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Published at November 29Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models
cs.LG
cs.CV
Released Date: November 29, 2024
Authors: Kaican Li1, Weiyan Xie1, Yongxiang Huang2, Didan Deng2, Lanqing Hong2, Zhenguo Li1, Ricardo Silva3, Nevin L. Zhang1
Aff.: 1The Hong Kong University of Science and Technology; 2Huawei; 3University College London
| Original | w/o BG | w/o FG | Original | w/o BG | w/o FG | |
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| df | An image of balance beam. | An image of gymnastic horizontal bar. | ||||
| cd | A long, thin piece of wood or metal elevated off the ground. | Long metal or wood bar held up by upright supports. | ||||
| df | 0.367 | 0.262 (–28.6%) | 0.395 (+7.6%) | 0.333 | 0.267 (–19.8%) | 0.367 (+10.2%) |
| cd | 0.286 | 0.281 (–1.7%) | 0.123 (–57.0%) | 0.258 | 0.273 (+5.8%) | 0.131 (–49.2%) |