Scene graph is a structured representation of a scene that can clearly express the objects,
attributes, and relationships between objects in the scene. As computer vision technology …

Deep learning techniques have led to remarkable breakthroughs in the field of generic
object detection and have spawned a lot of scene-understanding tasks in recent years …

Abstract Human-Object Interaction (HOI) detection is a task of identifying" a set of
interactions" in an image, which involves the i) localization of the subject (ie, humans) and …

Existing research addresses scene graph generation (SGG)—a critical technology for scene
understanding in images—from a detection perspective, ie., objects are detected using …

Abstract We present Open Images V4, a dataset of 9.2 M images with unified annotations for
image classification, object detection and visual relationship detection. The images have a …

We tackle the challenging problem of human-object interaction (HOI) detection. Existing
methods either recognize the interaction of each human-object pair in isolation or perform …

Understanding interactions between humans and objects is one of the fundamental
problems in visual classification and an essential step towards detailed scene …

Recent advances in deep neural networks have achieved significant progress in detecting
individual objects from an image. However, object detection is not sufficient to fully …

Recent years have witnessed rapid progress in detecting and recognizing individual object
instances. To understand the situation in a scene, however, computers need to recognize …

Comprehensive visual understanding requires detection frameworks that can effectively
learn and utilize object interactions while analyzing objects individually. This is the main …