Self-Tuning for Data-Efficient Deep Learning

25 February 2021

Ximei Wang

Papers citing "Self-Tuning for Data-Efficient Deep Learning"

37 / 37 papers shown

Title
Enhancing Fine-Grained Visual Recognition in the Low-Data Regime Through Feature Magnitude Regularization Avraham Chapman Haiming Xu Lingqiao Liu 31 0 0 03 Sep 2024
Reciprocal Learning Julian Rodemann Christoph Jansen G. Schollmeyer FedML 32 0 0 12 Aug 2024
Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases Detection Rushuang Zhou Zijun Liu Lei A. Clifton David A. Clifton Kannie W. Y. Chan Yuan-Ting Zhang Yining Dong 31 0 0 20 Jun 2024
Boosting Consistency in Dual Training for Long-Tailed Semi-Supervised Learning Kai Gan Tong Wei Min-Ling Zhang 32 1 0 19 Jun 2024
Erasing the Bias: Fine-Tuning Foundation Models for Semi-Supervised Learning Kai Gan Tong Wei 36 10 0 20 May 2024
Incremental Self-training for Semi-supervised Learning Member Ieee Jifeng Guo Zhulin Liu Senior Member Ieee Tong Zhang F. I. C. L. Philip Chen CLL 33 3 0 14 Apr 2024
CYCLE: Learning to Self-Refine the Code Generation Yangruibo Ding Marcus J. Min Gail E. Kaiser Baishakhi Ray 33 29 0 27 Mar 2024
Language Semantic Graph Guided Data-Efficient Learning Wenxuan Ma Shuang Li Lincan Cai Jingxuan Kang 37 4 0 15 Nov 2023
Test-Time Training for Semantic Segmentation with Output Contrastive Loss Yunlong Zhang Yuxuan Sun Sunyi Zheng Zhongyi Shui Chenglu Zhu Lin Yang VLM 19 3 0 14 Nov 2023
SemiReward: A General Reward Model for Semi-supervised Learning Siyuan Li Weiyang Jin Zedong Wang Fang Wu Zicheng Liu Cheng Tan Stan Z. Li 30 9 0 04 Oct 2023
Progressive Feature Adjustment for Semi-supervised Learning from Pretrained Models Hai-Ming Xu Lingqiao Liu Hao Chen Ehsan Abbasnejad Rafael Felix 23 0 0 09 Sep 2023
D3G: Exploring Gaussian Prior for Temporal Sentence Grounding with Glance Annotation Hanjun Li Xiujun Shu Su He Ruizhi Qiao Wei Wen Taian Guo Bei Gan Xing Sun 12 11 0 08 Aug 2023
Rethinking Semi-supervised Learning with Language Models Zhengxiang Shi Francesco Tonolini Nikolaos Aletras Emine Yilmaz G. Kazai Yunlong Jiao 27 17 0 22 May 2023
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner Zhengxiang Shi Aldo Lipani VLM CLL 29 21 0 02 May 2023
Towards Precise Weakly Supervised Object Detection via Interactive Contrastive Learning of Context Information Lai Qi ChiMan Vong WSOD 21 2 0 27 Apr 2023
COSST: Multi-organ Segmentation with Partially Labeled Datasets Using Comprehensive Supervisions and Self-training Han Liu Zhoubing Xu Riqiang Gao Hao Li J. Wang G. Chabin I. Oguz Sasa Grbic 33 17 0 27 Apr 2023
Fine-Grained Classification with Noisy Labels Qi Wei Lei Feng Haoliang Sun Ren Wang Chenhui Guo Yilong Yin NoLa 103 19 0 04 Mar 2023
Discovering New Intents Using Latent Variables Yunhua Zhou Peiju Liu Yuxin Wang Xipeng QIu 19 1 0 21 Oct 2022
Adversarial Lagrangian Integrated Contrastive Embedding for Limited Size Datasets Amin Jalali Minho Lee 16 8 0 06 Oct 2022
Image Understands Point Cloud: Weakly Supervised 3D Semantic Segmentation via Association Learning Tianfang Sun Zhizhong Zhang Xin Tan Yanyun Qu Yuan Xie Lizhuang Ma 3DPC 24 11 0 16 Sep 2022
Visual Recognition with Deep Nearest Centroids Wenguan Wang Cheng Han Tianfei Zhou Dongfang Liu 49 91 0 15 Sep 2022
GraphTTA: Test Time Adaptation on Graph Neural Networks Guan-Wun Chen Jiying Zhang Xi Xiao Y. Li OOD 28 9 0 19 Aug 2022
Improving Fine-Grained Visual Recognition in Low Data Regimes via Self-Boosting Attention Mechanism Yangyang Shu B. Yu Hai-Ming Xu Lingqiao Liu 18 26 0 01 Aug 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 18 19 0 30 Jul 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 28 24 0 02 Jun 2022
Semi-supervised Drifted Stream Learning with Short Lookback Wei-Ya Ren Pengyang Wang Xiaolin Li C. Hughes Yanjie Fu AI4TS 24 15 0 25 May 2022
Revisiting Pretraining for Semi-Supervised Learning in the Low-Label Regime Xun Xu Jingyi Liao Lile Cai M. Nguyen Kangkang Lu Wanyue Zhang Yasin Yazici Chuan-Sheng Foo 13 6 0 06 May 2022
SIOD: Single Instance Annotated Per Category Per Image for Object Detection Hanjun Li Xingjia Pan Ke Yan Fan Tang Weihao Zheng 25 18 0 29 Mar 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 51 18 0 21 Mar 2022
From Big to Small: Adaptive Learning to Partial-Set Domains Zhangjie Cao Kaichao You Ziyang Zhang Jianmin Wang Mingsheng Long CLL 6 23 0 14 Mar 2022
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision Xiangde Luo Minhao Hu Wenjun Liao Shuwei Zhai Tao Song Guotai Wang Shaoting Zhang 31 97 0 04 Mar 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 24 85 0 15 Feb 2022
Improving Compound Activity Classification via Deep Transfer and Representation Learning Vishal Dey R. Machiraju Xia Ning AAML 9 3 0 14 Nov 2021
TAGLETS: A System for Automatic Semi-Supervised Learning with Auxiliary Data Wasu Top Piriyakulkij Cristina Menghini Ross Briden Nihal V. Nayak Jeffrey Zhu Elaheh Raisi Stephen H. Bach VLM 12 1 0 08 Nov 2021
Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning Yang Shu Zhangjie Cao Jing Gao Jianmin Wang Philip S. Yu Mingsheng Long 30 10 0 14 Oct 2021
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model Ximei Wang Xinyang Chen Jianmin Wang Mingsheng Long 19 1 0 09 Oct 2021
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,275 0 06 Mar 2017