Search Results for author: Qiulin Zhang

Found 4 papers, 4 papers with code

Dynamic Resolution Network

3 code implementations NeurIPS 2021 Mingjian Zhu, Kai Han, Enhua Wu, Qiulin Zhang, Ying Nie, Zhenzhong Lan, Yunhe Wang

To this end, we propose a novel dynamic-resolution network (DRNet) in which the input resolution is determined dynamically based on each input sample.

Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets

3 code implementations NeurIPS 2020 Kai Han, Yunhe Wang, Qiulin Zhang, Wei zhang, Chunjing Xu, Tong Zhang

To this end, we summarize a tiny formula for downsizing neural architectures through a series of smaller models derived from the EfficientNet-B0 with the FLOPs constraint.

Image Classification

Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets

10 code implementations28 Oct 2020 Kai Han, Yunhe Wang, Qiulin Zhang, Wei zhang, Chunjing Xu, Tong Zhang

To this end, we summarize a tiny formula for downsizing neural architectures through a series of smaller models derived from the EfficientNet-B0 with the FLOPs constraint.

Image Classification Rubik's Cube

Split to Be Slim: An Overlooked Redundancy in Vanilla Convolution

1 code implementation22 Jun 2020 Qiulin Zhang, Zhuqing Jiang, Qishuo Lu, Jia'nan Han, Zhengxin Zeng, Shang-Hua Gao, Aidong Men

Therefore, instead of directly removing uncertain redundant features, we propose a \textbf{sp}lit based \textbf{conv}olutional operation, namely SPConv, to tolerate features with similar patterns but require less computation.

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