Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering

Author:

Hu Xinyue1ORCID,Gu Lin2ORCID,An Qiyuan3ORCID,Zhang Mengliang3ORCID,Liu Liangchen4ORCID,Kobayashi Kazuma5ORCID,Harada Tatsuya6ORCID,Summers Ronald M.4ORCID,Zhu Yingying3ORCID

Affiliation:

1. The University of Texas at Arlington, Arlinton, TX, USA

2. RIKEN & The University of Tokyo, Tokyo, Japan

3. The University of Texas at Arlington, Arlington, TX, USA

4. National Institutes of Health Clinical Center, Bethesda, MD, USA

5. National Cancer Center Research Institute, Tokyo, Japan

6. The University of Tokyo & RIKEN, Tokyo, Japan

Funder

Intramural Research Program of the National Institutes of Health Clinical Center

JST Moonshot R&D

Japan Society for the Promotion of Science

Publisher

ACM

Reference33 articles.

1. Asma Ben Abacha , Sadid A Hasan , Vivek V Datla , Joey Liu , Dina Demner- Fushman, and Henning Müller . 2019 . VQA-Med: Overview of the Medical Visual Question Answering Task at ImageCLEF 2019. CLEF (Working Notes) 2 (2019). Asma Ben Abacha, Sadid A Hasan, Vivek V Datla, Joey Liu, Dina Demner- Fushman, and Henning Müller. 2019. VQA-Med: Overview of the Medical Visual Question Answering Task at ImageCLEF 2019. CLEF (Working Notes) 2 (2019).

2. Xinlei Chen , Hao Fang , Tsung-Yi Lin , Ramakrishna Vedantam , Saurabh Gupta , Piotr Dollár , and C Lawrence Zitnick . 2015. Microsoft coco captions: Data collection and evaluation server. arXiv preprint arXiv:1504.00325 ( 2015 ). Xinlei Chen, Hao Fang, Tsung-Yi Lin, Ramakrishna Vedantam, Saurabh Gupta, Piotr Dollár, and C Lawrence Zitnick. 2015. Microsoft coco captions: Data collection and evaluation server. arXiv preprint arXiv:1504.00325 (2015).

3. Kyunghyun Cho , Bart Van Merriënboer , Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 . Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 (2014). Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014. Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 (2014).

4. Chelsea Finn , Pieter Abbeel , and Sergey Levine . 2017 . Model-agnostic metalearning for fast adaptation of deep networks . In International conference on machine learning. PMLR, 1126--1135 . Chelsea Finn, Pieter Abbeel, and Sergey Levine. 2017. Model-agnostic metalearning for fast adaptation of deep networks. In International conference on machine learning. PMLR, 1126--1135.

5. Maxwell Forbes , Christine Kaeser-Chen , Piyush Sharma , and Serge Belongie . 2019. Neural naturalist: generating fine-grained image comparisons. arXiv preprint arXiv:1909.04101 ( 2019 ). Maxwell Forbes, Christine Kaeser-Chen, Piyush Sharma, and Serge Belongie. 2019. Neural naturalist: generating fine-grained image comparisons. arXiv preprint arXiv:1909.04101 (2019).

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