2024

1. 

   arXiv

   Quamba: A Post-Training Quantization Recipe for Selective State Space Models

   Hung-Yueh Chiang*, Chi-Chih Chang*, Natalia Frumkin, Kai-Chiang Wu, and Diana Marculescu

   arXiv preprint arXiv:2410.13229 2024

   Bib PDF Website

   @article{chiang2024quamba,
     title = {Quamba: A Post-Training Quantization Recipe for Selective State Space Models},
     author = {Chiang*, Hung-Yueh and Chang*, Chi-Chih and Frumkin, Natalia and Wu, Kai-Chiang and Marculescu, Diana},
     journal = {arXiv preprint arXiv:2410.13229},
     year = {2024},
   }

2. 

   Workshop ICLR

   SCAN-Edge: Finding MobileNet-speed Hybrid Networks for Diverse Edge Devices via Hardware-Aware Evolutionary Search

   Hung-Yueh Chiang, and Diana Marculescu

   In 5th Workshop on practical ML for limited/low resource settings 2024

   Bib HTML PDF

   @inproceedings{chiang2024scan,
     title = {SCAN-Edge: Finding MobileNet-speed Hybrid Networks for Diverse Edge Devices via Hardware-Aware Evolutionary Search},
     author = {Chiang, Hung-Yueh and Marculescu, Diana},
     booktitle = {5th Workshop on practical ML for limited/low resource settings},
     year = {2024},
   }

3. 

   Workshop CVPR

   Cache and Reuse: Rethinking the Efficiency of On-device Transfer Learning

   Yuedong Yang, Hung-Yueh Chiang, Guihong Li, Diana Marculescu, and Radu Marculescu

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2024

   Bib HTML PDF

   @inproceedings{yang2024cache,
     title = {Cache and Reuse: Rethinking the Efficiency of On-device Transfer Learning},
     author = {Yang, Yuedong and Chiang, Hung-Yueh and Li, Guihong and Marculescu, Diana and Marculescu, Radu},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     year = {2024},
   }

2023

1. 

   Conference NeurIPS

   Efficient Low-rank Backpropagation for Vision Transformer Adaptation

   Yuedong Yang, Hung-Yueh Chiang, Guihong Li, Diana Marculescu, and Radu Marculescu

   In Advances in Neural Information Processing Systems (NeurIPS) 2023

   Bib PDF

   @inproceedings{yang2023efficient,
     title = {Efficient Low-rank Backpropagation for Vision Transformer Adaptation},
     author = {Yang, Yuedong and Chiang, Hung-Yueh and Li, Guihong and Marculescu, Diana and Marculescu, Radu},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     year = {2023},
   }

2. 

   Conference Oral paper AAAI

   MobileTL: On-device Transfer Learning with Inverted Residual Blocks

   Hung-Yueh Chiang, Natalia Frumkin, Feng Liang, and Diana Marculescu

   In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2023

   Bib PDF Website

   @inproceedings{chiang2022mobiletl,
     title = {MobileTL: On-device Transfer Learning with Inverted Residual Blocks},
     author = {Chiang, Hung-Yueh and Frumkin, Natalia and Liang, Feng and Marculescu, Diana},
     booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
     year = {2023},
   }

2021

1. 

   Workshop ICCV

   FOX-NAS: Fast, On-device and Explainable Neural Architecture Search

   Chia-Hsiang Liu, Yu-Shin Han, Yuan-Yao Sung, Yi Lee, Hung-Yueh Chiang, and 1 more author

   In ICCV Low-Power Computer Vision Workshop (LPCV) 2021

   Bib HTML PDF

   @inproceedings{liu2021fox,
     title = {FOX-NAS: Fast, On-device and Explainable Neural Architecture Search},
     author = {Liu, Chia-Hsiang and Han, Yu-Shin and Sung, Yuan-Yao and Lee, Yi and Chiang, Hung-Yueh and Wu, Kai-Chiang},
     booktitle = {ICCV Low-Power Computer Vision Workshop (LPCV)},
     year = {2021},
   }

2. 

   arXiv

   Learning from 2D: Pixel-to-Point Knowledge Transfer for 3D Pretraining

   Yueh-Cheng Liu, Yu-Kai Huang, Hung-Yueh Chiang, Hung-Ting Su, Zhe-Yu Liu, and 3 more authors

   arXiv preprint arXiv:2104.04687 2021

   Bib HTML PDF

   @article{liu2021learning,
     title = {Learning from 2D: Pixel-to-Point Knowledge Transfer for 3D Pretraining},
     author = {Liu, Yueh-Cheng and Huang, Yu-Kai and Chiang, Hung-Yueh and Su, Hung-Ting and Liu, Zhe-Yu and Chen, Chin-Tang and Tseng, Ching-Yu and Hsu, Winston H},
     journal = {arXiv preprint arXiv:2104.04687},
     year = {2021},
   }

2019

1. 

