Chunyan She

Chunyan She

Southwest University

Hi šŸ‘‹, Iā€™m Chunyan She

GIF I am currently a Ph.D. student at the College of Artificial Intelligence, Southwest University, Chongqing, China.

  • šŸ’» My major is Computer Science and Technology.
  • šŸ”­ Iā€™m currently working on deep learning and computer vision, in particular generative model and image enhancement. I have published some papers in the IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), IEEE Transactions on Intelligent Vehicles (TIV) and Knowledge-Based Systems (KBS).

šŸ“– Publications

TCSVT 2024
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MPC-Net: Multi-Prior Collaborative Network for Low-Light Image Enhancement
Chunyan She; Fujun Han; Lidan Wang; Shukai Duan; Tingwen Huang

Paper

  • MPC-Net is a multi-prior collaborative network with transformer for low-light image enhancement.
KBS 2023
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SAGAN: Deep semantic-aware generative adversarial network for unsupervised image enhancement
Chunyan She; Tao Chen; Shukai Duan; Lidan Wang

Paper

  • SAGAN adopts the pre-trained VGG model on ImageNet to extract the prior semantic information, which is organically fed into the generator to refine its feature representation, and develop an adaptive image fusion strategy working on the output layer of the generator.
TIV 2024
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MMID-Bench: A Comprehensive Benchmark for Multi-domain Multi-category Intrusion Detection
Fujun Han; Peng Ye; Chunyan She; Shukai Duan; Lidan Wang; Derong Liu

Paper

  • In this work, we propose a comprehensive benchmark to address the aforementioned intrusion detection tasks, including multiple datasets, reasonable metrics, End-to-End framework design, and extensive evaluations.
  • Hu H, She C, Wang L, et al. UCT: Uncertainty-Based Consistency Training for Domain Adaptive Human Activity Recognition[J]. Digital Signal Processing, 2025: 105209.
  • Chen T, She C, Wang L, et al. Memristive leaky integrate-and-fire neuron and learnable straight-through estimator in spiking neural networks[J]. Cognitive Neurodynamics, 2024, 18(5): 3075-3091.
  • She C, Zeng S, Wang Q, et al. Adaptive fuzzy C-means clustering integrated with local outlier factor[J]. Intelligent Data Analysis, 2022, 26(6): 1507-1521.
  • She C, Zeng S. An enhanced local outlier detection using random walk on grid information graph[J]. The Journal of Supercomputing, 2022, 78(12): 14530-14547.

šŸ“ Projects

  1. Research Project of Southwest University. (2024-)
  2. Research Project of Chongqing Normal University. (2020-2022)

āœ’ļø Patents

  1. Wang L, She C, Duan S. A low-light image enhancement method based on multi-prior fusion[P]. Chongqing: CN117745616A,2024-03-22.
  2. Zeng S, She C, Wang S, et al. An adaptive FCM algorithm for soil image shadow detection[P]. Chongqing: CN111754501B,2021-08-27.
  3. Zeng S, Wang Q, She C, et al. Shadow detection of soil image based on subtraction histogram algorithm[P]. Chongqing: CN113240619B,2022-06-21.

šŸŽ– Honors and Awards

  • 2024, National Scholarship
  • 2019, Outstanding Graduates
  • 2017, National Scholarship
  • 2016, National Encouragement Scholarship