publications

2024

1. CVPR

   Gradient reweighting: Towards imbalanced class-incremental learning

   Jiangpeng He

   Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

   Bib PDF Code

   @article{he2024gradient,
     title = {Gradient reweighting: Towards imbalanced class-incremental learning},
     author = {He, Jiangpeng},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     pages = {16668--16677},
     year = {2024}
   }

2. CVPR

   

   Towards Backward-Compatible Continual Learning of Image Compression

   Zhihao Duan, Ming Lu, Justin Yang, Jiangpeng He^†, Zhan Ma, and Fengqing Zhu

   IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

   Bib PDF Code

   @article{duan2024continual_compression,
     title = {Towards Backward-Compatible Continual Learning of Image Compression},
     author = {Duan, Zhihao and Lu, Ming and Yang, Justin and He, Jiangpeng and Ma, Zhan and Zhu, Fengqing},
     journal = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2024},
     pages = {25564--25573},
   }

3. WACV

   Online Class-Incremental Learning For Real-World Food Image Classification

   Siddeshwar Raghavan, Jiangpeng He^†, and Fengqing Zhu

   Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024

   Bib PDF

   @article{raghavan2024online,
     title = {Online Class-Incremental Learning For Real-World Food Image Classification},
     author = {Raghavan, Siddeshwar and He, Jiangpeng and Zhu, Fengqing},
     journal = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     pages = {8195--8204},
     year = {2024},
   }

4. CVPRW

   Automatic Recognition of Food Ingestion Environment from the AIM-2 Wearable Sensor

   Yuning Huang, M A Hassan, Jiangpeng He, Janine Higgins, Megan McCrory, Heather Eicher-Miller, and 3 more authors

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

   Bib PDF

   @article{huang2024automatic,
     title = {Automatic Recognition of Food Ingestion Environment from the AIM-2 Wearable Sensor},
     author = {Huang, Yuning and A Hassan, M and He, Jiangpeng and Higgins, Janine and McCrory, Megan and Eicher-Miller, Heather and Thomas, J Graham and Sazonov, Edward and Zhu, Fengqing},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {3685--3694},
     year = {2024}
   }

5. CVPRW

   Food Portion Estimation via 3D Object Scaling

   Gautham Vinod, Jiangpeng He, Zeman Shao, and Fengqing Zhu

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

   Bib PDF

   @article{vinod2024food,
     title = {Food Portion Estimation via 3D Object Scaling},
     author = {Vinod, Gautham and He, Jiangpeng and Shao, Zeman and Zhu, Fengqing},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
     pages = {3741--3749},
     year = {2024}
   }

6. CVPRW

   Learning to Classify New Foods Incrementally Via Compressed Exemplars

   Justin Yang, Zhihao Duan, Jiangpeng He, and Fengqing Zhu

   Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Jun 2024

   Bib PDF

   @article{yang2024cvprw,
     author = {Yang, Justin and Duan, Zhihao and He, Jiangpeng and Zhu, Fengqing},
     title = {Learning to Classify New Foods Incrementally Via Compressed Exemplars},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
     month = jun,
     year = {2024},
     pages = {3695-3704}
   }

7. CVPRW

   DELTA: Decoupling Long-Tailed Online Continual Learning

   Siddeshwar Raghavan, Jiangpeng He, and Fengqing Zhu

   Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Jun 2024

   Bib PDF

   @article{Raghavan_2024_CVPR,
     author = {Raghavan, Siddeshwar and He, Jiangpeng and Zhu, Fengqing},
     title = {DELTA: Decoupling Long-Tailed Online Continual Learning},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
     month = jun,
     year = {2024},
     pages = {4054-4064}
   }

8. CVPRW

   Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models

   Fiona R. Kolbinger, Jiangpeng He, Jinge Ma, and Fengqing Zhu

   Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Jun 2024

   Oral

   Bib PDF

   @article{Kolbinger_2024_CVPR,
     highlight = {Oral},
     author = {Kolbinger, Fiona R. and He, Jiangpeng and Ma, Jinge and Zhu, Fengqing},
     title = {Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
     month = jun,
     year = {2024},
     pages = {2275-2284}
   }

2023

1. Nutrients

   Long-Tailed Food Classification

   Jiangpeng He, Luotao Lin, Heather A. Eicher-Miller, and Fengqing Zhu

   Nutrients, Jun 2023

   Bib PDF

   @article{he2022long,
     author = {He, Jiangpeng and Lin, Luotao and Eicher-Miller, Heather A. and Zhu, Fengqing},
     title = {Long-Tailed Food Classification},
     journal = {Nutrients},
     volume = {15},
     year = {2023}
   }

2. ICIP

   Single-stage heavy-tailed food classification

   Jiangpeng He, and Fengqing Zhu

   Jun 2023

   Oral

   Bib PDF

   @article{he2023single,
     highlight = {Oral},
     title = {Single-stage heavy-tailed food classification},
     author = {He, Jiangpeng and Zhu, Fengqing},
     booktitle = {2023 IEEE International Conference on Image Processing (ICIP)},
     pages = {1115--1119},
     year = {2023},
     organization = {IEEE}
   }

