الملخص
Paper ECG recognition is challenging because real-world ECG images vary in layout, physical artifacts, and label availability. We introduce RobECG-CL, a rank-aware contrastive learning framework for robust paper ECG representation learning. Starting from standard 12-lead ECG recordings, we construct progressively degraded paper ECG views with heterogeneous layouts and train the model to balance same-recording invariance with degradation-aware ordering. Across synthetic stress tests on CODE-II and EchoNext, RobECG-CL improves robustness under severe degradation and few-shot transfer, outperforming contrastive learning baselines and surpassing the waveform-based foundation model, ECG-FM, in the 1% labeled setting. On 312 samples of hospital data with 37 labels, RobECG-CL achieves the best macro AUROC.
الكلمات المفتاحية
الموضوع
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Xie, Y., Dai, Z., Wang, H., Cai, J., Bonassi, F., Chen, H., Sundström, J., Li, J., & Ribeiro, A. H. (2026). Robust Transfer Learning for Paper ECG Recognition. https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition
MLA 9
Xie, Yinghao, et al. "Robust Transfer Learning for Paper ECG Recognition." https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition.
شيكاغو (المؤلف–التاريخ)
Xie, Yinghao, Zhenbang Dai, Haojun Wang, Jinyu Cai, Fabio Bonassi, Hongwu Chen, Johan Sundström, Jiawei Li, and Antônio H. Ribeiro. 2026. "Robust Transfer Learning for Paper ECG Recognition." https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition.
هارفارد
Xie, Y., Dai, Z., Wang, H., Cai, J., Bonassi, F., Chen, H., Sundström, J., Li, J. and Ribeiro, A. H. (2026) 'Robust Transfer Learning for Paper ECG Recognition', Available at: https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition.
فانكوفر
Xie Y, Dai Z, Wang H, Cai J, Bonassi F, Chen H, et al. Robust Transfer Learning for Paper ECG Recognition. https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition
IEEE
Y. Xie, Z. Dai, H. Wang, J. Cai, F. Bonassi, H. Chen, J. Sundström, J. Li, and A. H. Ribeiro, "Robust Transfer Learning for Paper ECG Recognition," https://omanscience.com/ar/articles/robust-transfer-learning-for-paper-ecg-recognition.