TokenMix: Rethinking Image Mixing for Data Augmentation in Vision Transformers

18 July 2022

Papers citing "TokenMix: Rethinking Image Mixing for Data Augmentation in Vision Transformers"

46 / 46 papers shown

Title
FDCT: Frequency-Aware Decomposition and Cross-Modal Token-Alignment for Multi-Sensor Target Classification S. Sami Md Golam Moula Mehedi Hasan Nasser M. Nasrabadi Raghuveer Rao 48 0 0 12 Mar 2025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation Dengke Zhang Quan Tang Fagui Liu C. L. Philip Chen Haiqing Mei ViT 50 0 0 04 Mar 2025
PDC-ViT : Source Camera Identification using Pixel Difference Convolution and Vision Transformer O. Elharrouss Y. Akbari Noor Almaadeed S. Al-Maadeed F. Khelifi Ahmed Bouridane 39 2 0 28 Jan 2025
Random Token Fusion for Multi-View Medical Diagnosis Jingyu Guo Christos Matsoukas Fredrik Strand Kevin Smith MedIm 24 0 0 21 Oct 2024
Test-Time Augmentation Meets Variational Bayes Masanari Kimura Howard Bondell OOD BDL TDI 21 0 0 19 Sep 2024
SUMix: Mixup with Semantic and Uncertain Information Huafeng Qin Xin Jin Hongyu Zhu Hongchao Liao M. El-Yacoubi Xinbo Gao UQCV 28 5 0 10 Jul 2024
Acoustic Feature Mixup for Balanced Multi-aspect Pronunciation Assessment Heejin Do Wonjun Lee Gary Geunbae Lee 37 0 0 22 Jun 2024
Semi-Supervised Unconstrained Head Pose Estimation in the Wild Huayi Zhou Fei Jiang Hongtao Lu Yong Rui Hongtao Lu Kui Jia 52 0 0 03 Apr 2024
Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers Sanghyeok Lee Joonmyung Choi Hyunwoo J. Kim ViT 45 7 0 15 Mar 2024
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 36 1 0 15 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei-Yue Wang Chao Qian Chang Xu Mamba 42 138 0 14 Mar 2024
Adversarial AutoMixup Huafeng Qin Xin Jin Yun Jiang M. El-Yacoubi Xinbo Gao AAML 27 11 0 19 Dec 2023
TiMix: Text-aware Image Mixing for Effective Vision-Language Pre-training Chaoya Jiang Wei Ye Haiyang Xu Qinghao Ye Mingshi Yan Ji Zhang Shikun Zhang CLIP VLM 14 4 0 14 Dec 2023
SpliceMix: A Cross-scale and Semantic Blending Augmentation Strategy for Multi-label Image Classification Lei Wang Yibing Zhan Leilei Ma Dapeng Tao Liang Ding Chen Gong 26 1 0 26 Nov 2023
Embedding Space Interpolation Beyond Mini-Batch, Beyond Pairs and Beyond Examples Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 15 4 0 09 Nov 2023
IPMix: Label-Preserving Data Augmentation Method for Training Robust Classifiers Zhenglin Huang Xianan Bao Na Zhang Qingqi Zhang Xiaomei Tu Biao Wu Xi Yang 30 7 0 07 Oct 2023
Beyond Grids: Exploring Elastic Input Sampling for Vision Transformers Adam Pardyl Grzegorz Kurzejamski Jan Olszewski Tomasz Trzciñski Bartosz Zieliñski 23 1 0 23 Sep 2023
Leveraging the Power of Data Augmentation for Transformer-based Tracking Jie Zhao Johan Edstedt M. Felsberg D. Wang Huchuan Lu ViT 21 4 0 15 Sep 2023
TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective Jun Dan Yang Liu Haoyu Xie Jiankang Deng H. Xie Xuansong Xie Baigui Sun ViT 22 21 0 20 Aug 2023
Watch out Venomous Snake Species: A Solution to SnakeCLEF2023 Feiran Hu P. Wang Yangyang Li Chenlong Duan Zijian Zhu Fei Wang Faen Zhang Yong Li Xiu-Shen Wei 30 6 0 19 Jul 2023