3. ICME

   An end-to-end food portion estimation framework based on shape reconstruction from monocular image

   Zeman Shao, Gautham Vinod, Jiangpeng He, and Fengqing Zhu

   Jun 2023

   Bib PDF

   @article{shao2023end,
     title = {An end-to-end food portion estimation framework based on shape reconstruction from monocular image},
     author = {Shao, Zeman and Vinod, Gautham and He, Jiangpeng and Zhu, Fengqing},
     booktitle = {2023 IEEE International Conference on Multimedia and Expo (ICME)},
     pages = {942--947},
     year = {2023}
   }

4. ICIP

   An Improved Upper Bound on the Rate-Distortion Function of Images

   Zhihao Duan, Jack Ma, Jiangpeng He, and Fengqing Zhu

   2023 IEEE International Conference on Image Processing (ICIP), Jun 2023

   Oral

   Bib PDF

   @article{duan2023improved,
     highlight = {Oral},
     title = {An Improved Upper Bound on the Rate-Distortion Function of Images},
     author = {Duan, Zhihao and Ma, Jack and He, Jiangpeng and Zhu, Fengqing},
     journal = {2023 IEEE International Conference on Image Processing (ICIP)},
     pages = {246--250},
     year = {2023},
     organization = {IEEE}
   }

5. Asilomar

   Personalized Food Image Classification: Benchmark Datasets and New Baseline

   Xinyue Pan, Jiangpeng He, and Fengqing Zhu

   2023 57th Asilomar Conference on Signals, Systems, and Computers, Jun 2023

   Best Student Paper Finalist

   Bib PDF

   @article{pan2023personalized,
     highlight = {Best Student Paper Finalist},
     title = {Personalized Food Image Classification: Benchmark Datasets and New Baseline},
     author = {Pan, Xinyue and He, Jiangpeng and Zhu, Fengqing},
     journal = {2023 57th Asilomar Conference on Signals, Systems, and Computers},
     pages = {1095--1099},
     year = {2023},
     organization = {IEEE}
   }

6. Nutrients

   Integration of USDA Food Classification System and Food Composition Database for Image-Based Dietary Assessment among Individuals Using Insulin

   Luotao Lin, Jiangpeng He, Fengqing Zhu, Edward J Delp, and Heather A Eicher-Miller

   Nutrients, Jun 2023

   Bib PDF

   @article{lin2023integration,
     title = {Integration of USDA Food Classification System and Food Composition Database for Image-Based Dietary Assessment among Individuals Using Insulin},
     author = {Lin, Luotao and He, Jiangpeng and Zhu, Fengqing and Delp, Edward J and Eicher-Miller, Heather A},
     journal = {Nutrients},
     volume = {15},
     number = {14},
     pages = {3183},
     year = {2023},
     publisher = {MDPI}
   }

2022

1. WACV

   Online Continual Learning via Candidates Voting

   Jiangpeng He, and Fengqing Zhu

   Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jun 2022

   Bib PDF

   @article{He_2022_WACV,
     author = {He, Jiangpeng and Zhu, Fengqing},
     title = {Online Continual Learning via Candidates Voting},
     journal = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2022},
     pages = {3154-3163}
   }

2. ICIP

   Exemplar-Free Online Continual Learning

   Jiangpeng He, and Fengqing Zhu

   2022 IEEE International Conference on Image Processing, Jun 2022

   Bib PDF

   @article{he2022_expfree,
     author = {He, Jiangpeng and Zhu, Fengqing},
     journal = {2022 IEEE International Conference on Image Processing},
     title = {Exemplar-Free Online Continual Learning},
     year = {2022},
     pages = {541-545}
   }

3. CVPRW

   Out-of-Distribution Detection in Unsupervised Continual Learning

   Jiangpeng He, and Fengqing Zhu

   Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Jun 2022

   Bib PDF

   @article{He_2022_CVPR_ood,
     author = {He, Jiangpeng and Zhu, Fengqing},
     title = {Out-of-Distribution Detection in Unsupervised Continual Learning},
     journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
     month = jun,
     year = {2022},
     pages = {3850-3855}
   }

2021

1. EI

   An end-to-end food image analysis system

   Jiangpeng He, Runyu Mao, Zeman Shao, Janine L Wright, Deborah A Kerr, Carol J Boushey, and 1 more author

   Electronic Imaging, Jun 2021

   Bib PDF

   @article{he2021end,
     title = {An end-to-end food image analysis system},
     author = {He, Jiangpeng and Mao, Runyu and Shao, Zeman and Wright, Janine L and Kerr, Deborah A and Boushey, Carol J and Zhu, Fengqing},
     journal = {Electronic Imaging},
     volume = {2021},
     number = {8},
     pages = {285--1},
     year = {2021},
     publisher = {Society for Imaging Science and Technology}
   }

2. MMSP

   Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation

   Zeman Shao, Shaobo Fang, Runyu Mao, Jiangpeng He, Janine L. Wright, Deborah A. Kerr, and 2 more authors

