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Cross-Domain Few-Shot 3D Point Cloud Semantic Segmentation 期刊论文
PATTERN RECOGNITION LETTERS, 2025, 卷号: 197, 页码: 51-57
作者:  Xiao, Jiwei;  Wang, Ruiping;  He, Chen;  Chen, Xilin
收藏  |  浏览/下载：22/0  |  提交时间：2025/12/03
3D semantic segmentation  Cross Domain Adaptation  Few-shot learning  
Solutions and challenges in AI-based pest and disease recognition 期刊论文
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2025, 卷号: 238, 页码: 22
作者:  Liu, Xinda;  Zhang, Qinyu;  Min, Weiqing;  Geng, Guohua;  Jiang, Shuqiang
收藏  |  浏览/下载：25/0  |  提交时间：2025/12/03
Agricultural practices  Crop diseases and pets  Deep learning  Few-shot learning  Network architectures  Lightweight models  Hardware  
FZeroTC: fully zero-shot text classification for simultaneously discovering and labeling unseen classes 期刊论文
KNOWLEDGE AND INFORMATION SYSTEMS, 2025, 页码: 25
作者:  Duan, Dongsheng;  Lv, Cunchi;  Zhang, Cheng;  Hou, Wei;  Shi, Lei;  Li, Yangxi;  Zhao, Xiaofang
收藏  |  浏览/下载：30/0  |  提交时间：2025/06/25
Zero-shot text classification  Semi-supervised learning  Pretrained language model  Prompt learning  Class discovery  Class labeling  
IGU-Aug: Information-Guided Unsupervised Augmentation and Pixel-Wise Contrastive Learning for Medical Image Analysis 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 154-164
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Zhou, S. Kevin
收藏  |  浏览/下载：60/0  |  提交时间：2025/06/25
Contrastive learning  Task analysis  Data augmentation  Semantics  Training  Feature extraction  Image segmentation  data augmentation  few-shot learning  landmark detection  segmentation  
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：23/0  |  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  
CCA-Net: Zero-Shot SSVEP Classification via an Integration of Canonical Correlation Analysis and Deep Neural Network 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2025, 卷号: 74, 页码: 11
作者:  Deng, Yang;  Ji, Zhiwei;  Wang, Yijun;  Zhou, S. Kevin
收藏  |  浏览/下载：26/0  |  提交时间：2025/12/03
Brain-computer interface (BCI)  canonical cor relation analysis (CCA)  deep neural network (DNN)  steady-state visual evoked potential (SSVEP)  steady-state visual evoked potential (SSVEP)  zero-shot learning  zero-shot learning  zero-shot learning  
OS-SSVEP: One-shot SSVEP classification 期刊论文
NEURAL NETWORKS, 2024, 卷号: 180, 页码: 12
作者:  Deng, Yang;  Ji, Zhiwei;  Wang, Yijun;  Zhou, S. Kevin
收藏  |  浏览/下载：67/0  |  提交时间：2024/12/06
Brain-computer interface (BCI)  Steady-state visual evoked potential (SSVEP)  One-shot classification  Transfer learning  Data augmentation  
A Semantic-Consistent Few-Shot Modulation Recognition Framework for IoT Applications 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 页码: 12
作者:  Su, Jie;  Sun, Peng;  Jiang, Yuting;  Wen, Zhenyu;  Guo, Fangda;  Wu, Yiming;  Hong, Zhen;  Duan, Haoran;  Huang, Yawen;  Ranjan, Rajiv;  Zheng, Yefeng
收藏  |  浏览/下载：58/0  |  提交时间：2024/12/06
Deep learning  few-shot learning (FSL)  Internet of Things (IoT)  signal processing  
Which images to label for few-shot medical image analysis? 期刊论文
MEDICAL IMAGE ANALYSIS, 2024, 卷号: 96, 页码: 12
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Wang, Qiyuan;  Zhou, S. Kevin
收藏  |  浏览/下载：55/0  |  提交时间：2024/12/06
Few-shot  Contrastive learning  Augmentation  
Hierarchical compositional representations for few-shot action recognition 期刊论文
COMPUTER VISION AND IMAGE UNDERSTANDING, 2024, 卷号: 240, 页码: 11
作者:  Li, Changzhen;  Zhang, Jie;  Wu, Shuzhe;  Jin, Xin;  Shan, Shiguang
收藏  |  浏览/下载：69/0  |  提交时间：2024/05/20
Action recognition  Few-shot learning  Hierarchical compositional representations  Body parts  EMD distance