A comprehensive survey of scene graphs: Generation and application
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 …
attributes, and relationships between objects in the scene. As computer vision technology …
Scene graph generation: A comprehensive survey
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 …
object detection and have spawned a lot of scene-understanding tasks in recent years …
The all-seeing project v2: Towards general relation comprehension of the open world
Abstract We present the All-Seeing Project V2: a new model and dataset designed for
understanding object relations in images. Specifically, we propose the All-Seeing Model V2 …
understanding object relations in images. Specifically, we propose the All-Seeing Model V2 …
Panoptic scene graph generation
Existing research addresses scene graph generation (SGG)—a critical technology for scene
understanding in images—from a detection perspective, ie., objects are detected using …
understanding in images—from a detection perspective, ie., objects are detected using …
Multi-modal remote perception learning for object sensory data
NA Almujally, AA Rafique, N Al Mudawi… - Frontiers in …, 2024 - frontiersin.org
Introduction When it comes to interpreting visual input, intelligent systems make use of
contextual scene learning, which significantly improves both resilience and context …
contextual scene learning, which significantly improves both resilience and context …
Learning of visual relations: The devil is in the tails
Significant effort has been recently devoted to modeling visual relations. This has mostly
addressed the design of architectures, typically by adding parameters and increasing model …
addressed the design of architectures, typically by adding parameters and increasing model …
From general to specific: Informative scene graph generation via balance adjustment
The scene graph generation (SGG) task aims to detect visual relationship triplets, ie, subject,
predicate, object, in an image, providing a structural vision layout for scene understanding …
predicate, object, in an image, providing a structural vision layout for scene understanding …
Context-aware scene graph generation with seq2seq transformers
Scene graph generation is an important task in computer vision aimed at improving the
semantic understand-ing of the visual world. In this task, the model needs to detect objects …
semantic understand-ing of the visual world. In this task, the model needs to detect objects …
Recovering the unbiased scene graphs from the biased ones
Given input images, scene graph generation (SGG) aims to produce comprehensive,
graphical representations describing visual relationships among salient objects. Recently …
graphical representations describing visual relationships among salient objects. Recently …
Fully convolutional scene graph generation
This paper presents a fully convolutional scene graph generation (FCSGG) model that
detects objects and relations simultaneously. Most of the scene graph generation …
detects objects and relations simultaneously. Most of the scene graph generation …