Provably Uncertainty-Guided Universal Domain Adaptation

19 September 2022

Papers citing "Provably Uncertainty-Guided Universal Domain Adaptation"

50 / 56 papers shown

Title
A Survey for Large Language Models in Biomedicine Chong Wang Mengyao Li Junjun He Zhongruo Wang Erfan Darzi ... Yi Yu Pietro Liò Tianyun Wang Yu Guang Wang Yiqing Shen LM&MA 92 13 0 29 Aug 2024
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond Minghao Liu Zonglin Di Jiaheng Wei Zhongruo Wang Hengxiang Zhang ... Haobo Wang Lei Feng Jindong Wang James Davis Yang Liu 68 7 0 21 Aug 2024
A Survey for Foundation Models in Autonomous Driving Haoxiang Gao Yaqian Li Kaiwen Long Ming Yang Yiqing Shen VLM LRM 75 29 0 02 Feb 2024
Graph Neural Networks in EEG-based Emotion Recognition: A Survey Chenyu Liu Xin-qiu Zhou Yihao Wu Ruizhi Yang Liming Zhai Ziyu Jia Yang Liu Yang Liu AI4TS 53 12 0 02 Feb 2024
Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning Yu Wang Pengchong Qiao Chang-rui Liu Guoli Song Xiawu Zheng Jie Chen OODD 61 11 0 29 May 2023
Interpretable and Robust AI in EEG Systems: A Survey Xin-qiu Zhou Chenyu Liu Liming Zhai Ziyu Jia Cuntai Guan Yang Liu AAML 107 21 0 21 Apr 2023
Exploiting Inter-Sample Affinity for Knowability-Aware Universal Domain Adaptation Yifan Wang Lin Zhang Ran Song Hongliang Li Lin Ma Wei Emma Zhang 53 6 0 19 Jul 2022
Out-of-Distribution Detection with Deep Nearest Neighbors Yiyou Sun Yifei Ming Xiaojin Zhu Yixuan Li OODD 172 512 0 13 Apr 2022
OVANet: One-vs-All Network for Universal Domain Adaptation Kuniaki Saito Kate Saenko 85 149 0 07 Apr 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 71 339 0 22 Mar 2021
Dynamic Weighted Learning for Unsupervised Domain Adaptation Ning Xiao Lei Zhang 35 145 0 22 Mar 2021
On the Effectiveness of Image Rotation for Open Set Domain Adaptation S. Bucci Mohammad Reza Loghmani Tatiana Tommasi 101 149 0 24 Jul 2020
Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa 51 130 0 22 Jul 2020
Regularizing Deep Networks with Semantic Data Augmentation Yulin Wang Gao Huang Shiji Song Xuran Pan Yitong Xia Cheng Wu 76 157 0 21 Jul 2020
A Manifold Proximal Linear Method for Sparse Spectral Clustering with Application to Single-Cell RNA Sequencing Data Analysis Zhongruo Wang Bingyuan Liu Shixiang Chen Shiqian Ma Lingzhou Xue Hongyu Zhao 18 21 0 18 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 65 598 0 16 Jul 2020
Contrastive Training for Improved Out-of-Distribution Detection Jim Winkens Rudy Bunel Abhijit Guha Roy Robert Stanforth Vivek Natarajan ... Alan Karthikesalingam Simon A. A. Kohl taylan. cemgil S. M. Ali Eslami Olaf Ronneberger OODD 105 240 0 10 Jul 2020
Universal Source-Free Domain Adaptation Jogendra Nath Kundu Naveen Venkat V. RahulM. R. Venkatesh Babu VLM TTA 61 342 0 09 Apr 2020
A Balanced and Uncertainty-aware Approach for Partial Domain Adaptation Jian Liang Yunbo Wang Dapeng Hu Ran He Jiashi Feng 199 108 0 05 Mar 2020
Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data Yen-Chang Hsu Yilin Shen Hongxia Jin Z. Kira OODD 73 570 0 26 Feb 2020
Universal Domain Adaptation through Self Supervision Kuniaki Saito Donghyun Kim Stan Sclaroff Kate Saenko OOD TTA 77 320 0 19 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 361 42,299 0 03 Dec 2019
Nonconvex Stochastic Nested Optimization via Stochastic ADMM Zhongruo Wang 26 2 0 12 Nov 2019
Input complexity and out-of-distribution detection with likelihood-based generative models Joan Serrà David Álvarez Vicencc Gómez Olga Slizovskaia José F. Núñez Jordi Luque OODD 126 276 0 25 Sep 2019
Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Qing Yu Kiyoharu Aizawa OODD 45 166 0 14 Aug 2019
Attract or Distract: Exploit the Margin of Open Set Qianyu Feng Guoliang Kang Hehe Fan Yezhou Yang 42 56 0 06 Aug 2019
Out-of-Distribution Detection Using Neural Rendering Generative Models Yujia Huang Sihui Dai T. Nguyen Richard G. Baraniuk Anima Anandkumar OODD 40 14 0 10 Jul 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath D. Song OOD SSL 56 944 0 28 Jun 2019
Detecting Out-of-Distribution Inputs to Deep Generative Models Using Typicality Eric T. Nalisnick Akihiro Matsukawa Yee Whye Teh Balaji Lakshminarayanan OODD 47 86 0 07 Jun 2019
Likelihood Ratios for Out-of-Distribution Detection Jie Jessie Ren Peter J. Liu Emily Fertig Jasper Snoek Ryan Poplin M. DePristo Joshua V. Dillon Balaji Lakshminarayanan OODD 164 720 0 07 Jun 2019
Out-of-Distribution Detection for Generalized Zero-Shot Action Recognition Devraj Mandal Sanath Narayan Sai Kumar Dwivedi Vikram Gupta Shuaib Ahmed Fahad Shahbaz Khan Ling Shao OODD 42 142 0 18 Apr 2019
Large-Scale Long-Tailed Recognition in an Open World Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu 142 1,156 0 10 Apr 2019
Learning to Transfer Examples for Partial Domain Adaptation Zhangjie Cao Kaichao You Mingsheng Long Jianmin Wang Qiang Yang 60 274 0 28 Mar 2019
Contrastive Adaptation Network for Unsupervised Domain Adaptation Guoliang Kang Lu Jiang Yi Yang Alexander G. Hauptmann 100 834 0 04 Jan 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 163 1,475 0 11 Dec 2018
Classification-Reconstruction Learning for Open-Set Recognition Ryota Yoshihashi Wen Shao Rei Kawakami Shaodi You M. Iida T. Naemura BDL 55 325 0 11 Dec 2018
Moment Matching for Multi-Source Domain Adaptation Xingchao Peng Qinxun Bai Xide Xia Zijun Huang Kate Saenko Bo Wang OOD 128 1,788 0 04 Dec 2018
Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out Classifiers Apoorv Vyas Nataraj Jammalamadaka Xia Zhu Dipankar Das Bharat Kaul Theodore L. Willke OODD 49 246 0 04 Sep 2018
Out-of-Distribution Detection using Multiple Semantic Label Representations Gabi Shalev Yossi Adi Joseph Keshet OODD 67 85 0 20 Aug 2018
Partial Adversarial Domain Adaptation Zhangjie Cao Li-jie Ma Mingsheng Long Jianmin Wang 83 436 0 10 Aug 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 157 2,044 0 10 Jul 2018
Generative Probabilistic Novelty Detection with Adversarial Autoencoders Stanislav Pidhorskyi Ranya Almohsen Donald Adjeroh Gianfranco Doretto UQCV 40 321 0 06 Jul 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 86 606 0 28 May 2018
Open Set Domain Adaptation by Backpropagation Kuniaki Saito Shohei Yamamoto Yoshitaka Ushiku Tatsuya Harada VLM 71 505 0 27 Apr 2018
Importance Weighted Adversarial Nets for Partial Domain Adaptation Jing Zhang Zewei Ding W. Li P. Ogunbona 64 419 0 25 Mar 2018
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito Kohei Watanabe Yoshitaka Ushiku Tatsuya Harada 95 1,786 0 07 Dec 2017
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 113 881 0 26 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 271 9,743 0 25 Oct 2017
VisDA: The Visual Domain Adaptation Challenge Xingchao Peng Ben Usman Neela Kaushik Judy Hoffman Dequan Wang Kate Saenko OOD 81 800 0 18 Oct 2017
Partial Transfer Learning with Selective Adversarial Networks Zhangjie Cao Mingsheng Long Jianmin Wang Michael I. Jordan GAN 72 439 0 25 Jul 2017