CLIPood: Generalizing CLIP to Out-of-Distributions

2 February 2023

Ximei Wang

Papers citing "CLIPood: Generalizing CLIP to Out-of-Distributions"

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Title
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Y. Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 36 0 0 19 Apr 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP M. Cui Divyam Gupta Mainak Singha Sai Bhargav Rongali Ankit Jha Muhammad Haris Khan Biplab Banerjee VLM 53 1 0 20 Mar 2025
Enhancing Visual Representation with Textual Semantics: Textual Semantics-Powered Prototypes for Heterogeneous Federated Learning Xinghao Wu Jianwei Niu Xuefeng Liu Guogang Zhu Jiayuan Zhang Shaojie Tang 53 0 0 16 Mar 2025
Data-Efficient Generalization for Zero-shot Composed Image Retrieval Zining Chen Zhicheng Zhao Fei Su Xiaoqin Zhang Shijian Lu VLM 35 0 0 07 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 63 0 0 03 Mar 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition Yating Yu Congqi Cao Yifan Zhang Yanning Zhang VLM 41 0 0 27 Feb 2025
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 74 0 0 10 Dec 2024
Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models Kaican Li Weiyan Xie Yongxiang Huang Didan Deng Lanqing Hong Z. Li Ricardo Silva N. Zhang 52 0 0 29 Nov 2024
FodFoM: Fake Outlier Data by Foundation Models Creates Stronger Visual Out-of-Distribution Detector Jiankang Chen Ling Deng Zhiyong Gan Wei-Shi Zheng Ruixuan Wang OODD 74 0 0 22 Nov 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models Jiachen Liang Ruibing Hou Minyang Hu Hong Chang Shiguang Shan Xilin Chen VLM 31 1 0 11 Nov 2024
Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP Chen Huang Skyler Seto Samira Abnar David Grangier Navdeep Jaitly J. Susskind VLM 36 0 0 31 Oct 2024
Boosting Open-Vocabulary Object Detection by Handling Background Samples Ruizhe Zeng Lu Zhang Xu Yang Zhiyong Liu VLM ObjD 18 0 0 11 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 58 4 0 09 Oct 2024
QT-DoG: Quantization-aware Training for Domain Generalization Saqib Javed Hieu Le Mathieu Salzmann OOD MQ 18 1 0 08 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 11 2 0 29 Sep 2024
LARE: Latent Augmentation using Regional Embedding with Vision-Language Model Kosuke Sakurai Tatsuya Ishii Ryotaro Shimizu Linxin Song Masayuki Goto VLM 19 0 0 19 Sep 2024
Minimizing Embedding Distortion for Robust Out-of-Distribution Performance Tom Shaked Yuval Goldman Oran Shayer OODD 16 0 0 11 Sep 2024
Text-Guided Mixup Towards Long-Tailed Image Categorization Richard Franklin Jiawei Yao Deyang Zhong Qi Qian Juhua Hu VLM 19 0 0 05 Sep 2024
Adapting Vision-Language Models to Open Classes via Test-Time Prompt Tuning Zhengqing Gao Xiang Ao Xu-Yao Zhang Cheng-Lin Liu VLM VPVLM 24 0 0 29 Aug 2024
Robust Domain Generalization for Multi-modal Object Recognition Yuxin Qiao Keqin Li Junhong Lin Rong Wei Chufeng Jiang Yang Luo Haoyu Yang VLM 24 24 0 11 Aug 2024
Efficient and Versatile Robust Fine-Tuning of Zero-shot Models Sungyeon Kim Boseung Jeong Donghyun Kim Suha Kwak VLM 18 2 0 11 Aug 2024
Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey Atsuyuki Miyai Jingkang Yang Jingyang Zhang Yifei Ming Sisir Dhakal ... Yixuan Li Hai Li Ziwei Liu Toshihiko Yamasaki Kiyoharu Aizawa 28 8 0 31 Jul 2024
Craft: Cross-modal Aligned Features Improve Robustness of Prompt Tuning Jingchen Sun Rohan Sharma Vishnu Suresh Lokhande Changyou Chen 25 0 0 22 Jul 2024
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization Jiajun Hu Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 25 4 0 21 Jul 2024
HGL: Hierarchical Geometry Learning for Test-time Adaptation in 3D Point Cloud Segmentation Tianpei Zou Sanqing Qu Zhijun Li Alois C. Knoll Lianghua He Guang Chen Changjun Jiang 3DPC 24 1 0 17 Jul 2024
