Kulkarni G, Premraj V, Ordonez V, Dhar S, Li S, Choi Y, Berg AC, Berg TL. Babytalk: understanding and generating simple image descriptions. IEEE Trans Pattern Anal Mach Intell. 2013;35(12):2891.

Article  Google Scholar 

Fang H, Gupta S, Iandola F, Srivastava RK, Deng L, Dollár P, Gao J, He X, Mitchell M, Platt JC, et al. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. p. 1473–82.

Mitchell M, Dodge J, Goyal A, Yamaguchi K, Stratos K, Han X, Mensch A, Berg A, Berg T, Daumé III, H. In: Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics. 2012. p. 747–56.

Li Y, Pan Y, Yao T, Mei T. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. p. 17990–9.

Stefanini M, Cornia M, Baraldi L, Cascianelli S, Fiameni G, Cucchiara R. From show to tell: a survey on deep learning-based image captioning. IEEE Trans Pattern Anal Mach Intell. 2022;45(1):539.

Article  Google Scholar 

Sutskever I, Vinyals O, Le QV. Sequence to sequence learning with neural networks. Adv Neural Inf Proces Syst. 2014;27.

Xu K, Ba J, Kiros R, Cho K, Courville A, Salakhudinov R, Zemel R, Bengio Y. In: International Conference on Machine Learning. PMLR; 2015. p. 2048–57.

Anderson P, He X, Buehler C, Teney D, Johnson M, Gould S, Zhang L. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2018. p. 6077–86.

Chen H, Ding G, Lin Z, Guo Y, Shan C, Han J. Image captioning with memorized knowledge. Cognitive Computation. 2021;13:807.

Article  Google Scholar 

Vaswani A, Shazeer N, Parmar N, Uszkoreit J, Jones L, Gomez AN, Kaiser Ł, Polosukhin I. Attention is all you need. Adv Neural Inf Proces Syst. 2017;30.

Y.N. Dauphin, A. Fan, M. Auli, D. Grangier. In: International Conference on Machine Learning. PMLR; 2017. p. 933–41.

You Q, Jin H, Wang Z, Fang C, Luo J. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2016. p. 4651–9.

Lu J, Xiong C, Parikh D, Socher R. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2017. p. 375–83.

Huang L, Wang W, Chen J, Wei XY. In: Proceedings of the IEEE/CVF International Conference on Computer Vision. 2019. p. 4634–43.

Pan Y, Yao T, Li Y, Mei T. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2020. p. 10971–80.

Zhou Y, Hu Z, Liu D, Ben H, Wang M. Compact bidirectional transformer for image captioning. arXiv:2201.01984 [Preprint]. 2022.

Farhadi A, Hejrati M, Sadeghi MA, Young P, Rashtchian C, Hockenmaier J, Forsyth D. In: Computer Vision–ECCV 2010: 11th European Conference on Computer Vision, Heraklion, Crete, Greece, September 5-11, 2010, Proceedings, Part IV 11. Springer, 2010. p. 15–29.

Li S, Kulkarni G, Berg T, Berg A, Choi Y. In: Proceedings of the Fifteenth Conference on Computational Natural Language Learning. 2011. p. 220–8.

Gong Y, Wang L, Hodosh M, Hockenmaier J, Lazebnik S. In: Computer Vision–ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6–12, 2014, Proceedings, Part IV 13. Springer; 2014. p. 529–45.

Hodosh M, Young P, Hockenmaier J. Framing image description as a ranking task: data, models and evaluation metrics. J Artif Intell Res. 2013;47:853.

Article  MathSciNet  Google Scholar 

Ordonez V, Kulkarni G, Berg T. Im2text: describing images using 1 million captioned photographs. Adv Neural Inf Proces Syst. 2011;24.

Sun C, Gan C, Nevatia R. In: Proceedings of the IEEE International Conference on Computer Vision. 2015. p. 2596–604.

Cho K, Van Merriënboer B, Gulcehre C, Bahdanau D, Bougares F, Schwenk H, Bengio Y. Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv:1406.1078 [Preprint]. 2014.

