causal inference 1digital pathology 1feature decoupling 1front-door mediation 1multi-instance learning 1whole slide image classification 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
Demonstration of the common dual-channel feature decoupling characteristic of front-door mediation causal inference methods in whole-slice image classification
Zhirui Zhang, Tianhang Nan, Yong Ding +3
The paper proposes and validates two hypotheses about front‑door causal inference multi‑instance learning, showing that it creates an independent classification channel and that la…
eess.IV2025
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism
Tianhang Nan, Hao Quan, Yong Ding +3
Multiple Instance Learning (MIL) has garnered widespread attention in the field of Whole Slide Image (WSI) classification as it replaces pixel-level manual annotation with diagnost…
cs.CV2025
Establishing Causal Relationship Between Whole Slide Image Predictions and Diagnostic Evidence Subregions in Deep Learning
Tianhang Nan, Yong Ding, Hao Quan +4
Due to the lack of fine-grained annotation guidance, current Multiple Instance Learning (MIL) struggles to establish a robust causal relationship between Whole Slide Image (WSI) di…