Delving into Out-of-Distribution Detection with Vision-Language Representations

24 November 2022

Jiuxiang Gu

Papers citing "Delving into Out-of-Distribution Detection with Vision-Language Representations"

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Title
Recent Advances in Out-of-Distribution Detection with CLIP-Like Models: A Survey Chaohua Li Enhao Zhang Chuanxing Geng Songcan Chen OODD VLM 30 0 0 05 May 2025
GLIP-OOD: Zero-Shot Graph OOD Detection with Foundation Model Haoyan Xu Zhengtao Yao X. Zhang Z. Wang Langzhou He Yushun Dong Philip S. Yu Mengyuan Li Y. Zhao OODD VLM 65 0 0 29 Apr 2025
Revisiting CLIP for SF-OSDA: Unleashing Zero-Shot Potential with Adaptive Threshold and Training-Free Feature Filtering Y. Li Jindong Li Qi Wang Qianli Xing Runliang Niu Shengsheng Wang Menglin Yang VLM 40 0 0 19 Apr 2025
Explaining Low Perception Model Competency with High-Competency Counterfactuals Sara Pohland Claire Tomlin DiffM AAML 41 0 0 07 Apr 2025
RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations Bin Zhang Jinggang Chen Xiaoyang Qu Guokuan Li Kai Lu Jiguang Wan Jing Xiao Jianzong Wang ObjD 41 0 0 28 Mar 2025
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection Bin Zhang Xiaoyang Qu Guokuan Li Jiguang Wan Jianzong Wang VLM 51 0 0 28 Mar 2025
OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary Yifeng Yang Lin Zhu Zewen Sun Hengyu Liu Qinying Gu Nanyang Ye OODD 50 0 0 13 Mar 2025
OT-DETECTOR: Delving into Optimal Transport for Zero-shot Out-of-Distribution Detection Yu Liu Hao Tang H. Zhang Jing Qin Z. Li OODD 51 0 0 09 Mar 2025
Language-Assisted Feature Transformation for Anomaly Detection EungGu Yun Heonjin Ha Yeongwoo Nam Bryan Dongik Lee 61 0 0 03 Mar 2025
Delving into Out-of-Distribution Detection with Medical Vision-Language Models Lie Ju Sijin Zhou Yukun Zhou Huimin Lu Zhuoting Zhu P. Keane Zongyuan Ge VLM 40 0 0 02 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 43 0 0 28 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 53 5 0 17 Feb 2025
Concept Matching with Agent for Out-of-Distribution Detection YuXiao Lee Xiaofeng Cao Jingcai Guo Wei Ye Qing-Wu Guo Yi Chang 54 0 0 08 Jan 2025
Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation Hongwei Niu Linhuang Xie Jianghang Lin Shengchuan Zhang 67 1 0 16 Dec 2024
CONCLAD: COntinuous Novel CLAss Detector Amanda Rios I. Ndiour Parual Datta Omesh Tickoo Nilesh A. Ahuja 72 0 0 13 Dec 2024
Learning Structured Representations with Hyperbolic Embeddings Aditya Sinha Siqi Zeng M. Yamada Han Zhao 65 0 0 02 Dec 2024
From Open Vocabulary to Open World: Teaching Vision Language Models to Detect Novel Objects Zizhao Li Zhengkang Xiang Joseph West Kourosh Khoshelham ObjD VLM 94 1 0 27 Nov 2024
Test-time Alignment-Enhanced Adapter for Vision-Language Models Baoshun Tong Kaiyu Song Hanjiang Lai VLM 70 0 0 24 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 82 0 0 22 Nov 2024
TagFog: Textual Anchor Guidance and Fake Outlier Generation for Visual Out-of-Distribution Detection Jiankang Chen Tong Zhang Wei-Shi Zheng Ruixuan Wang OODD 101 2 0 22 Nov 2024
Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection Geng Yu Jianing Zhu Jiangchao Yao Bo Han OODD 36 0 0 05 Nov 2024
AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models Yabin Zhang L. Zhang VLM OODD 23 2 0 26 Oct 2024
What If the Input is Expanded in OOD Detection? Boxuan Zhang Jianing Zhu Zengmao Wang Tongliang Liu Bo Du Bo Han AAML OODD 24 0 0 24 Oct 2024
Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation Seulbi Lee J. Kim Sangheum Hwang LRM 69 0 0 19 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 45 14 0 15 Oct 2024
