Perception and Semantic Aware Regularization for Sequential Confidence Calibration

31 May 2023

Shuangping Huang

ArXiv (abs)PDF HTML Github (10★)

Papers citing "Perception and Semantic Aware Regularization for Sequential Confidence Calibration"

50 / 61 papers shown

Title
Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model Shuangping Huang Y. Luo Zhenzhou Zhuang Jin-Gang Yu Mengchao He Yongpan Wang 60 8 0 13 Mar 2023
Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study Haiyang Yu Jingye Chen Bin Li Jianqi Ma Mengnan Guan Xixi Xu Xiaocong Wang Shaobo Qu Xiangyang Xue 62 55 0 30 Dec 2021
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Bingyuan Liu Ismail Ben Ayed Adrian Galdran Jose Dolz UQCV 69 69 0 30 Nov 2021
Evidential Deep Learning for Open Set Action Recognition Wentao Bao Qi Yu Yu Kong CML EDL 94 141 0 21 Jul 2021
Conformer: Local Features Coupling Global Representations for Visual Recognition Zhiliang Peng Wei Huang Shanzhi Gu Lingxi Xie Yaowei Wang Jianbin Jiao QiXiang Ye ViT 63 544 0 09 May 2021
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems Shohei Enomoto Takeharu Eda UQCV 64 17 0 15 Apr 2021
Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition Shancheng Fang Hongtao Xie Yuxin Wang Zhendong Mao Yongdong Zhang 70 306 0 11 Mar 2021
Parameterized Temperature Scaling for Boosting the Expressive Power in Post-Hoc Uncertainty Calibration Christian Tomani Daniel Cremers Florian Buettner UQCV 50 36 0 24 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 100 264 0 18 Feb 2021
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Mamshad Nayeem Rizve Kevin Duarte Yogesh S Rawat M. Shah 311 519 0 15 Jan 2021
On Calibration of Scene-Text Recognition Models Ron Slossberg Oron Anschel Amir Markovitz Ron Litman Aviad Aberdam Shahar Tsiper Shai Mazor Jon Wu R. Manmatha 45 13 0 23 Dec 2020
Mitigating Bias in Calibration Error Estimation Rebecca Roelofs Nicholas Cain Jonathon Shlens Michael C. Mozer 72 95 0 15 Dec 2020
Improving model calibration with accuracy versus uncertainty optimization R. Krishnan Omesh Tickoo UQCV 245 164 0 14 Dec 2020
Unified Streaming and Non-streaming Two-pass End-to-end Model for Speech Recognition Binbin Zhang Di Wu Zhuoyuan Yao Xiong Wang F. Yu Chao Yang Liyong Guo Yaguang Hu Lei Xie X. Lei 76 81 0 10 Dec 2020
Local Temperature Scaling for Probability Calibration Zhipeng Ding Xu Han Peirong Liu Marc Niethammer 97 81 0 12 Aug 2020
Cross-Domain Facial Expression Recognition: A Unified Evaluation Benchmark and Adversarial Graph Learning Tianshui Chen Tao Pu Hefeng Wu Yuan Xie Lingbo Liu Liang Lin 65 101 0 03 Aug 2020
Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning Wentao Bao Qi Yu Yu Kong 78 145 0 01 Aug 2020
Multi-Class Uncertainty Calibration via Mutual Information Maximization-based Binning Kanil Patel William H. Beluch Binh Yang Michael Pfeiffer Dan Zhang UQCV 64 34 0 23 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 285 5,801 0 20 Jun 2020
SEED: Semantics Enhanced Encoder-Decoder Framework for Scene Text Recognition Zhi Qiao Yu Zhou Dongbao Yang Yucan Zhou Weiping Wang 69 228 0 22 May 2020
Conformer: Convolution-augmented Transformer for Speech Recognition Anmol Gulati James Qin Chung-Cheng Chiu Niki Parmar Yu Zhang ... Wei Han Shibo Wang Zhengdong Zhang Yonghui Wu Ruoming Pang 223 3,139 0 16 May 2020
