DCI unifies backdoor adjustment and instrumental variable learning in MedVQA to extract deconfounded representations, yielding better out-of-distribution performance on SLAKE, VQA-RAD and similar benchmarks.
Multiscale feature extraction and fusion of image and text in vqa,
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Dual Causal Inference: Integrating Backdoor Adjustment and Instrumental Variable Learning for Medical VQA
DCI unifies backdoor adjustment and instrumental variable learning in MedVQA to extract deconfounded representations, yielding better out-of-distribution performance on SLAKE, VQA-RAD and similar benchmarks.