2D ECG Model Evolution 思维导图

Xia Y (2017) — SWT-CNN (2Conv + 2Pool + FC) Jun TJ (2018) — VGG-variant (4ConvBlocks + 3Pool + 2FC) Wu et al. (2019) — Custom 2D-CNN (4ConvBlocks + 2Pool + FC) Tadesse GA (2019) — GoogLeNet Transfer (Inception + FC)

Kachuee M (2018) — Transferable ResCNN (5Residual + GAP + FC) Brisk et al. (2019) — ResNet Transfer (Conv + Pool + 2FC)

Ullah et al. (2020) — 2D-CNN (4Conv + 4Pool + FC) Mathunjwa et al. (2021) — AlexNet / VGG16 / VGG19 (RP images) Jeong & Lim (2021) — STFT + CNN (4ConvModules + BN + FC) Degirmenci et al. (2022) — Lightweight CNN (3Conv + 3Pool + FC)

Li et al. (2022) — SE-ResNet + S-shape (17Conv + 8Residual + SE + GAP) Mathunjwa et al. (2022) — Multi-stage ResNet (ResNet-18 → deeper ResNet)

Kwon et al. (2020) — Residual CNN + MLP (multi-lead spatial–temporal fusion)

Zhang et al. (2023) — ParNet-adv (triple-branch lightweight CNN) Narotamo et al. (2024) — Multi-backbone comparison (AlexNet / VGG / ResNet / MobileNetV2 / AlexNetAtt) Elyamani et al. (2024) — Separable Conv + Residual Blocks

Elmir et al. (2023) — GAF-based images + CNN / VGG / ResNet / EfficientNet

Kolhar & Al Rajeh (2024) — CNN + LSTM Hybrid (feature + temporal modeling)

Yoon & Joo (2025) — ConvNeXt (cross-scale convolutional backbone)