Why Is Prompt Tuning for Vision-Language Models Robust to Noisy Labels?

22 July 2023

Heng Wang

Linjie Yang

ArXiv (abs)PDF HTML Github (25★)

Papers citing "Why Is Prompt Tuning for Vision-Language Models Robust to Noisy Labels?"

27 / 27 papers shown

Title
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 114 1 0 13 Jun 2024
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 220 302 0 15 Sep 2022
Unsupervised Prompt Learning for Vision-Language Models Hao Huang Jack Chu Fangyun Wei VPVLM MLLM VLM 89 133 0 07 Apr 2022
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model Yu Du Fangyun Wei Zihe Zhang Miaojing Shi Yue Gao Guoqi Li VPVLM VLM 81 333 0 28 Mar 2022
Conditional Prompt Learning for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VLM CLIP VPVLM 139 1,349 0 10 Mar 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 101 785 0 16 Dec 2021
Prompting Visual-Language Models for Efficient Video Understanding Chen Ju Tengda Han Kunhao Zheng Ya Zhang Weidi Xie VPVLM VLM 87 380 0 08 Dec 2021
DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting Yongming Rao Wenliang Zhao Guangyi Chen Yansong Tang Zheng Zhu Guan Huang Jie Zhou Jiwen Lu VLM CLIP 208 578 0 02 Dec 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training Lewei Yao Runhu Huang Lu Hou Guansong Lu Minzhe Niu Hang Xu Xiaodan Liang Zhenguo Li Xin Jiang Chunjing Xu VLM CLIP 105 639 0 09 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 497 2,405 0 02 Sep 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 445 3,887 0 11 Feb 2021
Normalized Loss Functions for Deep Learning with Noisy Labels Xingjun Ma Hanxun Huang Yisen Wang Simone Romano S. Erfani James Bailey NoLa 73 444 0 24 Jun 2020
Meta Label Correction for Noisy Label Learning Guoqing Zheng Ahmed Hassan Awadallah S. Dumais NoLa OffRL 101 184 0 10 Nov 2019
Symmetric Cross Entropy for Robust Learning with Noisy Labels Yisen Wang Xingjun Ma Zaiyi Chen Yuan Luo Jinfeng Yi James Bailey NoLa 96 903 0 16 Aug 2019
Unsupervised Label Noise Modeling and Loss Correction Eric Arazo Sanchez Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 84 614 0 25 Apr 2019
Probabilistic End-to-end Noise Correction for Learning with Noisy Labels Kun Yi Jianxin Wu NoLa 68 418 0 19 Mar 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 116 1,726 0 13 Feb 2019
Using Pre-Training Can Improve Model Robustness and Uncertainty Dan Hendrycks Kimin Lee Mantas Mazeika NoLa 73 727 0 28 Jan 2019
Learning to Learn from Noisy Labeled Data Junnan Li Yongkang Wong Qi Zhao Mohan Kankanhalli NoLa 62 333 0 13 Dec 2018
Learning to Reweight Examples for Robust Deep Learning Mengye Ren Wenyuan Zeng Binh Yang R. Urtasun OOD NoLa 146 1,430 0 24 Mar 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 282 9,797 0 25 Oct 2017
Active Bias: Training More Accurate Neural Networks by Emphasizing High Variance Samples Haw-Shiuan Chang Erik Learned-Miller Andrew McCallum 75 354 0 24 Apr 2017
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 165 1,141 0 23 Jan 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 345 4,629 0 10 Nov 2016
Describing Textures in the Wild Mircea Cimpoi Subhransu Maji Iasonas Kokkinos S. Mohamed Andrea Vedaldi 3DV 138 2,686 0 14 Nov 2013
Fine-Grained Visual Classification of Aircraft Subhransu Maji Esa Rahtu Arno Solin Matthew Blaschko Andrea Vedaldi 123 2,269 0 21 Jun 2013
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 160 6,162 0 03 Dec 2012