   2021 IEEE 23rd International Workshop on Multimedia Signal Processing (MMSP), Jun 2021

   Bib PDF

   @article{shao2021_toward,
     author = {Shao, Zeman and Fang, Shaobo and Mao, Runyu and He, Jiangpeng and Wright, Janine L. and Kerr, Deborah A. and Boushey, Carol J. and Zhu, Fengqing},
     journal = {2021 IEEE 23rd International Workshop on Multimedia Signal Processing (MMSP)},
     title = {Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation},
     year = {2021},
     pages = {1-6}
   }

3. MMSP

   Improving Dietary Assessment Via Integrated Hierarchy Food Classification

   Runyu Mao^*, Jiangpeng He^*, Luotao Lin, Zeman Shao, Heather A. Eicher-Miller, and Fengqing Maggie Zhu

   Proceedings of the IEEE International Workshop on Multimedia Signal Processing, Jun 2021

   Bib PDF

   @article{Mao2021ImprovingDA,
     title = {Improving Dietary Assessment Via Integrated Hierarchy Food Classification},
     author = {Mao, Runyu and He, Jiangpeng and Lin, Luotao and Shao, Zeman and Eicher-Miller, Heather A. and Zhu, Fengqing Maggie},
     journal = {Proceedings of the IEEE International Workshop on Multimedia Signal Processing},
     year = {2021},
     pages = {1-6},
   }

4. ICPR

   Visual aware hierarchy based food recognition

   Runyu Mao, Jiangpeng He, Zeman Shao, Sri Kalyan Yarlagadda, and Fengqing Zhu

   International conference on pattern recognition, Jun 2021

   Bib PDF

   @article{mao2021visual,
     title = {Visual aware hierarchy based food recognition},
     author = {Mao, Runyu and He, Jiangpeng and Shao, Zeman and Yarlagadda, Sri Kalyan and Zhu, Fengqing},
     journal = {International conference on pattern recognition},
     pages = {571--598},
     year = {2021},
     organization = {Springer}
   }

5. ICCVW

   Online Continual Learning For Visual Food Classification

   Jiangpeng He, and Fengqing Zhu

   Proceedings of IEEE/CVF International Conference on Computer Vision Workshops, Jun 2021

   Bib PDF

   @article{he2021,
     author = {He, Jiangpeng and Zhu, Fengqing},
     journal = {Proceedings of IEEE/CVF International Conference on Computer Vision Workshops},
     title = {Online Continual Learning For Visual Food Classification},
     year = {2021},
     pages = {2337-2346}
   }

6. LNAI

   Unsupervised continual learning via pseudo labels

   Jiangpeng He, and Fengqing Zhu

   International Workshop on Continual Semi-Supervised Learning, Jun 2021

   Bib PDF

   @article{he2021unsupervised,
     title = {Unsupervised continual learning via pseudo labels},
     author = {He, Jiangpeng and Zhu, Fengqing},
     journal = {International Workshop on Continual Semi-Supervised Learning},
     pages = {15--32},
     year = {2021},
     organization = {Springer}
   }

2020

1. CVPR

   Incremental learning in online scenario

   Jiangpeng He, Runyu Mao, Zeman Shao, and Fengqing Zhu

   Proceedings of the IEEE/CVF conference on computer vision and pattern recognition (CVPR), Jun 2020

   Bib PDF

   @article{he2020incremental,
     title = {Incremental learning in online scenario},
     author = {He, Jiangpeng and Mao, Runyu and Shao, Zeman and Zhu, Fengqing},
     journal = {Proceedings of the IEEE/CVF conference on computer vision and pattern recognition (CVPR)},
     pages = {13926--13935},
     year = {2020}
   }

2. MIPR

   Multi-task image-based dietary assessment for food recognition and portion size estimation

   Jiangpeng He, Zeman Shao, Janine Wright, Deborah Kerr, Carol Boushey, and Fengqing Zhu

   Jun 2020

   Bib PDF

   @article{he2020multi,
     title = {Multi-task image-based dietary assessment for food recognition and portion size estimation},
     author = {He, Jiangpeng and Shao, Zeman and Wright, Janine and Kerr, Deborah and Boushey, Carol and Zhu, Fengqing},
     booktitle = {2020 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR)},
     pages = {49--54},
     year = {2020},
     organization = {IEEE}
   }

2019

1. EI

   CNN Based Parameter Optimization for Texture Synthesis

   Jiangpeng He, Kyle Ziga, Judy Bagchi, and Fengqing Zhu

   Electronic Imaging, Jun 2019

   Best Student Paper

   Bib PDF

   @article{he2019cnn,
     highlight = {Best Student Paper},
     title = {CNN Based Parameter Optimization for Texture Synthesis},
     author = {He, Jiangpeng and Ziga, Kyle and Bagchi, Judy and Zhu, Fengqing},
     journal = {Electronic Imaging},
     volume = {31},
     pages = {1--6},
     year = {2019},
     publisher = {Society for Imaging Science and Technology}
   }