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Energy-based Out-of-distribution Detection

8 October 2020

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

50 / 847 papers shown

Title
Improving Selective Visual Question Answering by Learning from Your Peers Corentin Dancette Spencer Whitehead Rishabh Maheshwary Ramakrishna Vedantam Stefan Scherer Xinlei Chen Matthieu Cord Marcus Rohrbach AAML OOD 82 17 0 14 Jun 2023
Distribution Shift Inversion for Out-of-Distribution Prediction Runpeng Yu Songhua Liu Xingyi Yang Xinchao Wang OODD 100 19 0 14 Jun 2023
How Does Fine-Tuning Impact Out-of-Distribution Detection for Vision-Language Models? Yifei Ming Yixuan Li OODD VLM 87 42 0 09 Jun 2023
Conservative Prediction via Data-Driven Confidence Minimization Caroline Choi Fahim Tajwar Yoonho Lee Huaxiu Yao Ananya Kumar Chelsea Finn 71 5 0 08 Jun 2023
Open Set Relation Extraction via Unknown-Aware Training Jun Zhao Xin Zhao Wenyu Zhan Qi Zhang Tao Gui Zhongyu Wei Yunwen Chen Xiang Gao Xuanjing Huang 40 3 0 08 Jun 2023
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability Jianing Zhu Hengzhuang Li Jiangchao Yao Tongliang Liu Jianliang Xu Bo Han OODD 80 13 0 06 Jun 2023
A Functional Data Perspective and Baseline On Multi-Layer Out-of-Distribution Detection Eduardo Dadalto Camara Gomes Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida OODD 401 2 0 06 Jun 2023
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization Yebin Liu Chris Xing Tian Haoliang Li Lei Ma Shiqi Wang UQCV 98 21 0 05 Jun 2023
Provable Dynamic Fusion for Low-Quality Multimodal Data Qingyang Zhang Haitao Wu Changqing Zhang Qinghua Hu Huazhu Fu Qiufeng Wang Xi Peng 114 62 0 03 Jun 2023
DOS: Diverse Outlier Sampling for Out-of-Distribution Detection Wenyu Jiang Hao Cheng Mingcai Chen Chongjun Wang Hongxin Wei OOD OODD 107 11 0 03 Jun 2023
LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning Atsuyuki Miyai Qing Yu Go Irie Kiyoharu Aizawa OODD 143 72 0 02 Jun 2023
In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation Julian Bitterwolf Maximilian Müller Matthias Hein OODD 102 92 0 01 Jun 2023
Anomaly Detection with Variance Stabilized Density Estimation Amit Rozner Barak Battash Henry Li Lior Wolf Ofir Lindenbaum 88 2 0 01 Jun 2023
Semantic Role Labeling Guided Out-of-distribution Detection Jinan Zou Maihao Guo Yu Tian Yuhao Lin Hai Cao Lingqiao Liu Ehsan Abbasnejad Javen Qinfeng Shi OODD 130 1 0 29 May 2023
T2FNorm: Extremely Simple Scaled Train-time Feature Normalization for OOD Detection Sudarshan Regmi Bibek Panthi S. Dotel P. Gyawali Danail Stoynov Binod Bhattarai OODD 52 3 0 28 May 2023
GVdoc: Graph-based Visual Document Classification Fnu Mohbat Mohammed J Zaki Catherine Finegan-Dollak Ashish Verma OOD 70 1 0 26 May 2023
Building One-class Detector for Anything: Open-vocabulary Zero-shot OOD Detection Using Text-image Models Yunhao Ge Jie Jessie Ren Jiaping Zhao Kaifeng Chen Andrew Gallagher Laurent Itti Balaji Lakshminarayanan VLM ObjD 46 1 0 26 May 2023
Maskomaly:Zero-Shot Mask Anomaly Segmentation J. Ackermann Daniel Gehrig Feng Yu ISeg 124 25 0 26 May 2023
Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection Marc Lafon Elias Ramzi Clément Rambour Nicolas Thome OODD 133 10 0 26 May 2023
Energy-based Detection of Adverse Weather Effects in LiDAR Data Aldi Piroli Vinzenz Dallabetta Johannes Kopp M. Walessa D. Meissner Klaus C. J. Dietmayer 49 18 0 25 May 2023
How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks L. F. P. Cattelan Danilo Silva UQCV 123 6 0 24 May 2023
Gaussian Latent Representations for Uncertainty Estimation using Mahalanobis Distance in Deep Classifiers A. Venkataramanan Assia Benbihi Martin Laviale C´edric Pradalier UQCV 82 9 0 23 May 2023
