Towards Open Set Deep Networks

19 November 2015

Terrance Boult

Papers citing "Towards Open Set Deep Networks"

50 / 269 papers shown

Title
Mitigating Neural Network Overconfidence with Logit Normalization Hongxin Wei Renchunzi Xie Hao-Ran Cheng Lei Feng Bo An Yixuan Li OODD 163 268 0 19 May 2022
Evaluating Uncertainty Calibration for Open-Set Recognition Zongyao Lyu Nolan B. Gutierrez William J. Beksi UQCV 35 1 0 15 May 2022
A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness J. Liu Shreyas Padhy Jie Jessie Ren Zi Lin Yeming Wen Ghassen Jerfel Zachary Nado Jasper Snoek Dustin Tran Balaji Lakshminarayanan UQCV BDL 26 48 0 01 May 2022
Learning to Classify Open Intent via Soft Labeling and Manifold Mixup Zifeng Cheng Zhiwei Jiang Yafeng Yin Cong Wang Qing Gu VLM 24 13 0 16 Apr 2022
Expanding Low-Density Latent Regions for Open-Set Object Detection Jiaming Han Yuqiang Ren Jian Ding Xingjia Pan Ke Yan Guisong Xia ObjD 40 59 0 28 Mar 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 26 112 0 28 Mar 2022
Incremental Few-Shot Learning via Implanting and Compressing Yiting Li H. Zhu Xijia Feng Zilong Cheng Jun Ma Cheng Xiang P. Vadakkepat T. Lee CLL VLM 27 2 0 19 Mar 2022
Contrastive Learning for Cross-Domain Open World Recognition Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 37 3 0 17 Mar 2022
PMAL: Open Set Recognition via Robust Prototype Mining Jing Lu Yunxu Xu Hao Li Zhanzhan Cheng Yi Niu 29 53 0 16 Mar 2022
OpenTAL: Towards Open Set Temporal Action Localization Wentao Bao Qi Yu Yu Kong EDL 37 26 0 10 Mar 2022
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? Yifei Ming Yiyou Sun Ousmane Amadou Dia Yixuan Li OODD 26 96 0 08 Mar 2022
Conditional Reconstruction for Open-set Semantic Segmentation Ian Nunes M. B. Pereira Hugo Oliveira J. A. dos Santos Marcus Poggi de Aragão ISeg VLM 23 7 0 02 Mar 2022
Addressing Randomness in Evaluation Protocols for Out-of-Distribution Detection Konstantin Kirchheim Tim Gonschorek F. Ortmeier OODD 36 2 0 01 Mar 2022
Cyclical Focal Loss L. Smith 35 14 0 16 Feb 2022
Open-set Adversarial Defense with Clean-Adversarial Mutual Learning Rui Shao Pramuditha Perera Pong C. Yuen Vishal M. Patel AAML 28 32 0 12 Feb 2022
White-Box Attacks on Hate-speech BERT Classifiers in German with Explicit and Implicit Character Level Defense Shahrukh Khan Mahnoor Shahid Navdeeppal Singh AAML 39 3 0 11 Feb 2022
Active Learning for Open-set Annotation Kun-Peng Ning Xun Zhao Yu Li Sheng-Jun Huang 22 35 0 18 Jan 2022
Open-Set Recognition of Breast Cancer Treatments Alexander Cao Diego Klabjan Yuan Luo BDL OOD 32 1 0 09 Jan 2022
Generalized Category Discovery S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman 40 188 0 07 Jan 2022
Extending One-Stage Detection with Open-World Proposals Sachin Konan Kevin J Liang Li Yin ObjD 26 10 0 07 Jan 2022
UMAD: Universal Model Adaptation under Domain and Category Shift Jian Liang Dapeng Hu Jiashi Feng Ran He 36 30 0 16 Dec 2021
Learning to Detect Every Thing in an Open World Kuniaki Saito Ping Hu Trevor Darrell Kate Saenko ObjD VLM 19 45 0 03 Dec 2021
Uncertainty Aware Proposal Segmentation for Unknown Object Detection Yimeng Li Jana Kosecka UQCV 36 19 0 25 Nov 2021
ReAct: Out-of-distribution Detection With Rectified Activations Yiyou Sun Chuan Guo Yixuan Li OODD 43 457 0 24 Nov 2021
DICE: Leveraging Sparsification for Out-of-Distribution Detection Yiyou Sun Yixuan Li OODD 38 152 0 18 Nov 2021
