Temporal Modeling

The study compared temporal difference and temporal concatenation as ways to represent serial lung ultrasound embeddings. Temporal difference features consistently outperformed temporal concatenation across views and the multi-view setting…

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The study compared temporal difference and temporal concatenation as ways to represent serial lung ultrasound embeddings. Temporal difference features consistently outperformed temporal concatenation across views and the multi-view setting. Disease trajectory is clinically important because a single LUS snapshot gives incomplete prognostic information.