Energy-based Out-of-distribution Detection

8 October 2020

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

50 / 812 papers shown

Title
Improving Open-world Continual Learning under the Constraints of Scarce Labeled Data Heng Chang Xiangkun Wang Xin Yang Marcello Bonsangue Jingyang Zhang Tianrui Li CLL VLM 54 0 0 28 Feb 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach Chen-Chen Zong Sheng-Jun Huang EDL 92 0 0 27 Feb 2025
Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer Yujie Li Guannan Lai Xin Yang Heng Chang Marcello Bonsangue Tianrui Li CLL VLM 79 0 0 27 Feb 2025
HALO: Robust Out-of-Distribution Detection via Joint Optimisation Hugo Lyons Keenan S. Erfani Christopher Leckie OODD 212 0 0 27 Feb 2025
Revisiting Kernel Attention with Correlated Gaussian Process Representation Long Minh Bui Tho Tran Huu Duy-Tung Dinh T. Nguyen Trong Nghia Hoang 52 2 0 27 Feb 2025
Shh, don't say that! Domain Certification in LLMs Cornelius Emde Alasdair Paren Preetham Arvind Maxime Kayser Tom Rainforth Thomas Lukasiewicz Guohao Li Philip H. S. Torr Adel Bibi 53 1 0 26 Feb 2025
Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs Yuhan Chen Yihong Luo Yifan Song Pengwen Dai Jing Tang Xiaochun Cao OODD 46 1 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 54 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 55 0 0 23 Feb 2025
Category-free Out-of-Distribution Node Detection with Feature Resonance Shenzhi Yang Junbo Zhao Shouqing Yang Yixuan Li Dingyu Yang Xiaofang Zhang Haobo Wang OODD 51 0 0 22 Feb 2025
Detecting OOD Samples via Optimal Transport Scoring Function Heng Gao Zhuolin He Jian Pu OODD 37 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 47 0 0 21 Feb 2025
A Survey of Text Classification Under Class Distribution Shift Adriana Valentina Costache Silviu Florin Gheorghe Eduard Poesina Paul Irofti Radu Tudor Ionescu OOD VLM 60 0 0 18 Feb 2025
Leveraging Intermediate Representations for Better Out-of-Distribution Detection Gianluca Guglielmo Marc Masana OODD 68 0 0 18 Feb 2025
Benchmarking Predictive Coding Networks -- Made Simple Luca Pinchetti Chang Qi Oleh Lokshyn Gaspard Olivers Cornelius Emde ... Simon Frieder Bayar I. Menzat Rafal Bogacz Thomas Lukasiewicz Tommaso Salvatori 130 5 0 17 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 60 5 0 17 Feb 2025
Exploring Active Data Selection Strategies for Continuous Training in Deepfake Detection Yoshihiko Furuhashi Junichi Yamagishi Xin Eric Wang H. Nguyen Isao Echizen 45 0 0 11 Feb 2025
GOLD: Graph Out-of-Distribution Detection via Implicit Adversarial Latent Generation Danny Wang Ruihong Qiu Guangdong Bai Zi Huang 110 0 0 09 Feb 2025
Out-of-Distribution Detection using Synthetic Data Generation Momin Abbas Muneeza Azmat R. Horesh Mikhail Yurochkin 47 1 0 05 Feb 2025
PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Yu Feng Yangli-ao Geng Yifan Zhu Zongfu Han Xie Yu Kaiwen Xue Haoran Luo Mengyang Sun Guangwei Zhang Meina Song FedML MoE 62 0 0 01 Feb 2025
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition Arthur Hoarau Benjamin Quost Sébastien Destercke Willem Waegeman UQCV UD PER 72 0 0 30 Jan 2025
Topology of Out-of-Distribution Examples in Deep Neural Networks Esha Datta Johanna Hennig Eva Domschot Connor Mattes Michael R. Smith 72 0 0 21 Jan 2025
Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach Nicolas Atienza Christophe Labreuche Johanne Cohen Michele Sebag OODD AAML 149 0 0 20 Jan 2025
ARES: Auxiliary Range Expansion for Outlier Synthesis Eui-Soo Jung Hae-Hun Seo Hyun-Woo Jung Je-Geon Oh Yoon-Yeong Kim OODD 51 0 0 11 Jan 2025
