MDPruner: Meta-Learning Driven Dynamic Filter Pruning for Efficient Object Detection

被引:0
|
作者
Zhou, Lingyun [1 ]
Liu, Xiaoyong [1 ]
机构
[1] Xi'an Jiaotong University, School of Automation Science and Engineering, Xi'an,710049, China
关键词
D O I
10.1109/ACCESS.2024.3464576
中图分类号
学科分类号
摘要
引用
收藏
页码:136925 / 136935
相关论文
共 50 条
  • [1] Incremental Object Detection via Meta-Learning
    Joseph, K. J.
    Rajasegaran, Jathushan
    Khan, Salman
    Khan, Fahad Shahbaz
    Balasubramanian, Vineeth N.
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 44 (12) : 9209 - 9216
  • [2] An Efficient and Fast Filter Pruning Method for Object Detection in Embedded Systems
    Ko, Hyunjun
    Kang, Jin-Ku
    Kim, Yongwoo
    2024 IEEE 6TH INTERNATIONAL CONFERENCE ON AI CIRCUITS AND SYSTEMS, AICAS 2024, 2024, : 204 - 207
  • [3] MINet: Meta-Learning Instance Identifiers for Video Object Detection
    Deng, Jiajun
    Pan, Yingwei
    Yao, Ting
    Zhou, Wengang
    Li, Houqiang
    Mei, Tao
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 6879 - 6891
  • [4] Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning
    Jung, Ilchae
    You, Kihyun
    Noh, Hyeonwoo
    Cho, Minsu
    Han, Bohyung
    THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 34 : 11205 - 11212
  • [5] Edge devices object detection by filter pruning
    Crescitelli, Viviana
    Miura, Seiji
    Ono, Goichi
    Kohmu, Naohiro
    2021 26TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2021,
  • [6] Efficient Variance Reduction for Meta-Learning
    Yang, Hansi
    Kwok, James T.
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162, 2022,
  • [7] On Meta-Learning for Dynamic Ensemble Selection
    Cruz, Rafael M. O.
    Sabourin, Robert
    Cavalcanti, George D. C.
    2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, : 1230 - 1235
  • [8] Meta-UDA: Unsupervised Domain Adaptive Thermal Object Detection using Meta-Learning
    Vs, Vibashan
    Poster, Domenick
    You, Suya
    Hu, Shuowen
    Patel, Vishal M.
    2022 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2022), 2022, : 3697 - 3706
  • [9] PCA driven mixed filter pruning for efficient convNets
    Ahmed, Waqas
    Ansari, Shahab
    Hanif, Muhammad
    Khalil, Akhtar
    PLOS ONE, 2022, 17 (01):
  • [10] Dynamic ensemble pruning algorithms fusing meta-learning with heuristic parameter optimization for time series prediction
    Shen, Xin
    Dai, Qun
    Zhu, Gangliang
    Zhang, Jing
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 225