SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering

“User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability,”

Paul A. Yushkevich, Joseph Piven, Heather Cody Hazlett, Rachel Gimpel Smith, Sean Ho, James C. Gee, and Guido Gerig, · 2006

Earlier work this paper cites.

“Translating embeddings for modeling multi-relational data,”

Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko, · 2013

Earlier work this paper cites.

“Very deep convolutional networks for large-scale image recognition,”

Original

Karen Simonyan and Andrew Zisserman, · 2014

Earlier work this paper cites.

“Vqa: Visual question answering,”

Stanislaw Antol, Aishwarya Agrawal, Jiasen Lu, Margaret Mitchell, Dhruv Batra, C Lawrence Zitnick, and Devi Parikh, · 2015

Earlier work this paper cites.

“Analyzing the behavior of visual question answering models,”

Original

Aishwarya Agrawal, Dhruv Batra, and Devi Parikh, · 2016

Earlier work this paper cites.

“Yin and yang: Balancing and answering binary visual questions,”

Peng Zhang, Yash Goyal, Douglas Summers-Stay, Dhruv Batra, and Devi Parikh, · 2016

Cited alongside, same era.

“Stacked attention networks for image question answering,”

Zichao Yang, Xiaodong He, Jianfeng Gao, Li Deng, and Alex Smola, · 2016

Cited alongside, same era.

“Clevr: A diagnostic dataset for compositional language and elementary visual reasoning,”

Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Li Fei-Fei, C Lawrence Zitnick, and Ross Girshick, · 2017

Cited alongside, same era.

“A dataset of clinically generated visual questions and answers about radiology images,”

Jason J Lau, Soumya Gayen, Asma Ben Abacha, and Dina Demner-Fushman, · 2018

Cited alongside, same era.

“Fvqa: Fact-based visual question answering,”

Peng Wang, Qi Wu, Chunhua Shen, Anthony Dick, and Anton van den Hengel, · 2018

Cited alongside, same era.

“Overcoming data limitation in medical visual question answering,”

Binh D Nguyen, Thanh-Toan Do, Binh X Nguyen, Tuong Do, Erman Tjiputra, and Quang D Tran, · 2019

Later among the works it cites.

“A large annotated medical image dataset for the development and evaluation of segmentation algorithms,”

Original

Amber L Simpson, Michela Antonelli, Spyridon Bakas, Michel Bilello, Keyvan Farahani, Bram Van Ginneken, Annette Kopp-Schneider, Bennett A Landman, Geert Litjens, Bjoern Menze, et al., · 2019

Later among the works it cites.

“CHAOS - Combined (CT-MR) Healthy Abdominal Organ Segmentation Challenge Data,” Apr. 2019

Ali Emre Kavur, M. Alper Selver, Oğuz Dicle, Mustafa Barış, and N. Sinem Gezer, · 2019

Later among the works it cites.

“Medical visual question answering via conditional reasoning,”

Li-Ming Zhan, Bo Liu, Lu Fan, Jiaxin Chen, and Xiao-Ming Wu, · 2020

Later among the works it cites.

“Chestx-ray8: Hospital-scale chest x-ray database and benchmarks on weakly-supervised classification and localization of common thorax diseases,”