Synthetic Unknown Class Learning for Learning Unknowns Jaeyeon Jang 25 2 0 15 Nov 2021
Automatic Hand Sign Recognition: Identify Unusuality through Latent Cognizance Pisit Nakjai Tatpong Katanyukul 20 7 0 29 Oct 2021
Seeing biodiversity: perspectives in machine learning for wildlife conservation D. Tuia B. Kellenberger Sara Beery Blair R. Costelloe Silvia Zuffi ... I. Couzin Grant Van Horn M. Crofoot Chuck Stewart T. Berger-Wolf 33 392 0 25 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 193 881 0 21 Oct 2021
Spatial Location Constraint Prototype Loss for Open Set Recognition Ziheng Xia Ganggang Dong Penghui Wang Hongwei Liu UQCV BDL 32 18 0 21 Oct 2021
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Yuqing Hu Vincent Gripon S. Pateux 47 37 0 18 Oct 2021
Open-Set Recognition: a Good Closed-Set Classifier is All You Need? S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman BDL 169 411 0 12 Oct 2021
Zero-bias Deep Neural Network for Quickest RF Signal Surveillance Yongxin Liu Yingjie Chen Jian Wang Shuteng Niu Dahai Liu Haoze Song 36 8 0 12 Oct 2021
Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach Qitian Wu Chenxiao Yang Junchi Yan 27 32 0 09 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 153 212 0 07 Oct 2021
Objects in Semantic Topology Shuo Yang Pei Sun Yi-Xin Jiang Xiaobo Xia Ruiheng Zhang Zehuan Yuan Changhu Wang Ping Luo Min Xu ObjD 89 29 0 06 Oct 2021
A novel network training approach for open set image recognition Md Tahmid Hossaina S. Teng Guojun Lu Ferdous Sohel 26 0 0 27 Sep 2021
One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification Jedrzej Kozerawski M. Turk VLM MQ 27 5 0 14 Sep 2021
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition Hanlei Zhang Xiaoteng Li Hua Xu Panpan Zhang Kang Zhao Kai Gao 34 35 0 13 Sep 2021
Open Set RF Fingerprinting using Generative Outlier Augmentation Samurdhi Karunaratne Samer S. Hanna D. Cabric 18 9 0 30 Aug 2021
NGC: A Unified Framework for Learning with Open-World Noisy Data Zhi-Fan Wu Tong Wei Jianwen Jiang Chaojie Mao Mingqian Tang Yu-Feng Li 11 81 0 25 Aug 2021
A Survey on Open Set Recognition Atefeh Mahdavi Marco M. Carvalho BDL 29 35 0 18 Aug 2021
CODEs: Chamfer Out-of-Distribution Examples against Overconfidence Issue Keke Tang Dingruibo Miao Weilong Peng Jianpeng Wu Yawen Shi Zhaoquan Gu Zhihong Tian Wenping Wang OODD 148 30 0 13 Aug 2021
Relation-aware Compositional Zero-shot Learning for Attribute-Object Pair Recognition Ziwei Xu Guangzhi Wang Yongkang Wong Mohan S. Kankanhalli 54 26 0 10 Aug 2021
M2IOSR: Maximal Mutual Information Open Set Recognition Xin Sun Henghui Ding Chi Zhang Guosheng Lin K. Ling 23 17 0 05 Aug 2021
Bayesian Embeddings for Few-Shot Open World Recognition John Willes James Harrison Ali Harakeh Chelsea Finn Marco Pavone Steven Waslander BDL OffRL 27 18 0 29 Jul 2021
Energy-Based Open-World Uncertainty Modeling for Confidence Calibration Yezhen Wang Bo-wen Li Tong Che Kaiyang Zhou Ziwei Liu Dongsheng Li UQCV 22 47 0 27 Jul 2021
Evidential Deep Learning for Open Set Action Recognition Wentao Bao Qi Yu Yu Kong CML EDL 21 135 0 21 Jul 2021
Learning Bounds for Open-Set Learning Zhen Fang Jie Lu Anjin Liu Feng Liu Guangquan Zhang 23 61 0 30 Jun 2021
OpenCoS: Contrastive Semi-supervised Learning for Handling Open-set Unlabeled Data Jongjin Park Sukmin Yun Jongheon Jeong Jinwoo Shin 31 29 0 29 Jun 2021