Scene graph generation: A comprehensive survey

G Zhu, L Zhang, Y Jiang, Y Dang, H Hou… - arxiv preprint arxiv …, 2022 - arxiv.org
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 …

[HTML][HTML] Scene graph generation: A comprehensive survey

H Li, G Zhu, L Zhang, Y Jiang, Y Dang, H Hou, P Shen… - Neurocomputing, 2024 - Elsevier
Deep learning techniques have led to remarkable breakthroughs in the field of object
detection and have spawned a lot of scene-understanding tasks in recent years. Scene …

Divide-and-conquer predictor for unbiased scene graph generation

X Han, X Dong, X Song, T Gan, Y Zhan… - … on Circuits and …, 2022 - ieeexplore.ieee.org
Scene Graph Generation (SGG) aims to detect the objects and their pairwise predicates in
an image. Existing SGG methods mainly fulfil the challenging predicate prediction task that …

Probabilistic debiasing of scene graphs

BA Biswas, Q Ji - Proceedings of the IEEE/CVF Conference …, 2023 - openaccess.thecvf.com
The quality of scene graphs generated by the state-of-the-art (SOTA) models is
compromised due to the long-tail nature of the relationships and their parent object pairs …

RSSGG_CS: Remote sensing image scene graph generation by fusing contextual information and statistical knowledge

Z Lin, F Zhu, Q Wang, Y Kong, J Wang, L Huang… - Remote Sensing, 2022 - mdpi.com
To semantically understand remote sensing images, it is not only necessary to detect the
objects in them but also to recognize the semantic relationships between the instances …

Exploring correlation of relationship reasoning for scene graph generation

P Tian, H Mo, L Jiang - International Journal of Machine Learning and …, 2022 - Springer
Accurately reasoning about the relationship between objects play a central role in scene
understanding. Due to the complexity of modeling visual relationships and the unbalanced …

Scene graph generation with award-punishment strategy

H Gao, D Shi, T Jiang, X Li, Z Zhang, Y Ji, Y Li… - Knowledge-Based …, 2022 - Elsevier
The scene graph can provide a structured representation for downstream tasks given an
image. To generate a fine-grained one, many researchers have attempted to alleviate the …

Progressive Visual Relationship Inference

Z Lei, X **e - openreview.net
As an important component of visual scene, visual relationship has received extensive
attention in recent years. Most existing works directly utilize the rough visual appearance to …