Contextual Translation Embedding for Visual Relationship Detection and Scene Graph Generation

• Published in: IEEE transactions on pattern analysis and machine intelligence Vol. 43; no. 11; pp. 3820 - 3832
• Main Authors: Hung, Zih-Siou, Mallya, Arun, Lazebnik, Svetlana
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.11.2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Bicycles; Embedding; Feature extraction; Image edge detection; scene graph generation; scene understanding; Semantics; Task analysis; Training; Visual relationship detection; Visualization

Relations amongst entities play a central role in image understanding. Due to the complexity of modeling ( subject , predicate , object ) relation triplets, it is crucial to develop a method that can not only recognize seen relations, but also generalize to unseen cases. Inspired by a previously pro...