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Energy-based Out-of-distribution Detection

8 October 2020

Papers citing "Energy-based Out-of-distribution Detection"

50 / 957 papers shown

Title
Energy-Based Pseudo-Label Refining for Source-free Domain AdaptationPattern Recognition Letters (Pattern Recogn. Lett.), 2025 Xinru Meng Han Sun Qingbin Liu Ningzhong Liu Huiyu Zhou 279 0 0 23 Apr 2025
TrustLoRA: Low-Rank Adaptation for Failure Detection under Out-of-distribution Data Fei Zhu Zhaoxiang Zhang OODD UQCV 353 1 0 20 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 261 1 0 20 Apr 2025
Revisiting CLIP for SF-OSDA: Unleashing Zero-Shot Potential with Adaptive Threshold and Training-Free Feature Filtering Yongqian Li Jindong Li Zhiqiang Zhang Qianli Xing Runliang Niu Shengsheng Wang Menglin Yang VLM 295 0 0 19 Apr 2025
Bounded and Uniform Energy-based Out-of-distribution Detection for GraphsInternational Conference on Machine Learning (ICML), 2025 Shenzhi Yang Bin Liang An Liu Lin Gui Xingkai Yao Xiaofang Zhang OODD 446 10 0 18 Apr 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 920 1 0 17 Apr 2025
Enhancing Out-of-Distribution Detection with Extended Logit Normalization Yifan Ding Xixi Liu Jonas Unger Gabriel Eilertsen OODD 314 1 0 15 Apr 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution GeneralizationAAAI Conference on Artificial Intelligence (AAAI), 2023 Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 365 0 0 13 Apr 2025
Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Alireza Fathalizadeh Roozbeh Razavi-Far CLL 195 0 0 11 Apr 2025
Revisiting Likelihood-Based Out-of-Distribution Detection by Modeling RepresentationsScandinavian Conference on Image Analysis (SCIA), 2025 Yifan Ding Arturas Aleksandrauskas Amirhossein Ahmadian Jonas Unger Fredrik Lindsten Gabriel Eilertsen OODD 445 3 0 10 Apr 2025
Prior2Former -- Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation Sebastian Schmidt Julius Körner Dominik Fuchsgruber Stefano Gasperini F. Tombari Stephan Günnemann 335 2 0 07 Apr 2025
Explaining Low Perception Model Competency with High-Competency Counterfactuals Sara Pohland Claire Tomlin DiffM AAML 267 0 0 07 Apr 2025
EOOD: Entropy-based Out-of-distribution Detection Guide Yang Chao Hou Weilong Peng Xiang Fang Yongwei Nie Peican Zhu Keke Tang OODD 404 0 0 04 Apr 2025
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category DiscoveryIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 280 17 0 02 Apr 2025
RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal RepresentationsAAAI Conference on Artificial Intelligence (AAAI), 2025 Bin Zhang Jinggang Chen Xiaoyang Qu Guokuan Li Kai Lu Jiguang Wan Jing Xiao Jianzong Wang ObjD 223 1 0 28 Mar 2025
VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Bin Zhang Xiaoyang Qu Guokuan Li Jiguang Wan Jianzong Wang VLM 269 1 0 28 Mar 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 259 7 0 28 Mar 2025
Extremely Simple Out-of-distribution Detection for Audio-visual Generalized Zero-shot Learning Yang Liu Xinming Zhang Jiale Du Xinbo Gao Jungong Han OODD 263 0 0 28 Mar 2025
ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification via Multi-Depth NetworksComputer Vision and Pattern Recognition (CVPR), 2025 Erik Wallin Fredrik Kahl Lars Hammarstrand OODD 346 1 0 27 Mar 2025
Benchmarking Post-Hoc Unknown-Category Detection in Food Recognition Lubnaa Abdur Rahman Ioannis Papathanail Lorenzo Brigato Stavroula Mougiakakou 194 0 0 24 Mar 2025
BackMix: Regularizing Open Set Recognition by Removing Underlying Fore-Background PriorsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yu Wang Junxian Mu Hongzhi Huang Qilong Wang Q. Hu Q. Hu 472 5 0 22 Mar 2025
H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution DetectionComputer Vision and Pattern Recognition (CVPR), 2025 Yuhang Liu Wenjie Zhao Yunhui Guo OODD 219 2 0 19 Mar 2025
Defense Against Model Stealing Based on Account-Aware Distribution DiscrepancyAAAI Conference on Artificial Intelligence (AAAI), 2025 Jian-Ping Mei Weibin Zhang Jie Chen Xinyu Zhang Tiantian Zhu AAML 201 0 0 16 Mar 2025
OODD: Test-time Out-of-Distribution Detection with Dynamic DictionaryComputer Vision and Pattern Recognition (CVPR), 2025 Yifeng Yang Lin Zhu Zewen Sun Hengyu Liu Qinying Gu Nanyang Ye OODD 285 2 0 13 Mar 2025
AdaSCALE: Adaptive Scaling for OOD Detection Sudarshan Regmi OODD 483 0 0 11 Mar 2025
