Regularizing Deep Networks with Semantic Data Augmentation

21 July 2020

Yulin Wang

Gao Huang

Papers citing "Regularizing Deep Networks with Semantic Data Augmentation"

50 / 64 papers shown

Title
Elliptic Loss Regularization Ali Hasan Haoming Yang Yuting Ng Vahid Tarokh 68 1 0 04 Mar 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 88 12 0 31 Dec 2024
Semantic Data Augmentation for Long-tailed Facial Expression Recognition Z. Li Yan Wang Bowen Guan JianKai Yin CVBM 94 1 0 26 Nov 2024
A Unified Deep Semantic Expansion Framework for Domain-Generalized Person Re-identification Eugene P. W. Ang Shan Lin Alex C. Kot 30 2 0 11 Oct 2024
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 23 0 0 20 Sep 2024
VLM-KD: Knowledge Distillation from VLM for Long-Tail Visual Recognition Zaiwei Zhang Gregory P. Meyer Zhichao Lu Ashish Shrivastava Avinash Ravichandran Eric M. Wolff VLM 36 2 0 29 Aug 2024
SeA: Semantic Adversarial Augmentation for Last Layer Features from Unsupervised Representation Learning Qi Qian Yuanhong Xu Juhua Hu AAML 32 0 0 23 Aug 2024
Generalizing Few Data to Unseen Domains Flexibly Based on Label Smoothing Integrated with Distributionally Robust Optimization Yangdi Wang Zhi-Hai Zhang Su Xiu Xu Wenming Guo 18 0 0 09 Aug 2024
Image-Feature Weak-to-Strong Consistency: An Enhanced Paradigm for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 25 0 0 08 Aug 2024
Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets Partha Chakraborty Krishna Kanth Arumugam Mahmoud Alfadel Meiyappan Nagappan Shane McIntosh 14 1 0 03 Jul 2024
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network Chengyu Fang Chunming He Fengyang Xiao Yulun Zhang Longxiang Tang Yuelin Zhang Kai Li Xiu Li 36 2 0 12 Jun 2024
EfficientTrain++: Generalized Curriculum Learning for Efficient Visual Backbone Training Yulin Wang Yang Yue Rui Lu Yizeng Han Shiji Song Gao Huang VLM 53 12 0 14 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 38 3 0 14 May 2024
kNN-CLIP: Retrieval Enables Training-Free Segmentation on Continually Expanding Large Vocabularies Zhongrui Gui Shuyang Sun Runjia Li Jianhao Yuan Zhaochong An Karsten Roth Ameya Prabhu Philip H. S. Torr VLM CLL 24 6 0 15 Apr 2024
Generalization Gap in Data Augmentation: Insights from Illumination Jianqiang Xiao Weiwen Guo Junfeng Liu Mengze Li 28 2 0 11 Apr 2024
Survey of Computerized Adaptive Testing: A Machine Learning Perspective Qi Liu Zhuang Yan Haoyang Bi Zhenya Huang Weizhe Huang ... Z. Pardos Haiping Ma Mengxiao Zhu Shijin Wang Enhong Chen AI4Ed 34 9 0 31 Mar 2024
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition Chaoqun Du Yulin Wang Shiji Song Gao Huang 33 23 0 11 Mar 2024
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification Yaoyao Zhu Xiuding Cai Xueyao Wang Xiaoqing Chen Yu Yao Zhongliang Fu MedIm 32 1 0 10 Mar 2024
Test-time Distribution Learning Adapter for Cross-modal Visual Reasoning Yi Zhang Ce Zhang VLM 28 1 0 10 Mar 2024
FedImpro: Measuring and Improving Client Update in Federated Learning Zhenheng Tang Yonggang Zhang S. Shi Xinmei Tian Tongliang Liu Bo Han Xiaowen Chu FedML 13 13 0 10 Feb 2024
Asymptotic Midpoint Mixup for Margin Balancing and Moderate Broadening Hoyong Kim Semi Lee Kangil Kim CLL 24 2 0 26 Jan 2024
Singular Value Penalization and Semantic Data Augmentation for Fully Test-Time Adaptation Houcheng Su Daixian Liu Mengzhu Wang Wei Wang TTA 8 1 0 10 Dec 2023
Progressive Classifier and Feature Extractor Adaptation for Unsupervised Domain Adaptation on Point Clouds Zicheng Wang Zhen Zhao Yiming Wu Luping Zhou Dong Xu 3DPC 16 2 0 27 Nov 2023
