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Ting-Wu Chin
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Towards Efficient Model Compression via Learned Global Ranking
TW Chin, R Ding, C Zhang, D Marculescu
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2020
93*2020
Regularizing activation distribution for training binarized deep networks
R Ding, TW Chin, Z Liu, D Marculescu
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
742019
Designing Adaptive Neural Networks for Energy-Constrained Image Classification
D Stamoulis, TW Chin, AK Prakash, H Fang, S Sajja, M Bognar, ...
Proceedings of the International Conference on Computer-Aided Design, 2018
582018
Adascale: Towards real-time video object detection using adaptive scaling
TW Chin, R Ding, D Marculescu
MLSys 2019: The Conference on Machine Learning and Systems, 2019
512019
Layer-compensated pruning for resource-constrained convolutional neural networks
TW Chin, C Zhang, D Marculescu
NeurIPS 2018 Workshop MLPCD 2, 2018
442018
Flying IoT: Toward low-power vision in the sky
H Genc, Y Zu, TW Chin, M Halpern, VJ Reddi
IEEE Micro 37 (6), 40-51, 2017
372017
Understanding the impact of label granularity on cnn-based image classification
Z Chen, R Ding, TW Chin, D Marculescu
2018 IEEE international conference on data mining workshops (ICDMW), 895-904, 2018
232018
Flightnns: Lightweight quantized deep neural networks for fast and accurate inference
R Ding, Z Liu, TW Chin, D Marculescu, RD Blanton
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
212019
One Weight Bitwidth to Rule Them All
TW Chin, PIJ Chuang, V Chandra, D Marculescu
ECCV Workshops (Best paper in Embedded Vision Workshop), 2020
142020
Domain-specific approximation for object detection
TW Chin, CL Yu, M Halpern, H Genc, SL Tsao, VJ Reddi
IEEE Micro 38 (1), 31-40, 2018
142018
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks
TW Chin, AS Morcos, D Marculescu
ECML-PKDD (Research Track), 2021
11*2021
Optimizing sensor-cloud architectures for real-time autonomous drone operation
H Genc, TW Chin, M Halpern, VJ Reddi
Sensors to Cloud Architectures Workshop (SCAW), 2017
52017
Transfer learning
TW Chin, C Zhang
Computer Vision: A Reference Guide, 1269-1273, 2021
32021
Width Transfer: On the (In) variance of Width Optimization
TW Chin, D Marculescu, AS Morcos
CVPR Workshops (Efficient Deep Learning for Computer Vision), 2021
32021
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness
TW Chin, C Zhang, D Marculescu
CVPR Workshops (Best paper in Fair, Data Efficient and Trusted Computer Vision), 2021
3*2021
Improving the accuracy of the leakage power estimation of embedded CPUs
TW Chin, SL Tsao, KW Hung, PS Huang
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 …, 2017
12017
Play It Cool: Dynamic Shifting Prevents Thermal Throttling
Y Zhou, F Liang, T Chin, D Marculescu
arXiv preprint arXiv:2206.10849, 2022
2022
ANT: Adapt Network Across Time for Efficient Video Processing
F Liang, TW Chin, Y Zhou, D Marculescu
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
2022
On Designing Resource-Constrained CNNs Efficiently
TW Chin
Carnegie Mellon University, 2021
2021
Flexible, lightweight quantized deep neural networks
R Ding, Z Liu, TW Chin, D Marculescu, RD Blanton
US Patent App. 16/887,988, 2020
2020
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