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publications
Describing Geographical Characteristics with Social Images
Zheng H., Yao J., Zhang Y. (2017) Describing Geographical Characteristics with Social Images. In: Amsaleg L., Guðmundsson G., Gurrin C., Jónsson B., Satoh S. (eds) MultiMedia Modeling. MMM 2017. Lecture Notes in Computer Science, vol 10132. Springer, Cham https://link.springer.com/chapter/10.1007/978-3-319-51811-4_10
Degeneration in VAE: in the Light of Fisher Information Loss
Zheng, H., Yao, J., Zhang, Y., & Tsang, I. W. (2018). Degeneration in VAE: in the Light of Fisher Information Loss. arXiv preprint arXiv:1802.06677. https://arxiv.org/abs/1802.06677
Learning and Applying Ontology for Machine Learning in Cyber Attack Detection
Zheng, H., Wang, Y., Han, C., Le, F., He, R., & Lu, J. (2018, August). Learning and Applying Ontology for Machine Learning in Cyber Attack Detection. In 2018 17th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/12th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE) (pp. 1309-1315). IEEE. https://ieeexplore.ieee.org/abstract/document/8456049
Understanding VAEs in Fisher-Shannon Plane
Zheng, H., Yao, J., Zhang, Y., Tsang, I. W. & Wang, J. Understanding VAEs in Fisher-Shannon Plane. AAAI 2019. https://arxiv.org/abs/1807.03723
Phase Collaborative Network for Multi-Phase Medical Imaging Segmentation
Zheng, H., Xie, L., Ni, T., Zhang, Y., Wang, Y. F., Tian, Q., Fishman E. K. & Yuille, A. L. (2018). Phase Collaborative Network for Multi-Phase Medical Imaging Segmentation. arXiv preprint arXiv:1811.11814. https://arxiv.org/abs/1811.11814
Elastic Boundary Projection for 3D Medical Imaging Segmentation
Ni, T., Xie, L., Zheng, H., Fishman, E. K., & Yuille, A. L. (2018). Elastic Boundary Projection for 3D Medical Imaging Segmentation. arXiv preprint arXiv:1812.00518. https://arxiv.org/abs/1812.00518
Node Attribute Generation on Graphs
Chen, X., Chen, S., Zheng, H., Yao, J., Cui, K., Zhang, Y., & Tsang, I. W. (2019). Node Attribute Generation on Graphs. arXiv preprint arXiv:1907.09708. https://ieeexplore.ieee.org/abstract/document/9229522
Truncated diffusion probabilistic models and diffusion-based adversarial auto-encoders
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Class-Balancing Diffusion Models
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Beta Diffusion
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Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D, alleviate Janus problem and Beyond
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Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling
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