Self-Segregating and Coordinated-Segregating Transformer for Focused Deep Multi-Modular Network for Visual Question Answering

Malinowski, Mateusz, and Mario Fritz. ”A multi-world approach to question answering about real-world scenes based on uncertain input.” In Advances in neural information processing systems, pp. 1682-1690. 2014

2014

Earlier work this paper cites.

Xu, Kelvin, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhudinov, Rich Zemel, and Yoshua Bengio. ”Show, attend and tell: Neural image caption generation with visual attention.” In International conference on machine learning, pp. 2048-2057. 2015

2015

Earlier work this paper cites.

Donahue, Jeffrey, Lisa Anne Hendricks, Sergio Guadarrama, Marcus Rohrbach, Subhashini Venugopalan, Kate Saenko, and Trevor Darrell. ”Long-term recurrent convolutional networks for visual recognition and description.” In Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 2625-2634. 2015

2015

Earlier work this paper cites.

Zhou, Bolei, Yuandong Tian, Sainbayar Sukhbaatar, Arthur Szlam, and Rob Fergus. ”Simple baseline for visual question answering.” arXiv preprint arXiv:1512.02167 (2015)

Original

2015

Earlier work this paper cites.

Fukui, Akira, Dong Huk Park, Daylen Yang, Anna Rohrbach, Trevor Darrell, and Marcus Rohrbach. ”Multimodal compact bilinear pooling for visual question answering and visual grounding.” arXiv preprint arXiv:1606.01847 (2016)

Original

2016

Earlier work this paper cites.

Veit, Andreas, Michael Wilber, and Serge Belongie. ”Residual networks are exponential ensembles of relatively shallow networks.” arXiv preprint arXiv:1605.06431 1, no. 2 (2016): 3

Original

2016

Earlier work this paper cites.

Yang, Zichao, Xiaodong He, Jianfeng Gao, Li Deng, and Alex Smola. ”Stacked attention networks for image question answering.” In Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 21-29. 2016

2016

Earlier work this paper cites.

Kim, Jin-Hwa, Kyoung-Woon On, Woosang Lim, Jeonghee Kim, Jung-Woo Ha, and Byoung-Tak Zhang. ”Hadamard product for low-rank bilinear pooling.” arXiv preprint arXiv:1610.04325 (2016)

Original

2016

Earlier work this paper cites.

Vinyals, Oriol, Alexander Toshev, Samy Bengio, and Dumitru Erhan. ”Show and tell: Lessons learned from the 2015 mscoco image captioning challenge.” IEEE transactions on pattern analysis and machine intelligence 39, no. 4 (2016): 652-663

2016

Cited alongside, same era.

Xu, Huijuan, and Kate Saenko. ”Ask, attend and answer: Exploring question-guided spatial attention for visual question answering.” In European Conference on Computer Vision, pp. 451-466. Springer, Cham, 2016

2016

Cited alongside, same era.

Lu, Jiasen, Jianwei Yang, Dhruv Batra, and Devi Parikh. ”Hierarchical question-image co-attention for visual question answering.” In Advances in neural information processing systems, pp. 289-297. 2016

2016

Cited alongside, same era.

Nam, Hyeonseob, Jung-Woo Ha, and Jeonghee Kim. ”Dual attention networks for multimodal reasoning and matching.” In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 299-307. 2017

2017

Cited alongside, same era.

Anderson, Peter, Xiaodong He, Chris Buehler, Damien Teney, Mark Johnson, Stephen Gould, and Lei Zhang. ”Bottom-up and top-down attention for image captioning and visual question answering.” In Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 6077-6086. 2018

2018

Later among the works it cites.

Devlin, Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. ”Bert: Pre-training of deep bidirectional transformers for language understanding.” arXiv preprint arXiv:1810.04805 (2018)

Original

2018

Later among the works it cites.

Nguyen, Duy-Kien, and Takayuki Okatani. ”Improved fusion of visual and language representations by dense symmetric co-attention for visual question answering.” In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6087-6096. 2018

2018

Later among the works it cites.

Kim, Jin-Hwa, Jaehyun Jun, and Byoung-Tak Zhang. ”Bilinear attention networks.” In Advances in Neural Information Processing Systems, pp. 1564-1574. 2018