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Exploring Large Language Models for Multi-Modal Out-of-Distribution
  Detection

Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
12 October 2023
Yi Dai
Hao Lang
Kaisheng Zeng
Fei Huang
Yongbin Li
    OODD
ArXiv (abs)PDFHTMLGithub

Papers citing "Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection"

10 / 10 papers shown
Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection
Spurious-Aware Prototype Refinement for Reliable Out-of-Distribution Detection
Reihaneh Zohrabi
Hosein Hasani
M. Baghshah
Anna Rohrbach
Marcus Rohrbach
M. Rohban
OODD
416
1
0
30 Jun 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review
Toghrul Abbasli
Kentaroh Toyoda
Yuan Wang
Leon Witt
Muhammad Asif Ali
Yukai Miao
Dan Li
Qingsong Wei
UQCVHILM
688
2
0
25 Apr 2025
SimLabel: Consistency-Guided OOD Detection with Pretrained Vision-Language Models
SimLabel: Consistency-Guided OOD Detection with Pretrained Vision-Language Models
Shu Zou
Xinyu Tian
Qinyu Zhao
Zhaoyuan Yang
Jing Zhang
VLM
284
8
0
20 Jan 2025
Ño' Matters: Out-of-Distribution Detection in Multimodality Long
  Dialogue
Ño' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue
Rena Gao
Xuetong Wu
Siwen Luo
Caren Han
Feng Liu
OODD
402
1
0
31 Oct 2024
Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances
Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances
Shuo Lu
YingSheng Wang
Lijun Sheng
Lingxiao He
A. Zheng
Jian Liang
OODD
687
7
0
18 Sep 2024
SeTAR: Out-of-Distribution Detection with Selective Low-Rank
  Approximation
SeTAR: Out-of-Distribution Detection with Selective Low-Rank ApproximationNeural Information Processing Systems (NeurIPS), 2024
Yixia Li
Boya Xiong
Guanhua Chen
Yun Chen
OODD
278
8
0
18 Jun 2024
Open-Set Image Tagging with Multi-Grained Text Supervision
Open-Set Image Tagging with Multi-Grained Text Supervision
Xinyu Huang
Yi-Jie Huang
Youcai Zhang
Weiwei Tian
Rui Feng
Yuejie Zhang
Yanchun Xie
Yaqian Li
Lei Zhang
VLM
294
72
0
23 Oct 2023
Contextual Object Detection with Multimodal Large Language Models
Contextual Object Detection with Multimodal Large Language ModelsInternational Journal of Computer Vision (IJCV), 2023
Yuhang Zang
Wei Li
Jun Han
Kaiyang Zhou
Chen Change Loy
ObjDVLMMLLM
456
154
0
29 May 2023
A Survey on Out-of-Distribution Detection in NLP
A Survey on Out-of-Distribution Detection in NLP
Hao Lang
Yinhe Zheng
Shouqing Yang
Jian Sun
Feiling Huang
Yongbin Li
454
40
0
05 May 2023
Generalized Out-of-Distribution Detection: A Survey
Generalized Out-of-Distribution Detection: A SurveyInternational Journal of Computer Vision (IJCV), 2021
Jingkang Yang
Kaiyang Zhou
Shouqing Yang
Ziwei Liu
921
1,329
0
21 Oct 2021
1
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