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29 Results
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Poster
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Wed 2:30 |
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization Jonas Geiping · Micah Goldblum · Gowthami Somepalli · Ravid Shwartz-Ziv · Tom Goldstein · Andrew Wilson |
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Oral
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Wed 2:10 |
A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias Puja Trivedi · Danai Koutra · Jayaraman J. Thiagarajan |
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Poster
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Wed 2:30 |
A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias Puja Trivedi · Danai Koutra · Jayaraman J. Thiagarajan |
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Oral
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Tue 6:00 |
CUDA: Curriculum of Data Augmentation for Long-tailed Recognition Sumyeong Ahn · Jongwoo Ko · Se-Young Yun |
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Poster
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ILA-DA: Improving Transferability of Intermediate Level Attack with Data Augmentation Chiu Wai Yan · Tsz Him Cheung · Dit-Yan Yeung |
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Poster
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Exploring Temporally Dynamic Data Augmentation for Video Recognition Taeoh Kim · Jinhyung Kim · Minho Shim · Sangdoo Yun · Myunggu Kang · Dongyoon Wee · Sangyoun Lee |
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Poster
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Augmentation with Projection: Towards an Effective and Efficient Data Augmentation Paradigm for Distillation Ziqi Wang · Yuexin Wu · Frederick Liu · Daogao Liu · Le Hou · Hongkun Yu · Jing Li · Heng Ji |
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Affinity Workshop
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Fri 1:15 |
SoftEDA: Rethinking Rule-Based Data Augmentation with Soft Labels Juhwan Choi |
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Poster
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Wed 2:30 |
Recursive Time Series Data Augmentation Amine Aboussalah · Minjae Kwon · Raj Patel · Cheng Chi · Chi-Guhn Lee |
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Poster
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MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer Qihao Zhao · Yangyu Huang · Wei Hu · Fan Zhang · Jun Liu |
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Workshop
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Understanding the class-specific effects of data augmentations Polina Kirichenko · Randall Balestriero · Mark Ibrahim · Shanmukha Ramakrishna Vedantam · Hamed Firooz · Andrew Wilson |
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Poster
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Fairness-aware Contrastive Learning with Partially Annotated Sensitive Attributes Fengda Zhang · Kun Kuang · Long Chen · Yuxuan Liu · Chao Wu · Jun Xiao |