v1v2 (latest)

Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation

19 October 2024

Papers citing "Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation"

50 / 52 papers shown

Title
Leveraging Latent Diffusion Models for Training-Free In-Distribution Data Augmentation for Surface Defect Detection Federico Girella Ziyue Liu Franco Fummi Francesco Setti Marco Cristani Luigi Capogrosso 286 7 0 04 Jul 2024
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools Team GLM : Aohan Zeng Bin Xu Bowen Wang ... Zhaoyu Wang Zhen Yang Zhengxiao Du Zhenyu Hou Zihan Wang ALM 310 1,122 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 310 11 0 16 Jun 2024
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text Qingyun Li Zhe Chen Weiyun Wang Wenhai Wang Shenglong Ye ... Dahua Lin Yu Qiao Botian Shi Conghui He Jifeng Dai VLM OffRL 196 46 0 12 Jun 2024
Envisioning Outlier Exposure by Large Language Models for Out-of-Distribution Detection Chentao Cao Zhun Zhong Zhanke Zhou Yang Liu Tongliang Liu Bo Han OODD 182 24 0 02 Jun 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models Yimeng Zhang Xin Chen Jinghan Jia Yihua Zhang Chongyu Fan Jiancheng Liu Mingyi Hong Ke Ding Sijia Liu DiffM 405 108 0 24 May 2024
Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models Tobias Groot Matias Valdenegro-Toro 115 29 0 05 May 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 438 955 0 25 Apr 2024
Negative Label Guided OOD Detection with Pretrained Vision-Language Models Xue Jiang Yifan Zhang Zhengfeng Fang Hong Chen Tongliang Liu Feng Zheng Bo Han VLM 231 58 0 29 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 1.5K 2,585 0 05 Mar 2024
Is it safe to cross? Interpretable Risk Assessment with GPT-4V for Safety-Aware Street Crossing Hochul Hwang Sunjae Kwon Yekyung Kim Donghyun Kim 134 16 0 09 Feb 2024
Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences Xiyao Wang Yuhang Zhou Xiaoyu Liu Hongjin Lu Yuancheng Xu ... Taixi Lu Gedas Bertasius Mohit Bansal Huaxiu Yao Furong Huang LRM VLM 297 95 0 19 Jan 2024
Fast Decision Boundary based Out-of-Distribution DetectorInternational Conference on Machine Learning (ICML), 2023 Litian Liu Yao Qin OODD 309 34 0 15 Dec 2023
How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation Zhongyi Han Guanglin Zhou Rundong He Yongfeng Zhang Tailin Wu Yilong Yin Salman Khan Lina Yao Tongliang Liu Kun Zhang VLM OOD 196 26 0 12 Dec 2023
GPT-4V(ision) for Robotics: Multimodal Task Planning from Human DemonstrationIEEE Robotics and Automation Letters (RA-L), 2023 Naoki Wake Atsushi Kanehira Kazuhiro Sasabuchi Jun Takamatsu Katsushi Ikeuchi LM&Ro 287 98 0 20 Nov 2023
Out-of-distribution Detection Learning with Unreliable Out-of-distribution SourcesNeural Information Processing Systems (NeurIPS), 2023 Haotian Zheng Qizhou Wang Zhen Fang Xiaobo Xia Yifan Zhang Tongliang Liu Bo Han 392 37 0 06 Nov 2023
Scaling for Training Time and Post-hoc Out-of-distribution Detection EnhancementInternational Conference on Learning Representations (ICLR), 2023 Kai Xu Rongyu Chen Gianni Franchi Angela Yao OODD 228 57 0 30 Sep 2023
Dream the Impossible: Outlier Imagination with Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 Xuefeng Du Yiyou Sun Xiaojin Zhu Shouqing Yang 265 84 0 23 Sep 2023
Efficient Memory Management for Large Language Model Serving with PagedAttentionSymposium on Operating Systems Principles (SOSP), 2023 Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 1.1K 3,933 0 12 Sep 2023
CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say NoIEEE International Conference on Computer Vision (ICCV), 2023 Hualiang Wang Yi Li Huifeng Yao Xuelong Li VLM OODD 284 145 0 23 Aug 2023
DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Ruiyuan Gao Chenchen Zhao Lanqing Hong Q. Xu 193 24 0 15 Aug 2023
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One DayNeural Information Processing Systems (NeurIPS), 2023 Chunyuan Li Cliff Wong Sheng Zhang Naoto Usuyama Haotian Liu Jianwei Yang Tristan Naumann Hoifung Poon Jianfeng Gao LM&MA MedIm 226 1,235 0 01 Jun 2023
In or Out? Fixing ImageNet Out-of-Distribution Detection EvaluationInternational Conference on Machine Learning (ICML), 2023 Julian Bitterwolf Maximilian Müller Matthias Hein OODD 249 122 0 01 Jun 2023
