Search Results for author: Faen Zhang

Found 8 papers, 1 papers with code

Monotonic Neural Network: combining Deep Learning with Domain Knowledge for Chiller Plants Energy Optimization

no code implementations11 Jun 2021 Fanhe Ma, Faen Zhang, Shenglan Ben, Shuxin Qin, Pengcheng Zhou, Changsheng Zhou, Fengyi Xu

In this paper, we are interested in building a domain knowledge based deep learning framework to solve the chiller plants energy optimization problems.

Image Classification

Zero-Shot Instance Segmentation

3 code implementations CVPR 2021 Ye Zheng, JiaHong Wu, Yongqiang Qin, Faen Zhang, Li Cui

We follow this motivation and propose a new task set named zero-shot instance segmentation (ZSI).

Instance Segmentation object-detection +2

Regression via Arbitrary Quantile Modeling

no code implementations13 Nov 2019 Faen Zhang, Xinyu Fan, Hui Xu, Pengcheng Zhou, Yujian He, Junlong Liu

In the regression problem, L1 and L2 are the most commonly used loss functions, which produce mean predictions with different biases.

HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking

no code implementations31 Aug 2019 Shen Yan, Biyi Fang, Faen Zhang, Yu Zheng, Xiao Zeng, Hui Xu, Mi Zhang

Without the constraint imposed by the hand-designed heuristics, our searched networks contain more flexible and meaningful architectures that existing weight sharing based NAS approaches are not able to discover.

Neural Architecture Search

Accurate Face Detection for High Performance

no code implementations5 May 2019 Faen Zhang, Xinyu Fan, Guo Ai, Jianfei Song, Yongqiang Qin, Jia-Hong Wu

Face detection has witnessed significant progress due to the advances of deep convolutional neural networks (CNNs).

Data Augmentation Face Detection +3

Deep Residual Networks with a Fully Connected Recon-struction Layer for Single Image Super-Resolution

no code implementations24 May 2018 Yongliang Tang, Jiashui Huang, Faen Zhang, Weiguo Gong

Recently, deep neural networks have achieved impressive performance in terms of both reconstruction accuracy and efficiency for single image super-resolution (SISR).

Image Super-Resolution Single Image Super Resolution

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