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Scene Graph Generation

12 papers with code ยท Computer Vision
Subtask of Scene Parsing

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Visual Relationship Detection using Scene Graphs: A Survey

16 May 2020

In this paper, we present a detailed survey on the various techniques for scene graph generation, their efficacy to represent visual relationships and how it has been used to solve various downstream tasks.

GRAPH GENERATION IMAGE GENERATION IMAGE RETRIEVAL OBJECT RECOGNITION QUESTION ANSWERING SCENE GRAPH GENERATION VISUAL QUESTION ANSWERING VISUAL RELATIONSHIP DETECTION

Unbiased Scene Graph Generation via Rich and Fair Semantic Extraction

1 Feb 2020

Extracting graph representation of visual scenes in image is a challenging task in computer vision.

GRAPH GENERATION SCENE GRAPH GENERATION

NODIS: Neural Ordinary Differential Scene Understanding

14 Jan 2020

Detected objects, their labels and the discovered relations can be used to construct a scene graph which provides an abstract semantic interpretation of an image.

GRAPH GENERATION SCENE GRAPH GENERATION SCENE UNDERSTANDING VISUAL RELATIONSHIP DETECTION

Weakly Supervised Visual Semantic Parsing

8 Jan 2020

Scene Graph Generation (SGG) aims to extract entities, predicates and their semantic structure from images, enabling deep understanding of visual content, with many applications such as visual reasoning and image retrieval.

GRAPH GENERATION IMAGE RETRIEVAL SCENE GRAPH GENERATION SEMANTIC PARSING VISUAL REASONING

Bridging Knowledge Graphs to Generate Scene Graphs

7 Jan 2020

Based on this new perspective, we re-formulate scene graph generation as the inference of a bridge between the scene and commonsense graphs, where each entity or predicate instance in the scene graph has to be linked to its corresponding entity or predicate class in the commonsense graph.

GRAPH GENERATION KNOWLEDGE GRAPHS SCENE GRAPH GENERATION

Counterfactual Critic Multi-Agent Training for Scene Graph Generation

ICCV 2019

Scene graphs --- objects as nodes and visual relationships as edges --- describe the whereabouts and interactions of objects in an image for comprehensive scene understanding.

GRAPH GENERATION SCENE GRAPH GENERATION SCENE UNDERSTANDING

Scene Graph Generation With External Knowledge and Image Reconstruction

CVPR 2019

Scene graph generation has received growing attention with the advancements in image understanding tasks such as object detection, attributes and relationship prediction, etc.

GRAPH GENERATION IMAGE RECONSTRUCTION OBJECT DETECTION SCENE GRAPH GENERATION VISUAL RELATIONSHIP DETECTION