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2210.07562
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TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers
Neural Information Processing Systems (NeurIPS), 2022
14 October 2022
Hyeong Kyu Choi
Joonmyung Choi
Hyunwoo J. Kim
ViT
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Papers citing
"TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers"
24 / 24 papers shown
SelectMix: Enhancing Label Noise Robustness through Targeted Sample Mixing
Qiuhao Liu
Ling Li
Yao Lu
Qi Xuan
Zhaowei Zhu
Jiaheng Wei
NoLa
297
1
0
14 Sep 2025
DiSa: Directional Saliency-Aware Prompt Learning for Generalizable Vision-Language Models
Knowledge Discovery and Data Mining (KDD), 2025
Niloufar Alipour Talemi
Hossein Kashiani
Hossein R. Nowdeh
Fatemeh Afghah
VLM
204
1
0
26 May 2025
Context-guided Responsible Data Augmentation with Diffusion Models
Khawar Islam
Naveed Akhtar
323
4
0
12 Mar 2025
Style-Pro: Style-Guided Prompt Learning for Generalizable Vision-Language Models
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Niloufar Alipour Talemi
Hossein Kashiani
Fatemeh Afghah
CLIP
VLM
331
2
0
25 Nov 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation
Ruting Chi
Zhiyi Huang
Yuexing Han
ISeg
245
0
0
21 Oct 2024
Random Token Fusion for Multi-View Medical Diagnosis
Jingyu Guo
Christos Matsoukas
Fredrik Strand
Kevin Smith
MedIm
190
0
0
21 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
Yuxin Xiao
Shujian Zhang
Wenxuan Zhou
Marzyeh Ghassemi
Sanqiang Zhao
1.0K
1
0
07 Oct 2024
DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models
Khawar Islam
Muhammad Zaigham Zaheer
Arif Mahmood
Karthik Nandakumar
DiffM
259
83
0
05 Apr 2024
Prompt Learning via Meta-Regularization
Jinyoung Park
Juyeon Ko
Hyunwoo J. Kim
VLM
VPVLM
312
40
0
01 Apr 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization
IEEE Transactions on Image Processing (TIP), 2024
Jintao Guo
Lei Qi
Yinghuan Shi
Yang Gao
ViT
257
8
0
18 Mar 2024
Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers
Computer Vision and Pattern Recognition (CVPR), 2024
Sanghyeok Lee
Joonmyung Choi
Hyunwoo J. Kim
ViT
393
24
0
15 Mar 2024
SIRST-5K: Exploring Massive Negatives Synthesis with Self-supervised Learning for Robust Infrared Small Target Detection
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Yahao Lu
Yu-Hsiang Lin
Han Wu
Xiaoyu Xian
Yukai Shi
Liang Lin
257
26
0
08 Mar 2024
Adversarial AutoMixup
Huafeng Qin
Xin Jin
Yun Jiang
M. El-Yacoubi
Xinbo Gao
AAML
299
16
0
19 Dec 2023
AMPLIFY:Attention-based Mixup for Performance Improvement and Label Smoothing in Transformer
PeerJ Computer Science (PeerJ Comput. Sci.), 2023
Leixin Yang
Yu Xiang
375
2
0
22 Sep 2023
Patch Is Not All You Need
Chang-bo Li
Jie Zhang
Yang Wei
Zhilong Ji
Jinfeng Bai
Shiguang Shan
ViT
114
3
0
21 Aug 2023
Inter-Instance Similarity Modeling for Contrastive Learning
Chen Shen
Dawei Liu
Hao Tang
Zhe Qu
Jianxin Wang
SSL
274
10
0
21 Jun 2023
Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work
Qiangchang Wang
Yilong Yin
300
1
0
02 Jun 2023
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
Interspeech (Interspeech), 2023
Sangmin Bae
June-Woo Kim
Won-Yang Cho
Hyerim Baek
Soyoun Son
B. Lee
C. Ha
Kyongpil Tae
Sungnyun Kim
Se-Young Yun
293
54
0
23 May 2023
TFS-ViT: Token-Level Feature Stylization for Domain Generalization
Pattern Recognition (Pattern Recogn.), 2023
Mehrdad Noori
Milad Cheraghalikhani
Ali Bahri
G. A. V. Hakim
David Osowiechi
Ismail Ben Ayed
Christian Desrosiers
168
22
0
28 Mar 2023
Analyzing Effects of Mixed Sample Data Augmentation on Model Interpretability
Neural Networks (Neural Netw.), 2023
Soyoun Won
Sung-Ho Bae
Seong Tae Kim
215
2
0
26 Mar 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability
ACM Computing Surveys (ACM CSUR), 2022
Chengtai Cao
Fan Zhou
Yurou Dai
Jianping Wang
Kunpeng Zhang
AAML
313
51
0
21 Dec 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
221
5
0
11 Sep 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer
Neural Information Processing Systems (NeurIPS), 2022
Zicheng Liu
Siyuan Li
Ge Wang
Cheng Tan
Lirong Wu
Stan Z. Li
312
22
0
21 Mar 2022
Survey: Image Mixing and Deleting for Data Augmentation
Engineering applications of artificial intelligence (EAAI), 2021
Humza Naveed
Saeed Anwar
Munawar Hayat
Kashif Javed
Ajmal Mian
332
108
0
13 Jun 2021
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