Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning

14 June 2016

Papers citing "Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning"

50 / 580 papers shown

Title
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 90 12 0 10 Oct 2023
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation Wei Li Ruifeng Bian Wenyi Zhao Weijing Xu Huihua Yang 91 0 0 08 Oct 2023
Denoising and Selecting Pseudo-Heatmaps for Semi-Supervised Human Pose Estimation Zhuoran Yu Manchen Wang Yanbei Chen Paolo Favaro Davide Modolo 3DH 55 1 0 29 Sep 2023
Generative Semi-supervised Learning with Meta-Optimized Synthetic Samples Shinýa Yamaguchi 99 2 0 28 Sep 2023
Order-preserving Consistency Regularization for Domain Adaptation and Generalization Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 95 4 0 23 Sep 2023
Realistic Website Fingerprinting By Augmenting Network Trace Alireza Bahramali Ardavan Bozorgi Amir Houmansadr 36 27 0 18 Sep 2023
Enhancing Sample Utilization through Sample Adaptive Augmentation in Semi-Supervised Learning Guan Gui Zhen Zhao Lei Qi Luping Zhou Lei Wang Yinghuan Shi AAML 84 7 0 07 Sep 2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size John Chen Chen Dun Anastasios Kyrillidis 48 3 0 07 Sep 2023
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation Yuanbin Chen Tao Wang Hui Tang Longxuan Zhao Ruige Zong Shun Chen T. Tan Xinlin Zhang Tong Tong 63 2 0 31 Aug 2023
IOMatch: Simplifying Open-Set Semi-Supervised Learning with Joint Inliers and Outliers Utilization Zekun Li Lei Qi Yinghuan Shi Yang Gao 80 31 0 25 Aug 2023
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation Chen Liang Wenguan Wang Jiaxu Miao Yi Yang NAI 102 34 0 24 Aug 2023
Semi-Supervised Learning via Weight-aware Distillation under Class Distribution Mismatch Pan Du Suyun Zhao Zisen Sheng Cuiping Li Hong Chen 59 8 0 23 Aug 2023
Towards Generalizable Morph Attack Detection with Consistency Regularization Hossein Kashiani Niloufar Alipour Talemi Mohammad Saeed Ebrahimi Saadabadi Nasser M. Nasrabadi AAML 43 2 0 20 Aug 2023
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition QiHao Zhao Chen Jiang Wei Hu Fangying Zhang Jun Liu 79 11 0 19 Aug 2023
MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins Tiberiu Sosea Cornelia Caragea 84 12 0 17 Aug 2023
Boosting Semi-Supervised Learning by bridging high and low-confidence predictions Khanh-Binh Nguyen Joon-Sung Yang 88 9 0 15 Aug 2023
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning Lihe Yang Zhen Zhao Lei Qi Yu Qiao Yinghuan Shi Hengshuang Zhao 52 16 0 13 Aug 2023
Pseudo-label Alignment for Semi-supervised Instance Segmentation Jie Hu Cheng Chen Liujuan Cao Shengchuan Zhang Annan Shu Guannan Jiang Rongrong Ji ISeg 93 15 0 10 Aug 2023
Pretrained deep models outperform GBDTs in Learning-To-Rank under label scarcity Charlie Hou K. K. Thekumparampil Michael Shavlovsky Giulia Fanti Yesh Dattatreya Sujay Sanghavi LMTD 129 1 0 31 Jul 2023
Entropy Neural Estimation for Graph Contrastive Learning Yixuan Ma Xiaolin Zhang Peng Zhang Kun Zhan SSL 119 15 0 26 Jul 2023
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment Tao Wang Zhongzheng Huang Jiawei Wu Yuanzheng Cai Zuoyong Li OOD 91 4 0 24 Jul 2023
UP-DP: Unsupervised Prompt Learning for Data Pre-Selection with Vision-Language Models Xin Li Sima Behpour T. Doan Wenbin He Liangke Gou Liu Ren VLM 107 3 0 20 Jul 2023
STRAPPER: Preference-based Reinforcement Learning via Self-training Augmentation and Peer Regularization Yachen Kang Li He Jinxin Liu Zifeng Zhuang Donglin Wang 79 1 0 19 Jul 2023
Boundary-weighted logit consistency improves calibration of segmentation networks Neerav Karani Neel Dey Polina Golland 65 3 0 16 Jul 2023
Exploration and Exploitation of Unlabeled Data for Open-Set Semi-Supervised Learning Ganlong Zhao Guanbin Li Yipeng Qin Jinjin Zhang Z. Chai Xiaolin K. Wei Liang Lin Yizhou Yu 50 1 0 30 Jun 2023
