Search Results for author: Avik Ranjan Adhikary

Found 2 papers, 2 papers with code

Data-driven Knowledge Fusion for Deep Multi-instance Learning

1 code implementation24 Apr 2023 Yu-Xuan Zhang, Zhengchun Zhou, Xingxing He, Avik Ranjan Adhikary, Bapi Dutta

DKMIL adopts a completely different idea from existing deep MIL methods by analyzing the decision-making of key samples in the data set (referred to as the data-driven) and using the knowledge fusion module designed to extract valuable information from these samples to assist the model's training.

Decision Making

Interpreting Vulnerabilities of Multi-Instance Learning to Adversarial Perturbations

1 code implementation30 Nov 2022 Yu-Xuan Zhang, Hua Meng, Xue-Mei Cao, Zhengchun Zhou, Mei Yang, Avik Ranjan Adhikary

Through simulations, we have also shown the effectiveness of the proposed algorithms to fool the state-of-the-art (SOTA) MIL methods.

Anomaly Detection Image Classification +5

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