Deep Reason: A Strong Baseline for Real-World Visual Reasoning

A multi-world approach to question answering about real-world scenes based on uncertain input

Mateusz Malinowski and Mario Fritz · 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.

Exploring models and data for image question answering

Mengye Ren, Ryan Kiros, and Richard Zemel · 2015

Earlier work this paper cites.

Learning to compose neural networks for question answering

Jacob Andreas, Marcus Rohrbach, Trevor Darrell, and Dan Klein · 2016

Earlier work this paper cites.

Making the V in VQA matter: Elevating the role of image understanding in Visual Question Answering

Yash Goyal, Tejas Khot, Douglas Summers-Stay, Dhruv Batra, and Devi Parikh · 2017

Earlier work this paper cites.

Inferring and Executing Programs for Visual Reasoning

J. Johnson, B. Hariharan, L. v d Maaten, J. Hoffman, L. Fei-Fei, C. L. Zitnick, and R. Girshick · 2017

Cited alongside, same era.

Hadamard product for low-rank bilinear pooling

Jin-Hwa Kim, Kyoung-Woon On, Jeonghee Kim, Jung-Woo Ha, and Byoung-Tak Zhang · 2017

Cited alongside, same era.

A simple neural network module for relational reasoning

Adam Santoro, David Raposo, David GT Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap · 2017

Cited alongside, same era.

Bottom-up and top-down attention for image captioning and visual question answering

Peter Anderson, Xiaodong He, Chris Buehler, Damien Teney, Mark Johnson, Stephen Gould, and Lei Zhang · 2018

Cited alongside, same era.

Co-attending Free-form Regions and Detections with Multi-modal Multiplicative Feature Embedding for Visual Question Answering

Pan Lu, Hongsheng Li, Wei Zhang, Jianyong Wang, and Xiaogang Wang · 2018

Cited alongside, same era.

Chain of Reasoning for Visual Question Answering

Chenfei Wu, Jinlai Liu, Xiaojie Wang, and Xuan Dong · 2018

Later among the works it cites.

Object-Difference Attention: A Simple Relational Attention for Visual Question Answering

Original

Chenfei Wu, Jinlai Liu, Xiaojie Wang, and Xuan Dong · 2018

Later among the works it cites.

GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering

Original

Drew A. Hudson and Christopher D. Manning · 2019

Closest in time.

Towards VQA Models That Can Read

Original

Amanpreet Singh, Vivek Natarajan, Meet Shah, Yu Jiang, Xinlei Chen, Dhruv Batra, Devi Parikh, and Marcus Rohrbach · 2019

Closest in time.