Mao J, Xu W, Yang Y, Wang J, Yuille AL. Explain images with multimodal recurrent neural networks. arXiv:1410.1090 [Preprint]. 2014.

Vinyals O, Toshev A, Bengio S, Erhan D. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. p. 3156–64.

Xu D, Zhu Y, Choy CB, Fei-Fei L. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2017. p. 5410–9.

Yang J, Lu J, Lee S, Batra D, Parikh D. In: Proceedings of the European Conference on Computer Vision (ECCV). 2018. p. 670–85.

Yang X, Tang K, Zhang H, Cai J. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2019. p. 10685–94.

Xiao X, Wang L, Ding K, Xiang S, Pan C. Deep hierarchical encoder-decoder network for image captioning. IEEE Trans Multimedia. 2019;21(11):2942.

Article  Google Scholar 

Shetty R, Rohrbach M, Anne Hendricks L, Fritz M, Schiele B. In: Proceedings of the IEEE International Conference on Computer Vision. 2017. p. 4135–44.

Chen C, Mu S, Xiao W, Ye Z, Wu L, Ju Q. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33. 2019. p. 8142–50.

Vedantam R, Lawrence Zitnick C, Parikh D. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. p. 4566–75.

Luo R. A better variant of self-critical sequence training. arXiv:2003.09971 [Preprint]. 2020.

Lin TY, Maire M, Belongie S, Hays J, Perona P, Ramanan D, Dollár P, Zitnick CL. In: Computer Vision–ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6–12, 2014, Proceedings, Part V 13. Springer; 2014. p. 740–55.

Karpathy A, Fei-Fei L. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. p. 3128–37.

Papineni K, Roukos S, Ward T, Zhu WJ. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics. 2002. p. 311–8.

Banerjee S, Lavie A. In: Proceedings of the ACL workshop on intrinsic and extrinsic evaluation measures for machine translation and/or summarization. 2005. p. 65–72.

Lin CY. In: Text summarization branches out. 2004. p. 74–81.

Anderson P, Fernando B, Johnson M, Gould S. In: Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part V 14. Springer; 2016. p. 382–98.

Cornia M, Stefanini M, Baraldi L, Cucchiara R. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2020. p. 10578–87.

Yang X, Zhang H, Cai J. Deconfounded image captioning: a causal retrospect. IEEE Trans Pattern Anal Mach Intell. 2021.

Wang J, Xu W, Wang Q, Chan AB. On distinctive image captioning via comparing and reweighting. IEEE Trans Pattern Anal Mach Intell. 2022;45(2):2088.

Ren S, He K, Girshick R, Sun J. Faster r-CNN: towards real-time object detection with region proposal networks. Adv Neural Inf Proces Syst. 2015;28.

Zhang P, Li X, Hu X, Yang J, Zhang L, Wang L, Choi Y, Gao J. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021. p. 5579–88.

Yao T, Pan Y, Li Y, Qiu Z, Mei T. In: Proceedings of the IEEE international conference on computer vision. 2017. p. 4894–902.

Rennie SJ, Marcheret E, Mroueh Y, Ross J, Goel V. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2017. p. 7008–24.

Jiang W, Ma L, Jiang YG, Liu W, Zhang T. In: Proceedings of the European Conference on Computer Vision (ECCV). 2018. p. 499–515.

Yao T, Pan Y, Li Y, Mei T. In: Proceedings of the European Conference on Computer Vision (ECCV). 2018. p. 684–99.

Qin Y, Du J, Zhang Y, Lu H, In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2019. p. 8367–75.

Zhang X, Sun X, Luo Y, Ji J, Zhou Y, Wu Y, Huang F, Ji R. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021. p. 15465–74.

Yao T, Pan Y, Li Y, Mei T. In: Proceedings of the IEEE/CVF International Conference on Computer Vision. 2019. p. 2621–9.

Li G, Zhu L, Liu P, Yang Y. In: Proceedings of the IEEE/CVF International Conference on Computer Vision. 2019. p. 8928–37.

Ji J, Luo Y, Sun X, Chen F, Luo G, Wu Y, Gao Y, Ji R. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35. 2021. p. 1655–63.