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Identifying objects in an image and their mutual relationships as a scene graph leads to a deep understanding of image content.
Glove: Global vectors for word representation
Pennington, J., Socher, R., and Manning, C. D · 2014
Earlier work this paper cites.
Very deep convolutional networks for large-scale image recognition
Simonyan, K. and Zisserman, A · 2014
Earlier work this paper cites.
Faster r-cnn: Towards real-time object detection with region proposal networks
Ren, S., He, K., Girshick, R., and Sun, J · 2015
Earlier work this paper cites.
Generating semantically precise scene graphs from textual descriptions for improved image retrieval
Schuster, S., Krishna, R., Chang, A., Fei-Fei, L., and Manning, C. D · 2015
Earlier work this paper cites.
Empirical evaluation of rectified activations in convolutional network
Xu, B., Wang, N., Chen, T., and Li, M · 2015
Earlier work this paper cites.
Visual genome: Connecting language and vision using crowdsourced dense image annotations
Krishna, R., Zhu, Y., Groth, O., Johnson, J., Hata, K., Kravitz, J., Chen, S., Kalantidis, Y., Li, L.-J., Shamma, D. A., et al · 2017
Earlier work this paper cites.
Scene graph generation from objects, phrases and region captions
Li, Y., Ouyang, W., Zhou, B., Wang, K., and Wang, X · 2017
Cited alongside, same era.
Pixels to graphs by associative embedding
Newell, A. and Deng, J · 2017
Cited alongside, same era.
Attention is all you need
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., and Polosukhin, I · 2017
Cited alongside, same era.
Scene graph generation by iterative message passing
Xu, D., Zhu, Y., Choy, C. B., and Fei-Fei, L · 2017
Cited alongside, same era.
Structure inference net: Object detection using scene-level context and instance-level relationships
Liu, Y., Wang, R., Shan, S., and Chen, X · 2018
Cited alongside, same era.
Large-scale visual relationship understanding
Zhang, J., Kalantidis, Y., Rohrbach, M., Paluri, M., Elgammal, A., and Elhoseiny, M
Cited in the paper.
Neural motifs: Scene graph parsing with global context
Zellers, R., Yatskar, M., Thomson, S., and Choi, Y · 2018
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Ghosh, S., Burachas, G., Ray, A., and Ziskind, A · 2019
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Scene graph reasoning for visual question answering
Hildebrandt, M., Li, H., Koner, R., Tresp, V., and Günnemann, S · 2020
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Koner, R., Sinhamahapatra, P., and Tresp, V · 2020
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Graphical contrastive losses for scene graph parsing
Zhang, J., Shih, K. J., Elgammal, A., Tao, A., and Catanzaro, B · 2020
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