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A Review of Predictive and Contrastive Self-supervised Learning for Medical Images 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 4, 页码: 483-513
作者:  Wei-Chien Wang;  Euijoon Ahn;  Dagan Feng;  Jinman Kim
Adobe PDF(2691Kb)  |  收藏  |  浏览/下载：39/12  |  提交时间：2024/04/23
Self-supervised learning (SSL), contrastive learning, deep learning, medical image analysis, computer vision  
Mitigating Spurious Correlations for Self-supervised Recommendation 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 263-275
作者:  Xin-Yu Lin;  Yi-Yan Xu;  Wen-Jie Wang;  Yang Zhang;  Fu-Li Feng
Adobe PDF(2244Kb)  |  收藏  |  浏览/下载：33/10  |  提交时间：2024/04/23
Self-supervised recommendation  spurious correlations  spurious features  invariant feature learning  contrastive learning  
Pre-training in Medical Data: A Survey 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 147-149
作者:  Yixuan Qiu;  Feng Lin;  Weitong Chen;  Miao Xu
Adobe PDF(2262Kb)  |  收藏  |  浏览/下载：31/8  |  提交时间：2024/04/23
Medical data  pre-training  transfer learning  self-supervised learning  medical image data  electrocardiograms (ECG) data  
Learning Gait Representation From Massive Unlabelled Walking Videos: A Benchmark 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 14920-14937
作者:  Fan, Chao;  Hou, Saihui;  Wang, Jilong;  Huang, Yongzhen;  Yu, Shiqi
收藏  |  浏览/下载：43/0  |  提交时间：2024/03/26
Gait recognition  self-supervised  contrastive learning  GaitSSB  GaitLU-1M  
Motion Decoupling Network for Intra-Operative Motion Estimation Under Occlusion 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 10, 页码: 2924-2935
作者:  Bian, Gui-Bin;  Zhang, Li;  Chen, He;  Li, Zhen;  Fu, Pan;  Yue, Wen-Qian;  Luo, Yu-Wen;  Ge, Pei-Cong;  Liu, Wei-Peng
收藏  |  浏览/下载：143/0  |  提交时间：2023/12/21
Optical flow  Surgery  Instruments  Estimation  Task analysis  Videos  Motion estimation  Computer-assisted surgery  motion estimation  optical flow  self-supervised learning  surgical images  
Visually Guided Sound Source Separation With Audio-Visual Predictive Coding 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 15
作者:  Song, Zengjie;  Zhang, Zhaoxiang
收藏  |  浏览/下载：65/0  |  提交时间：2023/11/17
Feature fusion  multimodal learning  predictive coding (PC)  self-supervised learning  sound source separation  
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2023, 卷号: 18, 页码: 3044-3057
作者:  Wan, Lin;  Jing, Qianyan;  Sun, Zongyuan;  Zhang, Chuang;  Li, Zhihang;  Chen, Yehansen
收藏  |  浏览/下载：95/0  |  提交时间：2023/11/17
Task analysis  Training  Feature extraction  Lighting  Cameras  Visualization  Self-supervised learning  Cross-modality person re-identification  self-supervised learning  multi-modality pre-training  
Frequency-based pseudo-domain generation for domain generalizable object detection 期刊论文
NEUROCOMPUTING, 2023, 卷号: 542, 页码: 12
作者:  Zhang, Siqi;  Zhang, Lu;  Liu, Zhi-Yong
Adobe PDF(3838Kb)  |  收藏  |  浏览/下载：127/8  |  提交时间：2023/11/17
Domain generalization  Object detection  Transfer learning  Self-Supervised learning  
Self-Supervised Monocular Depth Estimation With Geometric Prior and Pixel-Level Sensitivity 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 卷号: 8, 期号: 3, 页码: 2244-2256
作者:  Liu, Jierui;  Cao, Zhiqiang;  Liu, Xilong;  Wang, Shuo;  Yu, Junzhi
Adobe PDF(8291Kb)  |  收藏  |  浏览/下载：143/8  |  提交时间：2023/11/17
Estimation  Costs  Training  Sensitivity  Cameras  Optical flow  Semantics  Monocular depth estimation  self-supervised learning  prior feature consistency  sensitivity adaptation  
A Closer Look at Self-Supervised Lightweight Vision Transformers 会议论文
, Honolulu, Hawaii, USA, 2023-7
作者:  Wang, Shaoru;  Gao, Jin;  Li, Zeming;  Zhang, Xiaoqin;  Weiming, Hu
Adobe PDF(3478Kb)  |  收藏  |  浏览/下载：234/72  |  提交时间：2023/09/20
Vision Transformer  Self-supervised Learning  Lightweight Networks  Knowledge Distillation