Learning from Scarce Labels: Multi-View Echocardiography for Ejection Fraction Prediction

arXiv:2609.02969 · eess.IV, cs.CV, cs.LG · Submitted 2026-09-02 · Read on arXiv

eess.IV, cs.CV, cs.LG

Submitted: 2026-09-02

Updated: 2026-09-02

Code: https://github.com/Jeffrey4899/PLAX

Terminology

• Fine-Tuning — 15× in this paper · explained in 5 episodes
• Accuracy — 11× in this paper · explained in 1 episode
• Benchmark — 9× in this paper · explained in 2 episodes
• Late Fusion — 6× in this paper · explained in 2 episodes
• Aggregation — 4× in this paper · explained in 1 episode
• Calibration — 2× in this paper · explained in 7 episodes
• Decode — 2× in this paper · explained in 2 episodes
• Domain Shift — 2× in this paper · explained in 4 episodes
• External Validation — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Medical Imaging with Deep Learning — 1× in this paper
• Optical Flow — 1× in this paper · explained in 2 episodes
• Pseudo-labels — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Semi-supervised Learning — 1× in this paper · explained in 4 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes

Sources

• Deep Learning for Segmentation using an Open Large-Scale Dataset in 2D Echocardiography
• GPT-4 Technical Report
• Data Programming: Creating Large Training Sets, Quickly
• Self-training with Noisy Student improves ImageNet classification

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