IEEE/ICACT20260266 Slide.12        [Big Slide]       Oral Presentation
This figure illustrates the overall architecture of the proposed system. Unlabeled echocardiography frames are first used for MAE pretraining. Then, the pretrained encoder is fine-tuned using labeled data for classification. Finally, Grad-CAM++ highlights diagnostic regions that contribute to model predictions.

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