Low-Confidence Samples Mining for Semi-supervised Object Detection Guandu Liu Fan Zhang Tianxiang Pan Bin Wang 47 2 0 28 Jun 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 90 3 0 26 Jun 2023
Semi-supervised learning made simple with self-supervised clustering Enrico Fini Pietro Astolfi Alahari Karteek Xavier Alameda-Pineda Julien Mairal Moin Nabi Elisa Ricci SSL 81 29 0 13 Jun 2023
Flexible Distribution Alignment: Towards Long-tailed Semi-supervised Learning with Proper Calibration Emanuel Sanchez Aimar Hannah Helgesen Yonghao Xu Marco Kuhlmann Michael Felsberg 85 0 0 07 Jun 2023
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Bo Sun Yuqi Yang Le Zhang Ming-Ming Cheng Qibin Hou 114 29 0 07 Jun 2023
Using Unreliable Pseudo-Labels for Label-Efficient Semantic Segmentation Haochen Wang Yuchao Wang Yujun Shen Junsong Fan Yuxi Wang Zhaoxiang Zhang UQCV 80 10 0 04 Jun 2023
Exploring the Boundaries of Semi-Supervised Facial Expression Recognition: Learning from In-Distribution, Out-of-Distribution, and Unconstrained Data Shuvendu Roy Ali Etemad 62 0 0 02 Jun 2023
Scaling Up Semi-supervised Learning with Unconstrained Unlabelled Data Shuvendu Roy Ali Etemad SSL 58 5 0 02 Jun 2023
Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning Yu Wang Pengchong Qiao Chang-rui Liu Guoli Song Xiawu Zheng Jie Chen OODD 94 11 0 29 May 2023
Universal Self-Adaptive Prompting Xingchen Wan Ruoxi Sun Hootan Nakhost H. Dai Julian Martin Eisenschlos Sercan O. Arik Tomas Pfister LRM 108 12 0 24 May 2023
Semi-Supervised and Long-Tailed Object Detection with CascadeMatch Yuhang Zang Kaiyang Zhou Chen Huang Chen Change Loy 84 13 0 24 May 2023
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining Weifeng Jiang Qianren Mao Chenghua Lin Jianxin Li Ting Deng Weiyi Yang Ziyi Wang 30 3 0 20 May 2023
Leveraging Unlabelled Data in Multiple-Instance Learning Problems for Improved Detection of Parkinsonian Tremor in Free-Living Conditions Alexandros Papadopoulos A. Delopoulos 52 3 0 29 Apr 2023
Semi-Supervised RF Fingerprinting with Consistency-Based Regularization Weidong Wang Cheng Luo Jiancheng An Lu Gan H. Liao Chau Yuen 34 13 0 28 Apr 2023
EDAPS: Enhanced Domain-Adaptive Panoptic Segmentation Suman Saha Lukas Hoyer Anton Obukhov Dengxin Dai Luc Van Gool 116 15 0 27 Apr 2023
Point-supervised Single-cell Segmentation via Collaborative Knowledge Sharing Ji Yu 79 5 0 20 Apr 2023
ContraCluster: Learning to Classify without Labels by Contrastive Self-Supervision and Prototype-Based Semi-Supervision Seongho Joe Byoungjip Kim Ho. Kang Kyoungwon Park Bogun Kim Jaeseon Park Joonseok Lee Youngjune Gwon SSL 60 1 0 19 Apr 2023
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation Huimin Wu Xuelong Li Yiqun Lin Kwang-Ting Cheng 126 23 0 15 Apr 2023
SOOD: Towards Semi-Supervised Oriented Object Detection Weixin Hua Dingkang Liang Jingyu Li Xiaolong Liu Zhikang Zou Xiaoqing Ye Xiang Bai 93 39 0 10 Apr 2023
TimeBalance: Temporally-Invariant and Temporally-Distinctive Video Representations for Semi-Supervised Action Recognition I. Dave Mamshad Nayeem Rizve Chong Chen M. Shah TTA 97 18 0 28 Mar 2023
ProtoCon: Pseudo-label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-supervised Learning Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Gholamreza Haffari 74 19 0 22 Mar 2023
Two-shot Video Object Segmentation Kun Yan Xiao Li Fangyun Wei Jinglu Wang Chenbin Zhang Ping Wang Yan Lu VOS 47 16 0 21 Mar 2023
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation Li Li Hubert P. H. Shum T. Breckon 78 33 0 20 Mar 2023
MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling Xuzhe Zhang Yu-Hsun Wu S. Entringer H. Simhan Jia Guo ... A. Jackowski Haifeng Li J. Posner Andrew F. Laine Yun Wang OOD 101 14 0 16 Mar 2023
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection Liang Liu Boshen Zhang Jiangning Zhang Wuhao Zhang Zhenye Gan Guanzhong Tian Wenjie Zhu Yabiao Wang Chengjie Wang 54 28 0 16 Mar 2023