Ways to leverage this representation have generally fallen into three categories: generating graphs from images, generating images from graphs, and using graphs for image retrieval. We examine how visual relationships, derived from scene graphs, can be used as structured queries. 分类专栏: CV . From Images To Sentences through Scene Description Graphs Somak Aditya, Yezhou Yang, Chitta Baral, Yiannis Aloimonos, Cornelia Fermuller ABSTRACT: In this paper we propose the construction of linguistic descriptions of images.

Create a new task. In this paper we present a method which uses scene graph embeddings as the basis for an approach to image retrieval. This is achieved through the extraction of scene description graphs (SDGs) from visual scenes using an automatically constructed knowledge base. Scene Graph is a data structure that describes contents of a scene.

展开 Abstract (摘要) 这篇文章基于场景图的概念,提出了一种新的语义图像检索框架。场景图表示了对 …
Retrieval using structured queries therefore is much more useful than single object retrieval, but a much more challenging problem. Image Understanding using Vision and Reasoning through Scene Description Graph Somak Aditya, Yezhou Yang, Chitta Baral Arizona State University, Tempe, AZ Yiannis Aloimonos, Cornelia Fermu¨ller University of Maryland, College Park, MD Abstract Two ofthe fundamentaltasks in imageunderstandingusingtextare caption gen-eration and visual question answering [1, 2]. A scene graph encodes object instances, attributes of objects and relationship between them. Johnson, J. Krishna, R. Stark, M. Li-Jia Li (李佳) [7] Computer Vision and Pattern Recognition, 2015, Pages 3668-3678. Image Retrieval using Scene Graphs ——基于场景图的图像检索 读书笔记 . Explore-Exploit Graph Traversal for Image Retrieval Cheng Chang Layer6 AI jason@layer6.ai Guangwei Yu Layer6 AI guang@layer6.ai Chundi Liu Layer6 AI chundi@layer6.ai Maksims Volkovs Layer6 AI maks@layer6.ai Abstract We propose a novel graph-based approach for image re-trieval.
Scene graphs provide a compact and structured descrip-tion of complex scenes [1] and the semantic relationship between objects. This work … 王小白的博客 2018-09-20 20:14:22 1623 收藏 1 . Image retrieval using scene graphs. Cited by: 299 | Bibtex | 31 | EI WOS. Full Text. 最后发布:2018-09-20 20:14:22 首发:2018-09-20 20:14:22. Mark. Generating scene graphs from IMAGE GENERATION; IMAGE RETRIEVAL; OBJECT RECOGNITION; QUESTION ANSWERING; SCENE GRAPH GENERATION; VISUAL QUESTION ANSWERING; VISUAL RELATIONSHIP DETECTION; Add: Not in the list?