Automatic generation of natural language description for images
نویسندگان
چکیده
Image annotation is frequently used in image base management. Unfortunately, manual keyword indexing is costly and not exempt of errors for large image bases. In this article, we present a method for automatic image description in natural language for images without problems of occlusion. This method relies on a double expertise in image indexation and natural language processing and generation.
منابع مشابه
Improvement of generative adversarial networks for automatic text-to-image generation
This research is related to the use of deep learning tools and image processing technology in the automatic generation of images from text. Previous researches have used one sentence to produce images. In this research, a memory-based hierarchical model is presented that uses three different descriptions that are presented in the form of sentences to produce and improve the image. The proposed ...
متن کاملAutomatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures
Automatic description generation from natural images is a challenging problem that has recently received a large amount of interest from the computer vision and natural language processing communities. In this survey, we classify the existing approaches based on how they conceptualize this problem, viz., models that cast description as either generation problem or as a retrieval problem over a ...
متن کاملAutomatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures (Extended Abstract)
Automatic image description generation is a challenging problem that has recently received a large amount of interest from the computer vision and natural language processing communities. In this survey, we classify the known approaches based on how they conceptualise this problem and provide a review of existing models, highlighting their advantages and disadvantages. Moreover, we give an over...
متن کاملTowards Succinct and Relevant Image Descriptions
What does it mean to produce a good description of an image? Is a description good because it correctly identifies all of the objects in the image, because it describes the interesting attributes of the objects, or because it is short, yet informative? Grice’s Cooperative Principle, stated as “Make your contribution such as is required, at the stage at which it occurs, by the accepted purpose o...
متن کاملComparing Automatic Evaluation Measures for Image Description
Image description is a new natural language generation task, where the aim is to generate a human-like description of an image. The evaluation of computer-generated text is a notoriously difficult problem, however, the quality of image descriptions has typically been measured using unigram BLEU and human judgements. The focus of this paper is to determine the correlation of automatic measures w...
متن کامل