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20212024
most citedBenchmarking Instance-Centric Counterfactual Algorithms for XAI: From White Box to Black Box

17 citations · 19 across the 5 of their papers we have counts for

collaborators

5 papers

cs.AI2024

DALL-M: Context-Aware Clinical Data Augmentation with LLMs

Chihcheng Hsieh, Catarina Moreira, Isabel Blanco Nobre +5

X-ray images are vital in medical diagnostics, but their effectiveness is limited without clinical context. Radiologists often find chest X-rays insufficient for diagnosing underly…

cs.CV2023

Integrating Eye-Gaze Data into CXR DL Approaches: A Preliminary study

André Luís, Chihcheng Hsieh, Isabel Blanco Nobre +4

This paper proposes a novel multimodal DL architecture incorporating medical images and eye-tracking data for abnormality detection in chest x-rays. Our results show that applying…

eess.IV2023★ 2 cited

MDF-Net for abnormality detection by fusing X-rays with clinical data

Chihcheng Hsieh, Isabel Blanco Nobre, Sandra Costa Sousa +5

This study investigates the effects of including patients' clinical information on the performance of deep learning (DL) classifiers for disease location in chest X-ray images. Alt…

cs.LG2022★ 17 cited

Benchmarking Instance-Centric Counterfactual Algorithms for XAI: From White Box to Black Box

Catarina Moreira, Yu-Liang Chou, Chihcheng Hsieh +3

This study investigates the impact of machine learning models on the generation of counterfactual explanations by conducting a benchmark evaluation over three different types of mo…

cs.LG2021

DiCE4EL: Interpreting Process Predictions using a Milestone-Aware Counterfactual Approach

Chihcheng Hsieh, Catarina Moreira, Chun Ouyang

Predictive process analytics often apply machine learning to predict the future states of a running business~process. However, the internal mechanisms of many existing predictive a…