Explore the Potential of CLIP for Training-Free Open Vocabulary Semantic Segmentation Tong Shao Zhuotao Tian Hang Zhao Jingyong Su VLM 26 14 0 11 Jul 2024
Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners Mushui Liu Bozheng Li Yunlong Yu VLM CLIP 19 0 0 04 Jul 2024
SAFT: Towards Out-of-Distribution Generalization in Fine-Tuning Bac Nguyen Stefan Uhlich Fabien Cardinaux Lukas Mauch Marzieh Edraki Aaron Courville OODD CLL VLM 39 3 0 03 Jul 2024
GalLoP: Learning Global and Local Prompts for Vision-Language Models Marc Lafon Elias Ramzi Clément Rambour Nicolas Audebert Nicolas Thome VLM 21 7 0 01 Jul 2024
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration Yuxuan Sun Yunlong Zhang Yixuan Si Chenglu Zhu Zhongyi Shui Kai Zhang Jingxiong Li Xingheng Lyu Tao Lin Lin Yang LM&MA VLM MedIm 23 10 0 28 Jun 2024
Unveiling the Unknown: Conditional Evidence Decoupling for Unknown Rejection Zhaowei Wu Binyi Su Hua Zhang Zhong Zhou EDL 37 0 0 26 Jun 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 28 7 0 29 May 2024
Learning Invariant Causal Mechanism from Vision-Language Models Zeen Song Siyu Zhao Xingyu Zhang Jiangmeng Li Changwen Zheng Wenwen Qiang CML BDL VLM 22 0 0 24 May 2024
CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring Hao Fu Naman Patel P. Krishnamurthy Farshad Khorrami OODD 26 4 0 23 May 2024
Adapting Large Multimodal Models to Distribution Shifts: The Role of In-Context Learning Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Salman Khan Xin Gao Lina Yao VLM 31 2 0 20 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 18 4 0 05 May 2024
Transitive Vision-Language Prompt Learning for Domain Generalization Liyuan Wang Yan Jin Zhen Chen Jinlin Wu Mengke Li Yang Lu Hanzi Wang VLM VPVLM LRM 39 0 0 29 Apr 2024
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain Generalization Zining Chen Weiqiu Wang Zhicheng Zhao Fei Su Aidong Men Hongying Meng VLM 25 7 0 13 Apr 2024
CLIP-driven Outliers Synthesis for few-shot OOD detection Hao Sun Rundong He Zhongyi Han Zhicong Lin Yongshun Gong Yilong Yin OODD 27 5 0 30 Mar 2024
DiPrompT: Disentangled Prompt Tuning for Multiple Latent Domain Generalization in Federated Learning Sikai Bai Jiewei Zhang Shuaicheng Li Song Guo Jingcai Guo Jun Hou Tao Han Xiaocheng Lu FedML 21 14 0 11 Mar 2024
In-context Prompt Learning for Test-time Vision Recognition with Frozen Vision-language Model Junhui Yin Xinyu Zhang Lin Wu Xianghua Xie Xiaojie Wang VPVLM VLM MLLM 19 2 0 10 Mar 2024
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation Yijiang Li Sucheng Ren Weipeng Deng Yuzhi Xu Ying Gao Edith Ngai Haohan Wang OOD 27 0 0 08 Mar 2024
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality Gap Christopher Liao Christian So Theodoros Tsiligkaridis Brian Kulis 15 0 0 06 Feb 2024
Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization Yuhang Zang Hanlin Goh Josh Susskind Chen Huang VLM 24 12 0 29 Jan 2024
LanDA: Language-Guided Multi-Source Domain Adaptation Zhenbin Wang Lei Zhang Lituan Wang Minjuan Zhu 23 10 0 25 Jan 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 29 2 0 06 Jan 2024
A Simple Recipe for Language-guided Domain Generalized Segmentation Mohammad Fahes Tuan-Hung Vu Andrei Bursuc Patrick Pérez Raoul de Charette VLM 8 14 0 29 Nov 2023
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning Christopher Liao Theodoros Tsiligkaridis Brian Kulis OODD 25 5 0 21 Nov 2023
Robust Fine-Tuning of Vision-Language Models for Domain Generalization Kevin Vogt-Lowell Noah Lee Theodoros Tsiligkaridis Marc Vaillant VLM 18 4 0 03 Nov 2023
Towards Calibrated Robust Fine-Tuning of Vision-Language Models Changdae Oh Hyesu Lim Mijoo Kim Dongyoon Han Junhyeok Park Euiseog Jeong Alexander G. Hauptmann Zhi-Qi Cheng Kyungwoo Song VLM 10 13 0 03 Nov 2023