PiCME shows contrastive learning peaks at three modalities in MIMIC, and a Modality-Gated LSTM with contrastively learned weights improves five-modality mortality prediction over supervised baselines.
Mimic-cxr, a de-identified publicly available database of chest radiographs with free-text reports,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
dataset 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
dataset 1polarities
use dataset 1representative citing papers
citing papers explorer
-
PiCME: Pipeline for Contrastive Modality Evaluation and Encoding in the MIMIC Dataset
PiCME shows contrastive learning peaks at three modalities in MIMIC, and a Modality-Gated LSTM with contrastively learned weights improves five-modality mortality prediction over supervised baselines.