| Patdnn: Achieving real-time DNN execution on mobile devices with pattern-based weight pruning W Niu, X Ma, S Lin, S Wang, X Qian, X Lin, Y Wang, B Ren ASPLOS'20, 907-922, 2020 | 171 | 2020 |
| PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices. X Ma, FM Guo, W Niu, X Lin, J Tang, K Ma, B Ren, Y Wang AAAI'20, 5117-5124, 2020 | 145 | 2020 |
| YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design Y Cai, H Li, G Yuan, W Niu, Y Li, X Tang, B Ren, Y Wang AAAI'21, 2020 | 63 | 2020 |
| DNNFusion: accelerating deep neural networks execution with advanced operator fusion W Niu, J Guan, Y Wang, G Agrawal, B Ren PLDI'2021, 883-898, 2021 | 51 | 2021 |
| RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition P Dong, S Wang, W Niu, C Zhang, S Lin, Z Li, Y Gong, B Ren, X Lin, ... DAC'20, 2020 | 42 | 2020 |
| Spvit: Enabling faster vision transformers via soft token pruning Z Kong, P Dong, X Ma, X Meng, M Sun, W Niu, X Shen, G Yuan, B Ren, ... arXiv preprint arXiv:2112.13890, 2021 | 38* | 2021 |
| An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices X Ma, W Niu, T Zhang, S Liu, FM Guo, S Lin, H Li, X Chen, J Tang, K Ma, ... ECCV'20: Proceedings of the European Conference on Computer Vision, 2020 | 25 | 2020 |
| Achieving on-mobile real-time super-resolution with neural architecture and pruning search Z Zhan, Y Gong, P Zhao, G Yuan, W Niu, Y Wu, T Zhang, M Jayaweera, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 23 | 2021 |
| 26ms inference time for resnet-50: Towards real-time execution of all dnns on smartphone W Niu, X Ma, Y Wang, B Ren ICML2019 workshop, 2019 | 23 | 2019 |
| Mest: Accurate and fast memory-economic sparse training framework on the edge G Yuan, X Ma, W Niu, Z Li, Z Kong, N Liu, Y Gong, Z Zhan, C He, Q Jin, ... Advances in Neural Information Processing Systems 34, 20838-20850, 2021 | 20 | 2021 |
| Zhenglun Kong, Ning Liu, Yifan Gong, Zheng Zhan, Chaoyang He, Qing Jin, et al. Mest: Accurate and fast memory-economic sparse training framework on the edge G Yuan, X Ma, W Niu, Z Li Advances in Neural Information Processing Systems 34, 20838-20850, 2021 | 20 | 2021 |
| A Privacy-Preserving DNN Pruning and Mobile Acceleration Framework Z Zhan, Y Gong, Z Li, P Zhao, X Ma, W Niu, X Xu, B Ren, Y Wang, X Lin GLSVLSI '20: Proceedings of the 2020 on Great Lakes Symposium on VLSI, 2020 | 18* | 2020 |
| Npas: A compiler-aware framework of unified network pruning and architecture search for beyond real-time mobile acceleration Z Li, G Yuan, W Niu, P Zhao, Y Li, Y Cai, X Shen, Z Zhan, Z Kong, Q Jin, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 17* | 2021 |
| Grim: A general, real-time deep learning inference framework for mobile devices based on fine-grained structured weight sparsity W Niu, Z Li, X Ma, P Dong, G Zhou, X Qian, X Lin, Y Wang, B Ren IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (10), 6224 …, 2021 | 13 | 2021 |
| Clicktrain: Efficient and accurate end-to-end deep learning training via fine-grained architecture-preserving pruning C Zhang, G Yuan, W Niu, J Tian, S Jin, D Zhuang, Z Jiang, Y Wang, B Ren, ... Proceedings of the ACM international conference on supercomputing, 266-278, 2021 | 13 | 2021 |
| CoCoPIE: Enabling real-time AI on off-the-shelf mobile devices via compression-compilation co-design H Guan, S Liu, X Ma, W Niu, B Ren, X Shen, Y Wang, P Zhao Communications of the ACM 64 (6), 62-68, 2021 | 10 | 2021 |
| Real-time mobile acceleration of dnns: From computer vision to medical applications H Li, G Yuan, W Niu, Y Cai, M Sun, Z Li, B Ren, X Lin, Y Wang Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021 | 10 | 2021 |
| Blk-rew: A unified block-based dnn pruning framework using reweighted regularization method X Ma, Z Li, Y Gong, T Zhang, W Niu, Z Zhan, P Zhao, J Tang, X Lin, B Ren, ... arXiv preprint arXiv:2001.08357, 2020 | 10 | 2020 |
| RT3D: Achieving real-time execution of 3d convolutional neural networks on mobile devices W Niu, M Sun, Z Li, JA Chen, J Guan, X Shen, Y Wang, S Liu, X Lin, ... Proceedings of the AAAI Conference on Artificial Intelligence 35 (10), 9179-9187, 2021 | 9* | 2021 |
| Towards real-time DNN inference on mobile platforms with model pruning and compiler optimization W Niu, P Zhao, Z Zhan, X Lin, Y Wang, B Ren arXiv preprint arXiv:2004.11250, 2020 | 8 | 2020 |
Yanzhi WangNortheastern UniversityVerified email at northeastern.edu