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models Mengyuan Chen Junyu Gao Changsheng Xu VLM OODD 23 0 0 11 Oct 2024
Toward a Holistic Evaluation of Robustness in CLIP Models Weijie Tu Weijian Deng Tom Gedeon VLM 34 5 0 02 Oct 2024
PointAD: Comprehending 3D Anomalies from Points and Pixels for Zero-shot 3D Anomaly Detection Qihang Zhou Jiangtao Yan Shibo He Wenchao Meng Jiming Chen 3DPC 24 6 0 01 Oct 2024
Textual Training for the Hassle-Free Removal of Unwanted Visual Data: Case Studies on OOD and Hateful Image Detection Saehyung Lee J. Mok Sangha Park Yongho Shin Dahuin Jung Sungroh Yoon 15 0 0 30 Sep 2024
Bridging OOD Detection and Generalization: A Graph-Theoretic View Han Wang Yixuan Li CML 27 0 0 26 Sep 2024
VL4AD: Vision-Language Models Improve Pixel-wise Anomaly Detection Liangyu Zhong Joachim Sicking Fabian Hüger Hanno Gottschalk VLM 28 0 0 25 Sep 2024
Recent Advances in OOD Detection: Problems and Approaches Shuo Lu YingSheng Wang Lijun Sheng Aihua Zheng Lingxiao He Jian Liang OODD 55 2 0 18 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 32 0 0 29 Aug 2024
FIDAVL: Fake Image Detection and Attribution using Vision-Language Model Mamadou Keita W. Hamidouche Hessen Bougueffa Eutamene Abdelmalik Taleb-Ahmed Abdenour Hadid VLM 80 0 0 22 Aug 2024
Your Classifier Can Be Secretly a Likelihood-Based OOD Detector Jirayu Burapacheep Yixuan Li OODD 30 3 0 09 Aug 2024
Avoid Wasted Annotation Costs in Open-set Active Learning with Pre-trained Vision-Language Model Jaehyuk Heo Pilsung Kang VLM 19 1 0 09 Aug 2024
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation Rakshith Subramanyam Kowshik Thopalli V. Narayanaswamy Jayaraman J.Thiagarajan 18 2 0 01 Aug 2024
Resilience and Security of Deep Neural Networks Against Intentional and Unintentional Perturbations: Survey and Research Challenges Sazzad Sayyed Milin Zhang Shahriar Rifat A. Swami Michael De Lucia Francesco Restuccia 21 1 0 31 Jul 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 36 9 0 31 Jul 2024
Leveraging Foundation Models for Zero-Shot IoT Sensing Dinghao Xue Xiaoran Fan Tao Chen Guohao Lan Qun Song AI4CE 33 0 0 29 Jul 2024
When Text and Images Don't Mix: Bias-Correcting Language-Image Similarity Scores for Anomaly Detection Adam Goodge Bryan Hooi Wee Siong Ng 21 0 0 24 Jul 2024
Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions Kai-Chun Liu Zhihang Fu Chao Chen Sheng Jin Ze Chen Mingyuan Tao Rongxin Jiang Jieping Ye VLM OODD 54 4 0 23 Jul 2024
Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution Kai-Chun Liu Zhihang Fu Sheng Jin Chao Chen Ze Chen Rongxin Jiang Fan Zhou Yao-Shen Chen Jieping Ye OODD 40 0 0 23 Jul 2024
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models Yabin Zhang Wenjie Zhu Chenhang He Lei Zhang VLM 38 7 0 12 Jul 2024
Zero-shot Object Counting with Good Exemplars Huilin Zhu Jingling Yuan Zhengwei Yang Yu Guo Zheng Wang Xian Zhong Shengfeng He VLM 29 6 0 06 Jul 2024
GalLoP: Learning Global and Local Prompts for Vision-Language Models Marc Lafon Elias Ramzi Clément Rambour Nicolas Audebert Nicolas Thome VLM 29 8 0 01 Jul 2024
Unveiling the Unknown: Conditional Evidence Decoupling for Unknown Rejection Zhaowei Wu Binyi Su Hua Zhang Zhong Zhou EDL 42 0 0 26 Jun 2024
Probabilistic Conceptual Explainers: Trustworthy Conceptual Explanations for Vision Foundation Models Hengyi Wang Shiwei Tan Hao Wang BDL 27 6 0 18 Jun 2024
SeTAR: Out-of-Distribution Detection with Selective Low-Rank Approximation Yixia Li Boya Xiong Guanhua Chen Yun Chen OODD 33 2 0 18 Jun 2024
Exploiting Diffusion Prior for Out-of-Distribution Detection Armando Zhu Jiabei Liu Keqin Li Shuying Dai Bo Hong Peng Zhao Changsong Wei 38 7 0 16 Jun 2024