Search Results for author: Shoukai Xu

Found 3 papers, 2 papers with code

Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation

1 code implementation27 Feb 2024 Yaofo Chen, Shuaicheng Niu, Shoukai Xu, Hengjie Song, YaoWei Wang, Mingkui Tan

Moreover, with the increasing data collected at the edge, this paradigm also fails to further adapt the cloud model for better performance.

Towards Efficient Task-Driven Model Reprogramming with Foundation Models

no code implementations5 Apr 2023 Shoukai Xu, Jiangchao Yao, Ran Luo, Shuhai Zhang, Zihao Lian, Mingkui Tan, Bo Han, YaoWei Wang

Moreover, the data used for pretraining foundation models are usually invisible and very different from the target data of downstream tasks.

Knowledge Distillation Transfer Learning

Generative Low-bitwidth Data Free Quantization

3 code implementations ECCV 2020 Shoukai Xu, Haokun Li, Bohan Zhuang, Jing Liu, JieZhang Cao, Chuangrun Liang, Mingkui Tan

More critically, our method achieves much higher accuracy on 4-bit quantization than the existing data free quantization method.

Data Free Quantization

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