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publications

Dictionary Pair-based Data-Free Fast Deep Neural Network Compression

Published in IEEE International Conference on Data Mining (ICDM), 2021

We propose a new deep model compression method, termed Dictionary Pair-based Data-Free Fast DNN Compression, which aims at reducing the memory consumption of DNNs without extra training and can greatly improve the compression efficiency.

Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free Quantization

Published in IEEE International Conference on Data Mining (ICDM), 2022

We propose a new and effective data-free quantization method termed ClusterQ, which utilizes the semantic feature distribution alignment for synthetic data generation.

MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results

Published in ArXiv, 2022

Our team participated in the Under-Display Camera (UDC) Image Restoration track on MIPI 2022 and got 5th place finally.

Yangcheng Gao

Posts by Collection

publications

Dictionary Pair-based Data-Free Fast Deep Neural Network Compression

Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free Quantization

MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results