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Jiandong Su

2 accepted papers

2025

A Multiscale Frequency Domain Causal Framework for Enhanced Pathological Analysis

ICLR 2025poster

Multiple Instance Learning (MIL) in digital pathology Whole Slide Image (WSI) analysis has shown significant progress. However, due to data bias and unobservable confounders, this paradigm still faces challenges in terms of performance and interpretability. Existing MIL methods might identify patche…

2025

Cross-modal Causal Relation Alignment for Video Question Grounding

CVPR 2025highlight

Video question grounding (VideoQG) requires models to answer the questions and simultaneously infer the relevant video segments to support the answers. However, existing VideoQG methods usually suffer from spurious cross-modal correlations, leading to a failure to identify the dominant visual scenes…