Unsupervised image captioning

Y Feng, L Ma, W Liu, J Luo - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
… However, most of the existing models depend heavily on paired image-sentence … an image
captioning model in an unsupervised manner. Instead of relying on manually labeled image-…

Towards unsupervised image captioning with shared multimodal embeddings

I Laina, C Rupprecht, N Navab - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
… In this paper, we address image captioning by generating language descriptions of scenes
without learning from annotated pairs of images and their captions. The core component of …

Object-centric unsupervised image captioning

Z Meng, D Yang, X Cao, A Shah, SN Lim - European Conference on …, 2022 - Springer
… dataset of interests, practitioner needs to annotate the caption for each image in the training
… collected image dataset. In this paper, we explore the task of unsupervised image captioning

Recurrent relational memory network for unsupervised image captioning

D Guo, Y Wang, P Song, M Wang - arXiv preprint arXiv:2006.13611, 2020 - arxiv.org
… We test all the existing unsupervised image captioning datasets, including (1) MSCOCO
images [Lin et al., 2014] paired with Shutterstock captions [Feng et al., 2019]; and (2) Flickr30k …

Fast RF-UIC: A fast unsupervised image captioning model

R Yang, X Cui, Q Qin, Z Deng, R Lan, X Luo - Displays, 2023 - Elsevier
… Considering the long training period of the pre-trained model used by the existing unsupervised
image captioning methods, we propose a simpler and more effective pre-trained model. …

Interactions guided generative adversarial network for unsupervised image captioning

S Cao, G An, Z Zheng, Q Ruan - Neurocomputing, 2020 - Elsevier
… In Section 5, the objectives of our unsupervised image captioning model are introduced. …
The framework of our unsupervised image captioning model. RMCNet encodes an input image

Generating caption for image using beam search and analyzation with unsupervised image captioning algorithm

PG Shambharkar, P Kumari, P Yadav… - 2021 5th International …, 2021 - ieeexplore.ieee.org
… 2) Unsupervised image captioning: We have used the concept of machine translation using
unsupervised technique for image captioning using unsupervised deep learning algorithm. …

Triple sequence generative adversarial nets for unsupervised image captioning

Y Zhou, W Tao, W Zhang - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
… UIC model significantly and consistently, which demonstrates that our TSGAN can improve
the unsupervised image captioning model by a novel method different from SeqGAN [20]. …

Removing word-level spurious alignment between images and pseudo-captions in unsupervised image captioning

U Honda, Y Ushiku, A Hashimoto, T Watanabe… - arXiv preprint arXiv …, 2021 - arxiv.org
… Contrary to these approaches, we focus on employing unsupervised image captioning and
… -captions. Another variation of unpaired image captioning is the generation of captions in one …

Generating Diverse and Meaningful Captions: Unsupervised Specificity Optimization for Image Captioning

A Lindh, RJ Ross, A Mahalunkar, G Salton… - … Conference on Artificial …, 2018 - Springer
Image Captioning model by projecting the image and caption into the same space to estimate
their similarity. The image … on ImageNet, and the captions are embedded using InferSent [7…