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Multi-Objective Evolutionary for Object Detection Mobile Architectures Search


Nov 05, 2022
Haichao Zhang, Jiashi Li, Xin Xia, Kuangrong Hao, Xuefeng Xiao


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Next-ViT: Next Generation Vision Transformer for Efficient Deployment in Realistic Industrial Scenarios


Jul 13, 2022
Jiashi Li, Xin Xia, Wei Li, Huixia Li, Xing Wang, Xuefeng Xiao, Rui Wang, Min Zheng, Xin Pan


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MoCoViT: Mobile Convolutional Vision Transformer


May 26, 2022
Hailong Ma, Xin Xia, Xing Wang, Xuefeng Xiao, Jiashi Li, Min Zheng

* After evaluation, the relevant technical details are temporarily inconvenient to be disclosed, so the manuscript is temporarily withdrawn. We will wait for the right time to reopen 

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TRT-ViT: TensorRT-oriented Vision Transformer


May 23, 2022
Xin Xia, Jiashi Li, Jie Wu, Xing Wang, Xuefeng Xiao, Min Zheng, Rui Wang


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Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report


May 17, 2021
Andrey Ignatov, Grigory Malivenko, Radu Timofte, Sheng Chen, Xin Xia, Zhaoyan Liu, Yuwei Zhang, Feng Zhu, Jiashi Li, Xuefeng Xiao, Yuan Tian, Xinglong Wu, Christos Kyrkou, Yixin Chen, Zexin Zhang, Yunbo Peng, Yue Lin, Saikat Dutta, Sourya Dipta Das, Nisarg A. Shah, Himanshu Kumar, Chao Ge, Pei-Lin Wu, Jin-Hua Du, Andrew Batutin, Juan Pablo Federico, Konrad Lyda, Levon Khojoyan, Abhishek Thanki, Sayak Paul, Shahid Siddiqui

* Mobile AI 2021 Workshop and Challenges: https://ai-benchmark.com/workshops/mai/2021/. arXiv admin note: substantial text overlap with arXiv:2105.08630; text overlap with arXiv:2105.07825, arXiv:2105.07809, arXiv:2105.08629 

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OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks


Jun 06, 2019
Jiashi Li, Qi Qi, Jingyu Wang, Ce Ge, Yujian Li, Zhangzhang Yue, Haifeng Sun

* Accepted to CVPR 2019, the pruned ResNet-50 model has be released at: https://github.com/dsfour/OICSR withdraw with personal reason, without error 

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