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Bo Yuan Danpei Zhao 3DV CLL 28 9 0 22 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
DASA: Difficulty-Aware Semantic Augmentation for Speaker Verification Yuanyuan Wang Yang Zhang Zhiyong Wu Zhihan Yang Tao Wei Kun Zou Helen M. Meng 17 1 0 18 Oct 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 15 2 0 31 Aug 2023
Dual Compensation Residual Networks for Class Imbalanced Learning Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 18 5 0 25 Aug 2023
Optimizing PatchCore for Few/many-shot Anomaly Detection Joao Santos Triet Tran Oliver Rippel 21 10 0 20 Jul 2023
Implicit Counterfactual Data Augmentation for Deep Neural Networks Xiaoling Zhou Ou Wu OOD BDL CML 22 4 0 26 Apr 2023
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features Kenny Song Quan Xia Guoqiang Liang Zhaoji Chen Yanning Zhang CLL 25 6 0 16 Apr 2023
Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen Domains Min Xu Lingyun Qin Weijie Chen Shiliang Pu Lei Zhang OOD 9 29 0 06 Apr 2023
Instance-Conditioned GAN Data Augmentation for Representation Learning Pietro Astolfi Arantxa Casanova Jakob Verbeek Pascal Vincent Adriana Romero Soriano M. Drozdzal 19 6 0 16 Mar 2023
Developing the Reliable Shallow Supervised Learning for Thermal Comfort using ASHRAE RP-884 and ASHRAE Global Thermal Comfort Database II K. Karyono B. Abdullah Alison J. Cotgrave A. Bras J. Cullen 14 1 0 03 Mar 2023
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 19 15 0 24 Nov 2022
EfficientTrain: Exploring Generalized Curriculum Learning for Training Visual Backbones Yulin Wang Yang Yue Rui Lu Tian-De Liu Zhaobai Zhong S. Song Gao Huang 32 28 0 17 Nov 2022
Provably Uncertainty-Guided Universal Domain Adaptation Yifan Wang Lin Zhang Ran Song Paul L. Rosin Yibin Li Wei Emma Zhang OOD UQCV 42 0 0 19 Sep 2022
FAKD: Feature Augmented Knowledge Distillation for Semantic Segmentation Jianlong Yuan Qiang Qi Fei Du Zhibin Wang Fan Wang Yifan Liu 19 13 0 30 Aug 2022
Semi-supervised Semantic Segmentation with Mutual Knowledge Distillation Jianlong Yuan Jinchao Ge Zhibin Wang Yifan Liu 10 17 0 24 Aug 2022
Equivariant Disentangled Transformation for Domain Generalization under Combination Shift Yivan Zhang Jindong Wang Xingxu Xie Masashi Sugiyama OOD 29 1 0 03 Aug 2022
Semantic Data Augmentation based Distance Metric Learning for Domain Generalization Mengzhu Wang Jianlong Yuan Qi Qian Zhibin Wang Hao Li 32 29 0 02 Aug 2022
Dual Adaptive Transformations for Weakly Supervised Point Cloud Segmentation Zhonghua Wu Yicheng Wu Guosheng Lin Jianfei Cai Chen Qian 3DPC 20 23 0 19 Jul 2022
Exploring Temporally Dynamic Data Augmentation for Video Recognition Taeoh Kim Jinhyung Kim Minho Shim Sangdoo Yun Myunggu Kang Dongyoon Wee Sangyoun Lee AI4TS 15 10 0 30 Jun 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 22 393 0 03 May 2022
Color Invariant Skin Segmentation Han Xu Abhijit Sarkar A. L. Abbott VLM 11 11 0 21 Apr 2022
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Binhui Xie Shuang Li Mingjiang Li Chi Harold Liu Gao Huang Guoren Wang 19 145 0 19 Apr 2022
Implicit Sample Extension for Unsupervised Person Re-Identification Xinyu Zhang Dongdong Li Zhigang Wang Jian Wang Errui Ding Javen Qinfeng Shi Zhaoxi Zhang Jingdong Wang 19 76 0 14 Apr 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 24 12 0 15 Mar 2022
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic Segmentation Cong Cao Tianwei Lin Dongliang He Fu Li Huanjing Yue Jingyu Yang Errui Ding 22 15 0 05 Mar 2022
Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning Jiawei Yang Hanbo Chen Jiangpeng Yan Xiaoyu Chen Jianhua Yao VLM 25 21 0 18 Feb 2022