Norvivor (18793717)

“...</p><p>Methods</p><p>A qualitative ethnographic approach was adopted, involving in-depth interviews with 13 purposively selected farmers with over five years of farming experience. ...”

Fig 2 - od Subodha Waiddyanatha (9708010)

Oscillatory Field Genesis: The Emergent Architecture of Spacetime, Matter, and Memory od Drippy Stone (21218843)

Predicted structure of the complex between compound 6282824 and Syk. od Bruno O. Villoutreix (19483)

“...<p>(<b>A</b>) The small molecule was docked into a binding pocket previously identified by our groups and located far away from the catalytic site. We suggest that the mechanism of action for the small molecule involves either or both, small local structural changes in nearby loops thereby impeding appropriate contacts between Syk and some protein partners or that the small molecule directly clashes into upcoming proteins that interact with Syk. ...”

Video Abstracts: a new way of scientific communication od Paloma Marín-Arraiza (758132)

“...<p>So far, scientific knowledge has primarily been communicated in form of written texts accompanied by a few images. ...”