Inter-Instance Similarity Modeling for Contrastive Learning Chen Shen Dawei Liu H. Tang Zhe Qu Jianxin Wang SSL 31 4 0 21 Jun 2023
RaViTT: Random Vision Transformer Tokens Felipe A. Quezada Carlos F. Navarro Cristian Muñoz Manuel Zamorano Jorge Jara-Wilde Violeta Chang C. Navarro Mauricio Cerda ViT 25 1 0 19 Jun 2023
Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work Qiangchang Wang Yilong Yin 23 0 0 02 Jun 2023
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Sangmin Bae June-Woo Kim Won-Yang Cho Hyerim Baek Soyoun Son B. Lee C. Ha Kyongpil Tae Sungnyun Kim Se-Young Yun 18 28 0 23 May 2023
Infinite Class Mixup Thomas Mensink Pascal Mettes 29 2 0 17 May 2023
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer QiHao Zhao Yangyu Huang Wei Hu Fan Zhang J. Liu ViT 22 14 0 24 Apr 2023
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 30 40 0 07 Apr 2023
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective Jinjing Zhu Haotian Bai Lin Wang ViT 77 72 0 23 Mar 2023
PointPatchMix: Point Cloud Mixing with Patch Scoring Yi Wang Jiaze Wang Jinpeng Li Zixu Zhao Guangyong Chen Anfeng Liu Pheng-Ann Heng 3DPC 27 7 0 12 Mar 2023
SMMix: Self-Motivated Image Mixing for Vision Transformers Mengzhao Chen Mingbao Lin Zhihang Lin Yu-xin Zhang Fei Chao Rongrong Ji 45 10 0 26 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 18 28 0 21 Dec 2022
Expeditious Saliency-guided Mix-up through Random Gradient Thresholding Minh-Long Luu Zeyi Huang Eric P. Xing Yong Jae Lee Haohan Wang AAML 31 1 0 09 Dec 2022
Learning Imbalanced Data with Vision Transformers Zhengzhuo Xu R. Liu Shuo Yang Zenghao Chai Chun Yuan 35 32 0 05 Dec 2022
SVFormer: Semi-supervised Video Transformer for Action Recognition Zhen Xing Qi Dai Hang-Rui Hu Jingjing Chen Zuxuan Wu Yu-Gang Jiang ViT 27 69 0 23 Nov 2022
Token-Label Alignment for Vision Transformers Han Xiao Wenzhao Zheng Zhengbiao Zhu Jie Zhou Jiwen Lu 21 4 0 12 Oct 2022
C-Mixup: Improving Generalization in Regression Huaxiu Yao Yiping Wang Linjun Zhang James Y. Zou Chelsea Finn UQCV OOD 33 55 0 11 Oct 2022
OpenMixup: A Comprehensive Mixup Benchmark for Visual Classification Siyuan Li Zedong Wang Zicheng Liu Di Wu Cheng Tan Weiyang Jin Stan Z. Li VLM 41 31 0 11 Sep 2022
MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers Jihao Liu Xin Huang Jinliang Zheng Yu Liu Hongsheng Li 33 53 0 26 May 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 56 18 0 21 Mar 2022
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup Siyuan Li Zicheng Liu Zedong Wang Di Wu Zihan Liu Stan Z. Li 35 26 0 30 Nov 2021
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 212 487 0 01 Oct 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 32 78 0 13 Jun 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
High-Performance Large-Scale Image Recognition Without Normalization Andrew Brock Soham De Samuel L. Smith Karen Simonyan VLM 223 512 0 11 Feb 2021
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity Jang-Hyun Kim Wonho Choo Hosan Jeong Hyun Oh Song 197 176 0 05 Feb 2021
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Junsuk Choe Sanghyuk Chun 398 142 0 13 Jan 2021