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AFFS: Adaptive Fast Frequency Selection Algorithm for Deep Learning Feature Extraction 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2026, 卷号: 38, 期号: 2, 页码: 842-856
作者:  Li, Xiaocan;  Xie, Kun;  He, Zilong;  Wen, Jigang;  Cao, Jiannong;  Zhang, Guangxing;  Xie, Gaogang;  Liang, Wei
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Feature extraction  Discrete cosine transforms  Adaptation models  Training  Data models  Computational modeling  Time-frequency analysis  Deep learning  Logic gates  Image classification  Discrete cosine transform  feature extraction  frequency components selection  frequency domain  
High Quality Compression and Transmission of Remote Sensing Images Based on Semantic Communication 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2025, 卷号: 10, 期号: 5, 页码: 843-857
作者:  Jiang, Yan;  Xie, Kun;  Ouyang, Yudian;  Wen, Jigang;  Zhang, Guangxing;  Liang, Wei;  Feng, Quan
收藏  |  浏览/下载：25/0  |  提交时间：2025/12/03
Data transmission  image compression  remote sensing  remote sensing  semantic communication  semantic communication  scene classification  scene classification  scene classification  
Adaptive Dual-Axis Style-Based Recalibration Network With Class-Wise Statistics Loss for Imbalanced Medical Image Classification 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 2081-2096
作者:  Zhang, Xiaoqing;  Xiao, Zunjie;  Ma, Jingzhe;  Wu, Xiao;  Zhao, Jilu;  Zhang, Shuai;  Li, Runzhi;  Pan, Yi;  Liu, Jiang
收藏  |  浏览/下载：39/0  |  提交时间：2025/06/25
Imbalanced medical image classification  dual-axis style-based recalibration  imbalanced learning  class-wise statistics loss  confidence calibration  Imbalanced medical image classification  dual-axis style-based recalibration  imbalanced learning  class-wise statistics loss  confidence calibration  
FullLoRA: Efficiently Boosting the Robustness of Pretrained Vision Transformers 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 4580-4590
作者:  Yuan, Zheng;  Zhang, Jie;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载：25/0  |  提交时间：2025/12/03
Training  Computational modeling  Robustness  Adaptation models  Computer vision  Transformers  Visualization  Natural language processing  Image classification  Head  Adversarial training  parameter-efficient  pretrained model  
Dual-Alignment CLIP: Task-Specific Alignment of Text and Visual Features for Few-Shot Remote Sensing Scene Classification 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2025, 卷号: 18, 页码: 19260-19272
作者:  Deng, Dongmei;  Yao, Ping
收藏  |  浏览/下载：20/0  |  提交时间：2025/12/03
Remote sensing  Scene classification  Visualization  Training  Manuals  Few shot learning  Feature extraction  Adaptation models  Training data  Streaming media  Contrastive vision-language pretraining (CLIP)  few-shot learning (FSL)  image classification  remote sensing  
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking 期刊论文
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2024, 页码: 23
作者:  Liu, Chang;  Dong, Yinpeng;  Xiang, Wenzhao;  Yang, Xiao;  Su, Hang;  Zhu, Jun;  Chen, Yuefeng;  He, Yuan;  Xue, Hui;  Zheng, Shibao
收藏  |  浏览/下载：59/0  |  提交时间：2024/12/06
Robustness benchmark  Distribution shift  Pre-training  Adversarial training  Image classification  
Two-stage deep neural network for diagnosing fungal keratitis via in vivo confocal microscopy images 期刊论文
SCIENTIFIC REPORTS, 2024, 卷号: 14, 期号: 1, 页码: 11
作者:  Li, Chun-Peng;  Dai, Weiwei;  Xiao, Yun-Peng;  Qi, Mengying;  Zhang, Ling-Xiao;  Gao, Lin;  Zhang, Fang-Lue;  Lai, Yu-Kun;  Liu, Chang;  Lu, Jing;  Chen, Fen;  Chen, Dan;  Shi, Shuai;  Li, Shaowei;  Zeng, Qingyan;  Chen, Yiqiang
收藏  |  浏览/下载：57/0  |  提交时间：2024/12/06
Fungal keratitis  Image classification  Neural network  Transformer  
基于图表征知识蒸馏的图像分类方法 期刊论文
电子学报, 2024, 卷号: 52, 期号: 10, 页码: 3435
作者:  杨传广;  陈路明;  赵二虎;  安竹林;  徐勇军
收藏  |  浏览/下载：56/0  |  提交时间：2025/12/04
knowledge distillation  graph convolutional neural network  image classification  meta-learning  representation learning  知识蒸馏  图卷积神经网络  图像分类  元学习  表征学习  
General Greedy De-Bias Learning 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 8, 页码: 9789-9805
作者:  Han, Xinzhe;  Wang, Shuhui;  Su, Chi;  Huang, Qingming;  Tian, Qi
收藏  |  浏览/下载：68/0  |  提交时间：2023/12/04
Task analysis  Correlation  Training  Data models  Question answering (information retrieval)  Visualization  Image classification  Curriculum learning  dataset biases  greedy strategy  robust learning  
MaxMatch: Semi-Supervised Learning With Worst-Case Consistency 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 5, 页码: 5970-5987
作者:  Jiang, Yangbangyan;  Li, Xiaodan;  Chen, Yuefeng;  He, Yuan;  Xu, Qianqian;  Yang, Zhiyong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：65/0  |  提交时间：2023/12/04
Predictive models  Training  Data models  Semantics  Perturbation methods  Computational modeling  Benchmark testing  Semi-supervised learning  consistency regularization  worst-case consistency  image classification