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The OmniFM‑Dr framework introduces a multi‑task chest X‑ray dataset for joint training of disease classification, localization, segmentation and report generation. The dataset aggregates several public sources such as MIMIC‑CXR, VinDr‑CXR and ChestX‑Det10. Each image may serve multiple tasks (e.g., report generation and classification). Due to compliance requirements the full dataset is not publicly released, but five sample examples per task are provided. The dataset description details file formats and usage for each sub‑dataset.