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies Chen Xu Tony Nguyen Emma Dixon Christopher Rodriguez Patrick Miller Robert Lee Paarth Shah Rares Andrei Ambrus Haruki Nishimura Masha Itkina OffRL 504 12 0 11 Mar 2025
Evidential Uncertainty Probes for Graph Neural NetworksInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Linlin Yu Kangshuo Li Pritom Kumar Saha Yifei Lou Feng Chen EDL UQCV 377 0 0 11 Mar 2025
Revisiting Out-of-Distribution Detection in Real-time Object Detection: From Benchmark Pitfalls to a New Mitigation Paradigm Weicheng He Changshun Wu Chih-Hong Cheng Xiaowei Huang Saddek Bensalem OODD 359 0 0 10 Mar 2025
OT-DETECTOR: Delving into Optimal Transport for Zero-shot Out-of-Distribution DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Yu Liu Hao Tang Haiqi Zhang Jing Qin Hao Sun OODD 426 2 0 09 Mar 2025
Secure On-Device Video OOD Detection Without Backpropagation Li Li Peilin Cai Yuxiao Zhou Zhiyu Ni Renjie Liang You Qin Yi Nian Zhuowen Tu Xiyang Hu Yue Zhao OODD FedML 271 8 0 08 Mar 2025
Joint Out-of-Distribution Filtering and Data Discovery Active LearningComputer Vision and Pattern Recognition (CVPR), 2025 Sebastian Schmidt Leonard Schenk Leo Schwinn Stephan Günnemann 329 5 0 04 Mar 2025
Open-Insect: Benchmarking Open-Set Recognition of Novel Species in Biodiversity Monitoring Yuyan Chen Nico Lang B. Christian Schmidt Aditya Jain Yves Basset Sara Beery Maxim Larrivée David Rolnick 467 1 0 03 Mar 2025
Delving into Out-of-Distribution Detection with Medical Vision-Language ModelsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Lie Ju Sijin Zhou Yukun Zhou Huimin Lu Zhuoting Zhu P. Keane Zongyuan Ge VLM 262 1 0 02 Mar 2025
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition Yicong Dong Rundong He Guangyao Chen Wentao Zhang Zhongyi Han Jieming Shi Yilong Yin 250 2 0 01 Mar 2025
CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature LeveragingComputer Vision and Pattern Recognition (CVPR), 2025 Zhiwei Ling Yachen Chang Hailiang Zhao Xinkui Zhao Kingsum Chow Shuiguang Deng OODD 424 2 0 01 Mar 2025
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 327 0 0 01 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 362 3 0 28 Feb 2025
Improving Open-world Continual Learning under the Constraints of Scarce Labeled Data Yongbin Li Xiangkun Wang Xin Yang Marcello Bonsangue Jing Zhang Tianrui Li CLL VLM 356 1 0 28 Feb 2025
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer Yujie Li Guannan Lai Xin Yang Yongbin Li Marcello Bonsangue Tianrui Li CLL VLM 352 1 0 27 Feb 2025
Revisiting Kernel Attention with Correlated Gaussian Process RepresentationConference on Uncertainty in Artificial Intelligence (UAI), 2025 Long Minh Bui Tho Tran Huu Duy-Tung Dinh T. Nguyen Trong Nghia Hoang 336 5 0 27 Feb 2025
HALO: Robust Out-of-Distribution Detection via Joint Optimisation Hugo Lyons Keenan S. Erfani Christopher Leckie OODD 504 0 0 27 Feb 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based ApproachComputer Vision and Pattern Recognition (CVPR), 2025 Chen-Chen Zong Sheng-Jun Huang EDL 432 3 0 27 Feb 2025
Shh, don't say that! Domain Certification in LLMsInternational Conference on Learning Representations (ICLR), 2025 Cornelius Emde Alasdair Paren Preetham Arvind Maxime Kayser Tom Rainforth Thomas Lukasiewicz Guohao Li Juil Sock Adel Bibi 319 4 0 26 Feb 2025
Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic GraphsInternational Conference on Learning Representations (ICLR), 2025 Yuhan Chen Yihong Luo Yifan Song Pengwen Dai Jing Tang Xiaochun Cao OODD 394 6 0 25 Feb 2025
HOpenCls: Training Hyperspectral Image Open-Set Classifiers in Their Living Environments Hengwei Zhao Xinyu Wang Zhuo Zheng Jingtao Li Yanfei Zhong VLM 225 0 0 24 Feb 2025
DOSE3 : Diffusion-based Out-of-distribution detection on SE(3) trajectories Hongzhe Cheng Tianyou Zheng Tianyi Zhang Matthew Johnson-Roberson Weiming Zhi DiffM 208 0 0 23 Feb 2025
Harnessing Feature Resonance under Arbitrary Target Alignment for Out-of-Distribution Node Detection Shenzhi Yang Junbo Zhao Shouqing Yang Shouqing Yang Dingyu Yang Xiaofang Zhang Haobo Wang OODD 333 0 0 22 Feb 2025
Detecting OOD Samples via Optimal Transport Scoring FunctionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Heng Gao Zhuolin He Jian Pu OODD 129 0 0 22 Feb 2025
TS-OOD: Evaluating Time-Series Out-of-Distribution Detection and Prospective Directions for Progress Onat Gungor Amanda Rios Nilesh A. Ahuja T. Rosing OODD AI4TS 329 2 0 21 Feb 2025
Leveraging Intermediate Representations for Better Out-of-Distribution Detection Gianluca Guglielmo Marc Masana OODD 250 1 0 18 Feb 2025