Role-Play with Large Language ModelsNature (Nature), 2023 Murray Shanahan Kyle McDonell Laria Reynolds LLMAG 197 413 0 25 May 2023
Uncertainty-Aware Optimal Transport for Semantically Coherent Out-of-Distribution DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Fan Lu Kai Zhu Wei Zhai Kecheng Zheng Yang Cao UQCV 257 25 0 18 Mar 2023
Non-Parametric Outlier SynthesisInternational Conference on Learning Representations (ICLR), 2023 Leitian Tao Xuefeng Du Xiaojin Zhu Shouqing Yang OODD 218 140 0 06 Mar 2023
Reproducible scaling laws for contrastive language-image learningComputer Vision and Pattern Recognition (CVPR), 2022 Mehdi Cherti Romain Beaumont Ross Wightman Mitchell Wortsman Gabriel Ilharco Cade Gordon Christoph Schuhmann Ludwig Schmidt J. Jitsev VLM CLIP 365 1,116 0 14 Dec 2022
Delving into Out-of-Distribution Detection with Vision-Language RepresentationsNeural Information Processing Systems (NeurIPS), 2022 Yifei Ming Ziyan Cai Jiuxiang Gu Yiyou Sun W. Li Shouqing Yang VLM OODD 221 219 0 24 Nov 2022
ReAct: Synergizing Reasoning and Acting in Language ModelsInternational Conference on Learning Representations (ICLR), 2022 Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 1.6K 4,863 0 06 Oct 2022
Extremely Simple Activation Shaping for Out-of-Distribution DetectionInternational Conference on Learning Representations (ICLR), 2022 Andrija Djurisic Nebojsa Bozanic Arjun Ashok Rosanne Liu OODD 386 198 0 20 Sep 2022
Out-of-Distribution Detection with Deep Nearest NeighborsInternational Conference on Machine Learning (ICML), 2022 Yiyou Sun Yifei Ming Xiaojin Zhu Shouqing Yang OODD 478 670 0 13 Apr 2022
ViM: Out-Of-Distribution with Virtual-logit MatchingComputer Vision and Pattern Recognition (CVPR), 2022 Haoqi Wang Zhizhong Li Xue Jiang Wayne Zhang OODD 289 424 0 21 Mar 2022
Training OOD Detectors in their Natural HabitatsInternational Conference on Machine Learning (ICML), 2022 Julian Katz-Samuels Julia B. Nakhleh Robert D. Nowak Shouqing Yang OODD 191 102 0 07 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsNeural Information Processing Systems (NeurIPS), 2022 Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 2.1K 14,012 0 28 Jan 2022
ReAct: Out-of-distribution Detection With Rectified Activations Yiyou Sun Chuan Guo Shouqing Yang OODD 351 570 0 24 Nov 2021
Single Layer Predictive Normalized Maximum Likelihood for Out-of-Distribution Detection Koby Bibas M. Feder Tal Hassner OODD 131 27 0 18 Oct 2021
Open-Set Recognition: a Good Closed-Set Classifier is All You Need?International Conference on Learning Representations (ICLR), 2021 S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman BDL 451 536 0 12 Oct 2021
Exploring the Limits of Out-of-Distribution DetectionNeural Information Processing Systems (NeurIPS), 2021 Stanislav Fort Jie Jessie Ren Balaji Lakshminarayanan 396 389 0 06 Jun 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 2.0K 39,913 0 26 Feb 2021
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Shouqing Yang OODD 899 1,638 0 08 Oct 2020
Confidence-Aware Learning for Deep Neural Networks J. Moon Jihyo Kim Younghak Shin Sangheum Hwang UQCV 330 165 0 03 Jul 2020
ATOM: Robustifying Out-of-distribution Detection Using Outlier Mining Jiefeng Chen Shouqing Yang Xi Wu Yingyu Liang S. Jha OODD 291 164 0 26 Jun 2020
Language Models are Few-Shot LearnersNeural Information Processing Systems (NeurIPS), 2020 Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.9K 51,164 0 28 May 2020
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 1.1K 1,632 0 11 Dec 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 444 2,335 0 10 Jul 2018
Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers Yonatan Geifman Guy Uziel Ran El-Yaniv UQCV 297 149 0 21 May 2018
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 400 921 0 26 Nov 2017
Enhancing The Reliability of Out-of-distribution Image Detection in Neural NetworksInternational Conference on Learning Representations (ICLR), 2017 Shiyu Liang Shouqing Yang R. Srikant UQCV OODD 979 2,294 0 08 Jun 2017
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural NetworksInternational Conference on Learning Representations (ICLR), 2016 Dan Hendrycks Kevin Gimpel UQCV 1.3K 3,859 0 07 Oct 2016
NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis Amir Shahroudy Jun Liu T. Ng G. Wang 342 2,759 0 11 Apr 2016