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Mengshu Sun
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Adversarial t-shirt! evading person detectors in a physical world
K Xu, G Zhang, S Liu, Q Fan, M Sun, H Chen, PY Chen, Y Wang, X Lin
Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020
3582020
Spvit: Enabling faster vision transformers via latency-aware soft token pruning
Z Kong, P Dong, X Ma, X Meng, W Niu, M Sun, X Shen, G Yuan, B Ren, ...
European conference on computer vision, 620-640, 2022
1572022
Mix and match: A novel fpga-centric deep neural network quantization framework
SE Chang, Y Li, M Sun, R Shi, HKH So, X Qian, Y Wang, X Lin
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
1052021
Film-qnn: Efficient fpga acceleration of deep neural networks with intra-layer, mixed-precision quantization
M Sun, Z Li, A Lu, Y Li, SE Chang, X Ma, X Lin, Z Fang
Proceedings of the 2022 ACM/SIGDA International Symposium on Field …, 2022
632022
VAQF: fully automatic software-hardware co-design framework for low-bit vision transformer
M Sun, H Ma, G Kang, Y Jiang, T Chen, X Ma, Z Wang, Y Wang
arXiv preprint arXiv:2201.06618, 2022
512022
Auto-vit-acc: An fpga-aware automatic acceleration framework for vision transformer with mixed-scheme quantization
Z Li, M Sun, A Lu, H Ma, G Yuan, Y Xie, H Tang, Y Li, M Leeser, Z Wang, ...
2022 32nd International Conference on Field-Programmable Logic and …, 2022
502022
Interpreting adversarial examples by activation promotion and suppression
K Xu, S Liu, G Zhang, M Sun, P Zhao, Q Fan, C Gan, X Lin
arXiv preprint arXiv:1904.02057, 2019
442019
3D CNN acceleration on FPGA using hardware-aware pruning
M Sun, P Zhao, M Gungor, M Pedram, M Leeser, X Lin
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
342020
Evading real-time person detectors by adversarial t-shirt
K Xu, G Zhang, S Liu, Q Fan, M Sun, H Chen, PY Chen, Y Wang, X Lin
arXiv preprint arXiv:1910.11099 2, 2019
302019
Heatvit: Hardware-efficient adaptive token pruning for vision transformers
P Dong, M Sun, A Lu, Y Xie, K Liu, Z Kong, X Meng, Z Li, X Lin, Z Fang, ...
2023 IEEE International Symposium on High-Performance Computer Architecture …, 2023
292023
SS-Auto: A single-shot, automatic structured weight pruning framework of DNNs with ultra-high efficiency
Z Li, Y Gong, X Ma, S Liu, M Sun, Z Zhan, Z Kong, G Yuan, Y Wang
arXiv preprint arXiv:2001.08839, 2020
202020
RMSMP: A novel deep neural network quantization framework with row-wise mixed schemes and multiple precisions
SE Chang, Y Li, M Sun, W Jiang, S Liu, Y Wang, X Lin
Proceedings of the IEEE/CVF international conference on computer vision …, 2021
182021
Power management in hybrid electric vehicles using deep recurrent reinforcement learning
M Sun, P Zhao, X Lin
Electrical Engineering 104 (3), 1459-1471, 2022
172022
Peeling the onion: Hierarchical reduction of data redundancy for efficient vision transformer training
Z Kong, H Ma, G Yuan, M Sun, Y Xie, P Dong, X Meng, X Shen, H Tang, ...
Proceedings of the AAAI Conference on Artificial Intelligence 37 (7), 8360-8368, 2023
142023
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
132021
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
132021
Towards an efficient and general framework of robust training for graph neural networks
K Xu, S Liu, PY Chen, M Sun, C Ding, B Kailkhura, X Lin
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
132020
MSP: an FPGA-specific mixed-scheme, multi-precision deep neural network quantization framework
SE Chang, Y Li, M Sun, W Jiang, R Shi, X Lin, Y Wang
arXiv preprint arXiv:2009.07460, 2020
102020
HSIM-DNN: Hardware simulator for computation-, storage-and power-efficient deep neural networks
M Sun, P Zhao, Y Wang, N Chang, X Lin
Proceedings of the 2019 on Great Lakes Symposium on VLSI, 81-86, 2019
92019
TAAS: A timing-aware analytical strategy for AQFP-capable placement automation
P Dong, Y Xie, H Li, M Sun, O Chen, N Yoshikawa, Y Wang
Proceedings of the 59th ACM/IEEE Design Automation Conference, 1321-1326, 2022
72022
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