VQA swMATH ID: 36506 Software Authors: Agrawal, Aishwarya; Lu, Jiasen; Antol, Stanislaw; Mitchell, Margaret; Zitnick, C. Lawrence; Batra, Dhruv; Parikh, Devi Description: VQA: Visual Question Answering. VQA is a new dataset containing open-ended questions about images. These questions require an understanding of vision, language and commonsense knowledge to answer. 265,016 images (COCO and abstract scenes). At least 3 questions (5.4 questions on average) per image. 10 ground truth answers per question. 3 plausible (but likely incorrect) answers per question. Automatic evaluation metric. Homepage: https://visualqa.org Source Code: https://github.com/GT-Vision-Lab/VQA Keywords: arXiv_cs.CL; Computer Vision; Pattern Recognition; arXiv_cs.CV; VQA; Visual Question Answering Related Software: BERT; Flickr30K; Faster R-CNN; MS-COCO; Adam; Im2Text; ImageNet; CLEVR; GitHub; Tensor2Tensor; LXMERT; GPT-3; BLEU; CIDEr; Visual7W; GloVe; CLEVR dataset; YOLO; Grad-CAM; SSD Cited in: 10 Documents Standard Articles 1 Publication describing the Software Year VQA: Visual Question Answering arXiv Aishwarya Agrawal, Jiasen Lu, Stanislaw Antol, Margaret Mitchell, C. Lawrence Zitnick, Dhruv Batra, Devi Parikh 2015 all top 5 Cited by 37 Authors 1 Bengio, Yoshua 1 Bensch, Suna 1 Cai, Yi 1 Chandar, Sarath 1 Chen, Jiali 1 Chen, Wei 1 Cho, Kyunghyun 1 Dhami, Devendra Singh 1 Doran, Derek 1 Fang, Wenhao 1 Gan, Zhe 1 Ganjdanesh, Alireza 1 Gao, Jianfeng 1 Gülçehre, Çağlar 1 He, Xiaohai 1 Hellström, Thomas 1 Huang, Heng 1 Kersting, Kristian 1 Li, Linjie 1 Li, Qing 1 Ostovar, Ahmad 1 Pfanschilling, Viktor 1 Qing, Linbo 1 Ras, Gabrielle 1 Shindo, Hikaru 1 Szeliski, Richard 1 van Gerven, Marcel A. J. 1 Wang, Feiyue 1 Xie, Jiayuan 1 Xie, Ning 1 Yan, Lan 1 Yang, Jianwei 1 Yang, Zhengyuan 1 Zhang, Jipeng 1 Zhang, Mozhi 1 Zheng, Wenbo 1 Zhu, Han all top 5 Cited in 9 Serials 1 Acta Informatica 1 Artificial Intelligence 1 Neural Networks 1 Machine Learning 1 Neural Computation 1 The Journal of Artificial Intelligence Research (JAIR) 1 Mathematical Biosciences and Engineering 1 Foundations and Trends in Computer Graphics and Vision 1 Texts in Computer Science Cited in 3 Fields 9 Computer science (68-XX) 2 Biology and other natural sciences (92-XX) 1 Systems theory; control (93-XX) Citations by Year