Results 1-3 of 3
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Beyond Knowledge Distillation: Collaborative Learning for Bidirectional Model Assistance
期刊文章
Wang, Jinzhuo; Wang, Wenmin; Gao, Wen
IEEE ACCESS
2018
[ABSTRACT] Knowledge distillation (KD) is a powerful technique that enables a well-trained large model to assist a small model. However, KD is constrained in ...
[KEYWORDS] Bidirectional model assistance; collaborative learning; deep neural networks; mutual knowledge base; NEURAL-NETWORKS; DEEP; SIMILARITY
CREAM: CNN-REgularized ADMM Framework for Compressive-Sensed Image Reconstruction
期刊文章
Zhao, Chen; Zhang, Jian; Wang, Ronggang; Gao, Wen
IEEE ACCESS
2018
[ABSTRACT] Compressive sensing (CS) has drawn an enormous amount of attention in recent years due to its sub-Nyquist sampling rate and low-complexity requirem...
[KEYWORDS] Compressive sensing; deep learning; alternate direction method of multipliers (ADMM); convolutional neural network (CNN); image reconstruction; THRESHOLDING ALGORITHM
Signal-Independent Separable KLT by Offline Training for Video Coding
期刊文章
Fan, Kui; Wang, Ronggang; Lin, Weisi; Duan, Ling-Yu; Gao, Wen
IEEE ACCESS
2019
[ABSTRACT] After the works on High Efficiency Video Coding (HEVC) standard, the standard organizations continued to study the next generation of video coding ...
[KEYWORDS] KLT; transform; video coding; VVC; HEVC
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