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CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No
IEEE International Conference on Computer Vision (ICCV), 2023
23 August 2023
Hualiang Wang
Yi Li
Huifeng Yao
Xuelong Li
VLM
OODD
Re-assign community
ArXiv (abs)
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Github (137★)
Papers citing
"CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No"
50 / 92 papers shown
ScenarioCLIP: Pretrained Transferable Visual Language Models and Action-Genome Dataset for Natural Scene Analysis
Advik Sinha
Saurabh Atreya
Aashutosh A V
Sk Aziz Ali
Abhijit Das
CLIP
211
0
0
25 Nov 2025
A Variance-Based Analysis of Sample Complexity for Grid Coverage
Lyu Yuhuan
247
7
0
21 Nov 2025
ClusterMine: Robust Label-Free Visual Out-Of-Distribution Detection via Concept Mining from Text Corpora
Nikolas Adaloglou
Diana Petrusheva
Mohamed Asker
Félix D. P. Michels
M. Kollmann
OODD
240
0
0
10 Nov 2025
Revisiting Logit Distributions for Reliable Out-of-Distribution Detection
Jiachen Liang
Ruibing Hou
Minyang Hu
Hong Chang
Shiguang Shan
Xilin Chen
OODD
361
1
0
23 Oct 2025
Equipping Vision Foundation Model with Mixture of Experts for Out-of-Distribution Detection
Shizhen Zhao
Jiahui Liu
Xin Wen
Haoru Tan
Xiaojuan Qi
OODD
VLM
297
4
0
12 Oct 2025
LEAML: Label-Efficient Adaptation to Out-of-Distribution Visual Tasks for Multimodal Large Language Models
Ci-Siang Lin
Min-Hung Chen
Yu-Yang Sheng
Y. Wang
VLM
175
0
0
03 Oct 2025
Training-Free Label Space Alignment for Universal Domain Adaptation
Dujin Lee
Sojung An
Jungmyung Wi
Kuniaki Saito
Donghyun Kim
VLM
242
0
0
22 Sep 2025
Prompt Optimization Meets Subspace Representation Learning for Few-shot Out-of-Distribution Detection
Faizul Rakib Sayem
Shahana Ibrahim
OODD
VLM
422
0
0
09 Sep 2025
ANTS: Adaptive Negative Textual Space Shaping for OOD Detection via Test-Time MLLM Understanding and Reasoning
Wenjie Zhu
Yabin Zhang
Jianfeng Dong
Wenjun Zeng
Lei Zhang
485
0
0
04 Sep 2025
RS-OOD: A Vision-Language Augmented Framework for Out-of-Distribution Detection in Remote Sensing
Yingrui Ji
Jiansheng Chen
Jingbo Chen
Anzhi Yue
Chenhao Wang
311
0
0
02 Sep 2025
Segmentation Assisted Incremental Test Time Adaptation in an Open World
Manogna Sreenivas
Soma Biswas
VLM
TTA
300
0
0
27 Aug 2025
M3OOD: Automatic Selection of Multimodal OOD Detectors
Yuehan Qin
Li Li
Defu Cao
Tiankai Yang
Yue Zhao
Yue Zhao
OODD
272
0
0
16 Aug 2025
Retrieval-Augmented Prompt for OOD Detection
Ruisong Han
Zongbo Han
Jiahao Zhang
Mingyue Cheng
Changqing Zhang
189
0
0
14 Aug 2025
COOkeD: Ensemble-based OOD detection in the era of zero-shot CLIP
Galadrielle Humblot-Renaux
Gianni Franchi
Sergio Escalera
T. Moeslund
VLM
OOD
OODD
357
0
0
30 Jul 2025
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection
Jinglun Li
Kaixun Jiang
Zhaoyu Chen
Bo Lin
Yao Tang
Weifeng Ge
Wenqiang Zhang
OODD
387
7
0
14 Jul 2025
NegRefine: Refining Negative Label-Based Zero-Shot OOD Detection
Amirhossein Ansari
Ke Wang
Pulei Xiong
VLM
267
2
0
13 Jul 2025
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection
Xinhua Lu
Runhe Lai
Yanqi Wu
Kanghao Chen
Wei-Shi Zheng
Ruixuan Wang
OODD
VPVLM
VLM
427
1
0
06 Jul 2025
FOCoOp: Enhancing Out-of-Distribution Robustness in Federated Prompt Learning for Vision-Language Models
Xinting Liao
Weiming Liu
Jiaming Qian
Pengyang Zhou
Jiahe Xu
Wenjie Wang
Chaochao Chen
Xiaolin Zheng
Tat-Seng Chua
FedML
OODD
VLM
479
1
0
19 Jun 2025
Locality-Aware Zero-Shot Human-Object Interaction Detection
Computer Vision and Pattern Recognition (CVPR), 2025
Sanghyun Kim
Deunsol Jung
Minsu Cho
VLM
574
10
0
26 May 2025
Dual-Path Stable Soft Prompt Generation for Domain Generalization
Yuedi Zhang
Shuanghao Bai
Wanqi Zhou
Zhirong Luan
Badong Chen
VLM
297
0
0
24 May 2025
Vision-Language Modeling Meets Remote Sensing: Models, Datasets and Perspectives
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2025
Xingxing Weng
Chao Pang
Gui-Song Xia
VLM
493
30
0
20 May 2025
Informed Mixing -- Improving Open Set Recognition via Attribution-based Augmentation
Jiawen Xu
O. Kao
Margret Keuper
427
1
0
19 May 2025
Recent Advances in Out-of-Distribution Detection with CLIP-Like Models: A Survey
Chaohua Li
Enhao Zhang
Chuanxing Geng
Songcan Chen
OODD
VLM
351
4
0
05 May 2025
GLIP-OOD: Zero-Shot Graph OOD Detection with Graph Foundation Model
Haoyan Xu
Zhengtao Yao
Wei Wei
Liang Luo
Langzhou He
Yushun Dong
Philip S. Yu
Mengyuan Li
Yue Zhao
OODD
VLM
469
0
0
29 Apr 2025
Can We Ignore Labels In Out of Distribution Detection?
