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

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

22 July 2023

Heng Wang

Linjie Yang

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

14 / 14 papers shown

Title
Bayesian Principles Improve Prompt Learning In Vision-Language Models Mingyu Kim Jongwoo Ko Mijung Park VLM 38 0 0 19 Apr 2025
Negate or Embrace: On How Misalignment Shapes Multimodal Representation Learning Yichao Cai Yuhang Liu Erdun Gao T. Jiang Zhen Zhang Anton van den Hengel J. Shi 55 0 0 14 Apr 2025
Tuning Vision-Language Models with Candidate Labels by Prompt Alignment Zhifang Zhang Yuwei Niu Xin Liu Beibei Li VPVLM VLM 54 0 0 31 Dec 2024
Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise Yeonguk Yu Minhwan Ko Sungho Shin Kangmin Kim K. Lee NoLa 79 1 0 29 Nov 2024
TuneVLSeg: Prompt Tuning Benchmark for Vision-Language Segmentation Models Rabin Adhikari Safal Thapaliya Manish Dhakal Bishesh Khanal MLLM VLM 28 0 0 07 Oct 2024
Vision-Language Models are Strong Noisy Label Detectors Tong Wei H. Li Chun-Shu Li Jiang-Xin Shi Yu-Feng Li Min-Ling Zhang VLM 21 2 0 29 Sep 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 52 0 0 13 Jun 2024
Controllable Prompt Tuning For Balancing Group Distributional Robustness Hoang Phan Andrew Gordon Wilson Qi Lei 43 5 0 05 Mar 2024
Facing the Elephant in the Room: Visual Prompt Tuning or Full Finetuning? Cheng Han Qifan Wang Yiming Cui Wenguan Wang Lifu Huang Siyuan Qi Dongfang Liu VLM 44 19 0 23 Jan 2024
Understanding the Vulnerability of CLIP to Image Compression Cangxiong Chen Vinay P. Namboodiri Julian Padget 13 2 0 23 Nov 2023
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Jiachen Li Xiaojin Gong VLM 14 3 0 26 Oct 2023
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 175 280 0 15 Sep 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,261 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 293 3,689 0 11 Feb 2021