Concept Matching with Agent for Out-of-Distribution Detection YuXiao Lee Xiaofeng Cao Jingcai Guo Wei Ye Qing-Wu Guo Yi Chang 66 0 0 08 Jan 2025
Self-Supervised Likelihood Estimation with Energy Guidance for Anomaly Segmentation in Urban Scenes Yuanpeng Tu Yuxi Li Boshen Zhang Liang Liu Jingyang Zhang Yishuo Wang C. Zhao 61 3 0 03 Jan 2025
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 46 0 0 23 Dec 2024
Out-of-Distribution Detection with Prototypical Outlier Proxy Mingrong Gong Chaoqi Chen Qingqiang Sun Yue Wang Hui Huang OODD 100 1 0 22 Dec 2024
Adaptive Hierarchical Graph Cut for Multi-granularity Out-of-distribution Detection Xiang Fang Arvind Easwaran B. Genest Ponnuthurai Nagaratnam Suganthan OODD 80 0 0 20 Dec 2024
Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation Burak Ekim G. Tadesse Caleb Robinson G. Q. Hacheme Michael Schmitt Rahul Dodhia J. L. Ferres OODD 102 1 0 18 Dec 2024
Open-World Panoptic Segmentation Matteo Sodano Federico Magistri Jens Behley Cyrill Stachniss VLM 76 0 0 17 Dec 2024
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection Haonan Xu Yang Yang OODD 86 1 0 17 Dec 2024
Mining In-distribution Attributes in Outliers for Out-of-distribution Detection Yutian Lei Luping Ji Pei Liu OODD 86 0 0 16 Dec 2024
How not to Stitch Representations to Measure Similarity: Task Loss Matching versus Direct Matching András Balogh Márk Jelasity 87 0 0 15 Dec 2024
Safety Monitoring of Machine Learning Perception Functions: a Survey Raul Sena Ferreira Joris Guérin Kevin Delmas Jérémie Guiochet H. Waeselynck 72 0 0 09 Dec 2024
Your Data Is Not Perfect: Towards Cross-Domain Out-of-Distribution Detection in Class-Imbalanced Data Xiang Fang Arvind Easwaran B. Genest Ponnuthurai Nagaratnam Suganthan 83 14 0 09 Dec 2024
Soft Checksums to Flag Untrustworthy Machine Learning Surrogate Predictions and Application to Atomic Physics Simulations Casey Lauer Robert C. Blake Jonathan B. Freund 74 0 0 04 Dec 2024
NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision Sandesh Pokhrel Sanjay Bhandari Sharib Ali Tryphon Lambrou Anh Nguyen Yash Raj Shrestha Angus Watson Danail Stoyanov P. Gyawali Binod Bhattarai 72 1 0 02 Dec 2024
Learning Structured Representations with Hyperbolic Embeddings Aditya Sinha Siqi Zeng M. Yamada Han Zhao 85 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 99 1 0 27 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 89 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 117 2 0 22 Nov 2024
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 71 1 0 22 Nov 2024
Semantic or Covariate? A Study on the Intractable Case of Out-of-Distribution Detection Xingming Long Jie M. Zhang Shiguang Shan Xilin Chen OODD 50 0 0 18 Nov 2024
Targeting Negative Flips in Active Learning using Validation Sets Ryan Benkert Mohit Prabhushankar Ghassan AlRegib AAML 37 0 0 16 Nov 2024
Going Beyond Conventional OOD Detection Sudarshan Regmi OODD 58 1 0 16 Nov 2024
Disentangling Tabular Data Towards Better One-Class Anomaly Detection Jianan Ye Zhaorui Tan Yijie Hu Xi Yang Guangliang Cheng K. Huang 33 0 0 12 Nov 2024
Feature-Space Semantic Invariance: Enhanced OOD Detection for Open-Set Domain Generalization Haoliang Wang Chen Zhao Feng Chen 29 1 0 11 Nov 2024
Robust Fine-tuning of Zero-shot Models via Variance Reduction B. Zhu Jiequan Cui H. Zhang VLM OODD 43 1 0 11 Nov 2024
Deep Active Learning in the Open World Tian Xie Jifan Zhang Haoyue Bai R. Nowak VLM 149 1 0 10 Nov 2024