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Channel Self-Supervision for Online Knowledge Distillation


Mar 23, 2022
Shixiao Fan, Xuan Cheng, Xiaomin Wang, Chun Yang, Pan Deng, Minghui Liu, Jiali Deng, Ming Liu


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Temporally Resolution Decrement: Utilizing the Shape Consistency for Higher Computational Efficiency


Dec 02, 2021
Tianshu Xie, Xuan Cheng, Minghui Liu, Jiali Deng, Xiaomin Wang, Ming Liu


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Feature Mining: A Novel Training Strategy for Convolutional Neural Network


Jul 18, 2021
Tianshu Xie, Xuan Cheng, Xiaomin Wang, Minghui Liu, Jiali Deng, Ming Liu


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Go Small and Similar: A Simple Output Decay Brings Better Performance


Jun 12, 2021
Xuan Cheng, Tianshu Xie, Xiaomin Wang, Jiali Deng, Minghui Liu, Ming Liu


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Self-supervision of Feature Transformation for Further Improving Supervised Learning


Jun 09, 2021
Zilin Ding, Yuhang Yang, Xuan Cheng, Xiaomin Wang, Ming Liu

* 15 pages, 6 figures 

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Self-supervised Feature Enhancement: Applying Internal Pretext Task to Supervised Learning


Jun 09, 2021
Yuhang Yang, Zilin Ding, Xuan Cheng, Xiaomin Wang, Ming Liu


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White Paper Assistance: A Step Forward Beyond the Shortcut Learning


Jun 08, 2021
Xuan Cheng, Tianshu Xie, Xiaomin Wang, Jiali Deng, Minghui Liu, Ming Liu

* 10 pages, 4 figures 

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FocusedDropout for Convolutional Neural Network


Mar 29, 2021
Tianshu Xie, Minghui Liu, Jiali Deng, Xuan Cheng, Xiaomin Wang, Ming Liu


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Selective Output Smoothing Regularization: Regularize Neural Networks by Softening Output Distributions


Mar 29, 2021
Xuan Cheng, Tianshu Xie, Xiaomin Wang, Qifeng Weng, Minghui Liu, Jiali Deng, Ming Liu


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Thumbnail: A Novel Data Augmentation for Convolutional Neural Network


Mar 09, 2021
Tianshu Xie, Xuan Cheng, Minghui Liu, Jiali Deng, Xiaomin Wang, Ming Liu


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