Pythia v0.1: the Winning Entry to the VQA Challenge 2018

Adam: A method for stochastic optimization

Original

D. P. Kingma and J. Ba · 2014

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Glove: Global vectors for word representation

J. Pennington, R. Socher, and C. Manning · 2014

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VQA: Visual question answering

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S. Ren, K. He, R. Girshick, and J. Sun · 2015

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Multimodal compact bilinear pooling for visual question answering and visual grounding

Original

A. Fukui, D. H. Park, D. Yang, A. Rohrbach, T. Darrell, and M. Rohrbach · 2016

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Deep residual learning for image recognition

K. He, X. Zhang, S. Ren, and J. Sun · 2016

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Weight normalization: A simple reparameterization to accelerate training of deep neural networks

T. Salimans and D. P. Kingma · 2016

Cited alongside, same era.

Aggregated residual transformations for deep neural networks

Original

S. Xie, R. Girshick, P. Doll·r, Z. Tu, and K. He · 2016

Cited alongside, same era.

Visual Dialog

A. Das, S. Kottur, K. Gupta, A. Singh, D. Yadav, J. M. Moura, D. Parikh, and D. Batra · 2017

Cited alongside, same era.

Accurate, large minibatch SGD: training imagenet in 1 hour

Original

P. Goyal, P. Dollár, R. Girshick, P. Noordhuis, L. Wesolowski, A. Kyrola, A. Tulloch, Y. Jia, and K. He · 2017

Cited alongside, same era.

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

Y. Goyal, T. Khot, D. Summers-Stay, D. Batra, and D. Parikh · 2017

Cited alongside, same era.

Visual genome: Connecting language and vision using crowdsourced dense image annotations

R. Krishna, Y. Zhu, O. Groth, J. Johnson, K. Hata, J. Kravitz, S. Chen, Y. Kalantidis, L.-J. Li, D. A. Shamma, et al · 2017

Later among the works it cites.

Feature pyramid networks for object detection

T.-Y. Lin, P. Dollár, R. Girshick, K. He, B. Hariharan, and S. Belongie · 2017

Later among the works it cites.

Tips and tricks for visual question answering: Learnings from the 2017 challenge

Original

D. Teney, P. Anderson, X. He, and A. van den Hengel · 2017

Later among the works it cites.

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

P. Anderson, X. He, C. Buehler, D. Teney, M. Johnson, S. Gould, and L. Zhang · 2018

Closest in time.

Beyond bilinear: Generalized multimodal factorized high-order pooling for visual question answering

Z. Yu, J. Yu, C. Xiang, J. Fan, and D. Tao · 2018

Closest in time.