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Information

  • Title: When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework
  • Author: Xinyi Zou, Yan Yan, Jing-Hao Xue, Si Chen, Hanzi Wang
  • Institution: 厦门大学
  • Year: 2022
  • Journal: AAAI
  • Source: Arxiv, PDF
  • Idea: 利用少样本学习中的孪生网络来解决多源域单表情到多表情的跨域任务,并提出两阶段训练框架提高其泛化性能
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Information

  • Title: Dynamic Convolution: Attention over Convolution Kernels
  • Author: Yinpeng Chen, Xiyang Dai, Mengchen Liu, Dongdong Chen, Lu Yuan, Zicheng Liu
  • Institution: 微软亚研院
  • Year: 2022
  • Journal: CVPR
  • Source: Arxiv, open access
  • Idea: 将多个卷积核通过注意力机制合成一个动态卷积核提高模型的表达能力
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Information

  • Title: Self-challenging Improves Cross-Domain Generalization
  • Author: Zeyi Huang, Haohan Wang, Eric P. Xing & Dong Huang
  • Institution: School of Computer Science, Carnegie Mellon University, Pittsburgh, USA
  • Year: 2020
  • Journal: ECCV
  • Source: Springer, Arxiv, Official code
  • Idea: 根据梯度大小将比较重要的特征掩去来强迫模型学习更多标签相关的特征
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Information

  • Title: Semantic Image Synthesis With Spatially-Adaptive Normalization
  • Author: Taesung Park, Ming-Yu Liu, Ting-Chun Wang, Jun-Yan Zhu
  • Institution: UC Berkeley, NVIDIA, MIT CSAIL
  • Year: 2019
  • Journal: CVPR
  • Source: Open access, Github
  • Idea: 通过空间自适应归一化计算 norm 层的仿射变换参数
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