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Graph Generation

33 papers with code · Graphs

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Unbiased Scene Graph Generation from Biased Training

27 Feb 2020KaihuaTang/Scene-Graph-Benchmark.pytorch

Today's scene graph generation (SGG) task is still far from practical, mainly due to the severe training bias, e. g., collapsing diverse "human walk on / sit on / lay on beach" into "human on beach".

CAUSAL INFERENCE GRAPH GENERATION SCENE GRAPH GENERATION

Learning to Compose Dynamic Tree Structures for Visual Contexts

CVPR 2019 KaihuaTang/Scene-Graph-Benchmark.pytorch

We propose to compose dynamic tree structures that place the objects in an image into a visual context, helping visual reasoning tasks such as scene graph generation and visual Q&A.

 SOTA for Visual Question Answering on VQA v2 (Percentage correct metric )

GRAPH GENERATION SCENE GRAPH GENERATION VISUAL QUESTION ANSWERING VISUAL REASONING

NetGAN: Generating Graphs via Random Walks

ICML 2018 danielzuegner/netgan

NetGAN is able to produce graphs that exhibit well-known network patterns without explicitly specifying them in the model definition.

GRAPH GENERATION LINK PREDICTION

Knowledge-Embedded Routing Network for Scene Graph Generation

CVPR 2019 yuweihao/KERN

More specifically, we show that the statistical correlations between objects appearing in images and their relationships, can be explicitly represented by a structured knowledge graph, and a routing mechanism is learned to propagate messages through the graph to explore their interactions.

GRAPH GENERATION SCENE GRAPH GENERATION

Scene Graph Generation by Iterative Message Passing

CVPR 2017 shikorab/SceneGraph

In this work, we explicitly model the objects and their relationships using scene graphs, a visually-grounded graphical structure of an image.

GRAPH GENERATION SCENE GRAPH GENERATION

The Limited Multi-Label Projection Layer

20 Jun 2019locuslab/lml

We propose the Limited Multi-Label (LML) projection layer as a new primitive operation for end-to-end learning systems.

GRAPH GENERATION SCENE GRAPH GENERATION

Image-Conditioned Graph Generation for Road Network Extraction

31 Oct 2019davide-belli/generative-graph-transformer

For this, we introduce the Toulouse Road Network dataset, based on real-world publicly-available data.

GRAPH GENERATION SEMANTIC SEGMENTATION

Hierarchical Generation of Molecular Graphs using Structural Motifs

8 Feb 2020wengong-jin/hgraph2graph

Indeed, as we demonstrate, their performance degrades significantly for larger molecules.

DRUG DISCOVERY GRAPH GENERATION