   Conference 3DV

   A unified point-based framework for 3d segmentation

   Hung-Yueh Chiang, Yen-Liang Lin, Yueh-Cheng Liu, and Winston H Hsu

   In International Conference on 3D Vision (3DV) 2019

   Bib HTML PDF Code Video Website

   @inproceedings{chiang2019unified,
     title = {A unified point-based framework for 3d segmentation},
     author = {Chiang, Hung-Yueh and Lin, Yen-Liang and Liu, Yueh-Cheng and Hsu, Winston H},
     booktitle = {International Conference on 3D Vision (3DV)},
     year = {2019},
     organization = {IEEE},
   }

2. 

   Conference KDD

   Metadata-Augmented Neural Networks for Cross-Location Solar Irradiation Prediction from Satellite Images

   Kuan-Ying Lee, Hsin-Fu Huang, Hung-Yueh Chiang, Hu-Cheng Lee, Winston H Hsu, and 1 more author

   2019

   Bib HTML PDF

   @article{lee2019metadata,
     title = {Metadata-Augmented Neural Networks for Cross-Location Solar Irradiation Prediction from Satellite Images},
     author = {Lee, Kuan-Ying and Huang, Hsin-Fu and Chiang, Hung-Yueh and Lee, Hu-Cheng and Hsu, Winston H and Chen, Wen-Chin},
     booktitle = {The 5th Mining and Learning from Time Series Workshop with KDD 2019},
     year = {2019},
     organization = {KDD},
   }

2018

1. 

   Conference 3DV

   Cross-domain image-based 3D shape retrieval by view sequence learning

   Tang Lee, Yen-Liang Lin, HungYueh Chiang, Ming-Wei Chiu, Winston Hsu, and 1 more author

   In International Conference on 3D Vision (3DV) 2018

   Bib HTML PDF

   @inproceedings{lee2018cross,
     title = {Cross-domain image-based 3D shape retrieval by view sequence learning},
     author = {Lee, Tang and Lin, Yen-Liang and Chiang, HungYueh and Chiu, Ming-Wei and Hsu, Winston and Huang, Polly},
     booktitle = {International Conference on 3D Vision (3DV)},
     year = {2018},
     organization = {IEEE},
   }

2. 

   Conference TheWebConf

   Netizen-style commenting on fashion photos: dataset and diversity measures

   Wen Hua Lin, Kuan-Ting Chen, Hung Yueh Chiang, and Winston Hsu

   In Companion Proceedings of the The Web Conference 2018 2018

   Bib HTML PDF

   @inproceedings{lin2018netizen,
     title = {Netizen-style commenting on fashion photos: dataset and diversity measures},
     author = {Lin, Wen Hua and Chen, Kuan-Ting and Chiang, Hung Yueh and Hsu, Winston},
     booktitle = {Companion Proceedings of the The Web Conference 2018},
     year = {2018},
   }

2017

1. 

   Workshop Eurographics

   SHREC’17: RGB-D to CAD retrieval with ObjectNN dataset

   Binh Son Hua, Quang Trung Truong, Minh Khoi Tran, Quang Hieu Pham, Asako Kanezaki, and 6 more authors

   In 10th Eurographics Workshop on 3D Object Retrieval, 3DOR 2017 2017

   Bib HTML PDF

   @inproceedings{hua2017shrec,
     title = {SHREC'17: RGB-D to CAD retrieval with ObjectNN dataset},
     author = {Hua, Binh Son and Truong, Quang Trung and Tran, Minh Khoi and Pham, Quang Hieu and Kanezaki, Asako and Lee, Tang and Chiang, Hung Yueh and Hsu, Winston and Li, Bo and Lu, Yijuan and others},
     booktitle = {10th Eurographics Workshop on 3D Object Retrieval, 3DOR 2017},
     year = {2017},
     organization = {Eurographics Association},
   }