A survey on automatic image caption generation
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DOI: 10.1016/j.neucom.2018.05.080
Abstract: Abstract Image captioning means automatically generating a caption for an image. As a recently emerged research area, it is attracting more and more attention. To achieve the goal of image captioning, semantic information of images… read more here.
Keywords: image; research; image captioning; survey ... See more keywords
Phrase-based image caption generator with hierarchical LSTM network
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DOI: 10.1016/j.neucom.2018.12.026
Abstract: Abstract Automatic generation of caption to describe the content of an image has been gaining a lot of research interests recently, where most of the existing works treat the image caption as pure sequential data.… read more here.
Keywords: based image; image caption; image; phrase based ... See more keywords
Where to put the image in an image caption generator
Sign Up to like & getrecommendations! Published in 2018 at "Natural Language Engineering"
DOI: 10.1017/s1351324918000098
Abstract: Abstract When a recurrent neural network (RNN) language model is used for caption generation, the image information can be fed to the neural network either by directly incorporating it in the RNN – conditioning the… read more here.
Keywords: image; rnn; caption; language model ... See more keywords
Global-Attention-Based Neural Networks for Vision Language Intelligence
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DOI: 10.1109/jas.2020.1003402
Abstract: In this paper, we develop a novel global-attention-based neural network (GANN) for vision language intelligence, specifically, image captioning (language description of a given image). As many previous works, the encoder-decoder framework is adopted in our… read more here.
Keywords: global attention; attention; feature; caption ... See more keywords
TypeFormer: Multiscale Transformer With Type Controller for Remote Sensing Image Caption
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3192062
Abstract: Image captioning in remote sensing can help us understand the inner attributes of the objects and the outer relationships between different objects. However, the existing image captioning algorithms lack the ability of global representation and… read more here.
Keywords: caption; remote sensing; type; image captioning ... See more keywords
Learning to Overcome Noise in Weak Caption Supervision for Object Detection
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2022.3187350
Abstract: We propose the first mechanism to train object detection models from weak supervision in the form of captions at the image level. Language-based supervision for detection is appealing and inexpensive: many blogs with images and… read more here.
Keywords: caption; supervision; level; detection ... See more keywords