International Conference on Learning Representations (ICLR), 2025
Hong Yang
Qi Yu
Travis Desel
OODD
331
2
0
20 Apr 2025
Few-Shot Graph Out-of-Distribution Detection with LLMs
Haoyan Xu
Zhengtao Yao
Yushun Dong
Ziyi Wang
Ryan Rossi
Mengyuan Li
Yue Zhao
OODD
380
11
0
28 Mar 2025
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025
Bin Zhang
Xiaoyang Qu
Guokuan Li
Jiguang Wan
Jianzong Wang
VLM
327
1
0
28 Mar 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP
Computer Vision and Pattern Recognition (CVPR), 2025
M. Cui
Divyam Gupta
Mainak Singha
Sai Bhargav Rongali
Ankit Jha
Muhammad Haris Khan
Biplab Banerjee
VLM
430
6
0
20 Mar 2025
AdaSCALE: Adaptive Scaling for OOD Detection
Sudarshan Regmi
OODD
624
6
0
11 Mar 2025
OT-DETECTOR: Delving into Optimal Transport for Zero-shot Out-of-Distribution Detection
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Yu Liu
Hao Tang
Haiqi Zhang
Jing Qin
Hao Sun
OODD
580
2
0
09 Mar 2025
Language-Assisted Feature Transformation for Anomaly Detection
International Conference on Learning Representations (ICLR), 2025
EungGu Yun
Heonjin Ha
Yeongwoo Nam
Bryan Dongik Lee
522
2
0
03 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing
Xiang Xiang
Zhuo Xu
Yao Deng
Yuwen Tan
Yifan Liang
Ke Chen
Qingfang Zheng
Yaowei Wang
Xilin Chen
Wen Gao
VLM
535
3
0
28 Feb 2025
HALO: Robust Out-of-Distribution Detection via Joint Optimisation
Hugo Lyons Keenan
S. Erfani
Christopher Leckie
OODD
581
1
0
27 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges
Pengchen Liang
Bin Pu
Haishan Huang
Yiwei Li
Jian Shu
Weibo Ma
Qing Chang
VLM
MedIm
400
8
0
24 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Ruiyao Xu
Kaize Ding
488
29
0
17 Feb 2025
Benchmarking Gaslighting Negation Attacks Against Multimodal Large Language Models
Bin Zhu
Hui yan Qi
Yinxuan Gui
Yue Yu
Chong-Wah Ngo
Ee-Peng Lim
1.3K
5
0
31 Jan 2025
SimLabel: Consistency-Guided OOD Detection with Pretrained Vision-Language Models
Shu Zou
Xinyu Tian
Qinyu Zhao
Zhaoyuan Yang
Jing Zhang
VLM
286
8
0
20 Jan 2025
Know "No" Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP
J. S. Park
Jungbeom Lee
Jongyoon Song
Sangwon Yu
Dahuin Jung
Sungroh Yoon
601
19
0
19 Jan 2025
Expanding Event Modality Applications through a Robust CLIP-Based Encoder
SungHeon Jeong
Hanning Chen
Sanggeon Yun
Suhyeon Cho
Wenjun Huang
Xiangjian Liu
Mohsen Imani
509
2
0
04 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
566
5
0
27 Nov 2024
FodFoM: Fake Outlier Data by Foundation Models Creates Stronger Visual Out-of-Distribution Detector
ACM Multimedia (MM), 2024
Jiankang Chen
Ling Deng
Zhiyong Gan
Wei-Shi Zheng
Ruixuan Wang
OODD
583
7
0
22 Nov 2024
Image-based Outlier Synthesis With Training Data
Sudarshan Regmi
OODD
549
2
0
16 Nov 2024
Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection
Neural Information Processing Systems (NeurIPS), 2024
Geng Yu
Jianing Zhu
Jiangchao Yao
Bo Han
OODD
259
23
0
05 Nov 2024
INQUIRE: A Natural World Text-to-Image Retrieval Benchmark
Neural Information Processing Systems (NeurIPS), 2024
Edward Vendrow
Omiros Pantazis
Alexander Shepard
Gabriel J. Brostow
Kate E. Jones
Oisin Mac Aodha
Sara Beery
Grant Van Horn
VLM
422
37
0
04 Nov 2024
AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models
Neural Information Processing Systems (NeurIPS), 2024
Yabin Zhang
Guang Dai
VLM
OODD
309
20
0
26 Oct 2024
What If the Input is Expanded in OOD Detection?
Neural Information Processing Systems (NeurIPS), 2024
Boxuan Zhang
Jianing Zhu
Zengmao Wang
Tongliang Liu
Bo Du
Bo Han
AAML
OODD
414
11
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
1.1K
3
0
19 Oct 2024
CLIP-VAD: Exploiting Vision-Language Models for Voice Activity Detection
Andrea Appiani
Cigdem Beyan
CLIP
VLM
388
2
0
18 Oct 2024
Boosting Open-Vocabulary Object Detection by Handling Background Samples
Ruizhe Zeng
Lu Zhang
Xu Yang
Zhiyong Liu
VLM
ObjD
244
3
0
11 Oct 2024
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models
Neural Information Processing Systems (NeurIPS), 2024
Mengyuan Chen
Junyu Gao
Changsheng Xu
VLM
OODD
409
14
0
11 Oct 2024
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