Online Open-set Semi-supervised Object Detection with Dual Competing Head Zerun Wang Ling Xiao Liuyu Xiang Zhaotian Weng Toshihiko Yamasaki 68 0 0 23 May 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection Rheeya Uppaal Junjie Hu Yixuan Li OODD 207 36 0 22 May 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 132 96 0 19 May 2023
Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata 92 7 0 16 May 2023
Monitoring and Adapting ML Models on Mobile Devices Wei Hao Zixi Wang Lauren Hong Lingxi Li Nader Karayanni Chengzhi Mao Junfeng Yang Asaf Cidon OffRL 61 4 0 12 May 2023
Simple Token-Level Confidence Improves Caption Correctness Suzanne Petryk Spencer Whitehead Joseph E. Gonzalez Trevor Darrell Anna Rohrbach Marcus Rohrbach 90 7 0 11 May 2023
Maintaining Stability and Plasticity for Predictive Churn Reduction George Adam B. Haibe-Kains Anna Goldenberg 52 1 0 06 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts Hao Lang Yinhe Zheng Binyuan Hui Fei Huang Yongbin Li 84 4 0 05 May 2023
A Survey on Out-of-Distribution Detection in NLP Hao Lang Yinhe Zheng Yixuan Li Jian Sun Feiling Huang Yongbin Li 91 25 0 05 May 2023
Out-of-distribution detection algorithms for robust insect classification M. Saadati Prithviraj Ammanabrolu Shivani Chiranjeevi Talukder Zaki Jubery Mark O. Riedl Soumik Sarkar Arti Singh Baskar Ganapathysubramanian OODD 83 10 0 02 May 2023
Great Models Think Alike: Improving Model Reliability via Inter-Model Latent Agreement Ailin Deng Miao Xiong Bryan Hooi 205 7 0 02 May 2023
Personalized Federated Learning under Mixture of Distributions Yue Wu Shuaicheng Zhang Wenchao Yu Yanchi Liu Quanquan Gu Dawei Zhou Haifeng Chen Wei Cheng FedML 130 47 0 01 May 2023
K-means Clustering Based Feature Consistency Alignment for Label-free Model Evaluation Shuyu Miao Lin Zheng Qingbin Liu and Hong Jin 77 6 0 17 Apr 2023
Unified Out-Of-Distribution Detection: A Model-Specific Perspective Reza Averly Wei-Lun Chao OODD 82 14 0 13 Apr 2023
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia Detection S. Soltanieh J. Hashemi Ali Etemad 85 12 0 13 Apr 2023
Re-Weighted Softmax Cross-Entropy to Control Forgetting in Federated Learning G. Legate Lucas Caccia Eugene Belilovsky FedML 91 11 0 11 Apr 2023
Open Set Classification of GAN-based Image Manipulations via a ViT-based Hybrid Architecture Jun Wang Omran Alamayreh B. Tondi Mauro Barni CVBM 77 8 0 11 Apr 2023
Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning Deepak Ravikumar Gobinda Saha Sai Aparna Aketi Kaushik Roy 88 2 0 09 Apr 2023
Exploring the Connection between Robust and Generative Models Senad Beadini I. Masi AAML 69 2 0 08 Apr 2023
On-site Noise Exposure technique for noise-robust machine fault classification Wonjun Yi Jung-Woo Choi 23 0 0 07 Apr 2023
Probing the Purview of Neural Networks via Gradient Analysis Jinsol Lee Charles Lehman Mohit Prabhushankar Ghassan AlRegib 104 8 0 06 Apr 2023
EGC: Image Generation and Classification via a Diffusion Energy-Based Model Qiushan Guo Chuofan Ma Yi Jiang Zehuan Yuan Yizhou Yu Ping Luo DiffM 82 8 0 04 Apr 2023
Selective Knowledge Sharing for Privacy-Preserving Federated Distillation without A Good Teacher Jiawei Shao Fangzhao Wu Jun Zhang FedML 140 33 0 04 Apr 2023
Fully Variational Noise-Contrastive Estimation Christopher Zach BDL DRL 98 2 0 04 Apr 2023
Establishing baselines and introducing TernaryMixOE for fine-grained out-of-distribution detection Noah Fleischmann Walter D. Bennette Nathan Inkawhich OODD 30 0 0 30 Mar 2023
ImageNet-E: Benchmarking Neural Network Robustness via Attribute Editing Xiaodan Li YueFeng Chen Yao Zhu Shuhui Wang Rong Zhang Hui Xue 82 25 0 30 Mar 2023
OpenMix: Exploring Outlier Samples for Misclassification Detection Fei Zhu Zhen Cheng Xu-Yao Zhang Cheng-Lin Liu UQCV 82 36 0 30 Mar 2023
Diffusion Denoised Smoothing for Certified and Adversarial Robust Out-Of-Distribution Detection Nicola Franco Daniel Korth J. Lorenz Karsten Roscher Stephan Guennemann 60 5 0 27 Mar 2023