On Vocabulary Reliance in Scene Text Recognition Zhaoyi Wan Jielei Zhang Liang Zhang Jiebo Luo Cong Yao 69 57 0 08 May 2020
On the Inference Calibration of Neural Machine Translation Shuo Wang Zhaopeng Tu Shuming Shi Yang Liu 81 82 0 03 May 2020
Towards Accurate Scene Text Recognition with Semantic Reasoning Networks Deli Yu Xuan Li Chengquan Zhang Junyu Han Jingtuo Liu Errui Ding 92 287 0 27 Mar 2020
SCATTER: Selective Context Attentional Scene Text Recognizer Ron Litman Oron Anschel Shahar Tsiper R. Litman Shai Mazor R. Manmatha 69 135 0 25 Mar 2020
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 291 300 0 17 Mar 2020
Mix-n-Match: Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning Jize Zhang B. Kailkhura T. Y. Han UQCV 85 227 0 16 Mar 2020
Calibrating Deep Neural Networks using Focal Loss Jishnu Mukhoti Viveka Kulharia Amartya Sanyal Stuart Golodetz Philip Torr P. Dokania UQCV 81 463 0 21 Feb 2020
Active Learning for Sound Event Detection Shuyang Zhao Toni Heittola Tuomas Virtanen 42 27 0 12 Feb 2020
Probability Calibration for Knowledge Graph Embedding Models Pedro Tabacof Luca Costabello 52 46 0 20 Dec 2019
ICDAR 2019 Robust Reading Challenge on Reading Chinese Text on Signboard Xi Liu Rui Zhang Yongsheng Zhou Qianyi Jiang Qi Song ... X. Bai Baoguang Shi Dimosthenis Karatzas Shijian Lu C. V. Jawahar 3DV 52 157 0 20 Dec 2019
Distance-Based Learning from Errors for Confidence Calibration Chen Xing Sercan O. Arik Zizhao Zhang Tomas Pfister FedML 56 39 0 03 Dec 2019
Learn-By-Calibrating: Using Calibration as a Training Objective Jayaraman J. Thiagarajan Bindya Venkatesh Deepta Rajan UQCV 42 6 0 30 Oct 2019
MASTER: Multi-Aspect Non-local Network for Scene Text Recognition Ning Lu Wenwen Yu Xianbiao Qi Yihao Chen Ping Gong Rong Xiao Xiang Bai 52 157 0 07 Oct 2019
Verified Uncertainty Calibration Ananya Kumar Percy Liang Tengyu Ma 167 356 0 23 Sep 2019
ICDAR 2019 Competition on Large-scale Street View Text with Partial Labeling -- RRC-LSVT Yipeng Sun Zihan Ni Chee-Kheng Chng Yuliang Liu Canjie Luo ... Errui Ding Jingtuo Liu Dimosthenis Karatzas Chee Seng Chan Lianwen Jin 3DV 100 156 0 17 Sep 2019
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT) Chee-Kheng Chng Yuliang Liu Yipeng Sun Chun Chet Ng Canjie Luo ... Errui Ding Jingtuo Liu Dimosthenis Karatzas Chee Seng Chan Lianwen Jin 3DV 92 214 0 16 Sep 2019
Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang Yang Liu Chao Wang Huanbo Luan Maosong Sun UQLM 76 82 0 31 Aug 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 342 796 0 26 Aug 2019
Non-Parametric Calibration for Classification Jonathan Wenger Hedvig Kjellström Rudolph Triebel UQCV 99 82 0 12 Jun 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 195 1,950 0 06 Jun 2019
Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift Yaniv Ovadia Emily Fertig Jie Jessie Ren Zachary Nado D. Sculley Sebastian Nowozin Joshua V. Dillon Balaji Lakshminarayanan Jasper Snoek UQCV 170 1,695 0 06 Jun 2019
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis Jeonghun Baek Geewook Kim Junyeop Lee Sungrae Park Dongyoon Han Sangdoo Yun Seong Joon Oh Hwalsuk Lee 438 478 0 03 Apr 2019
Zero-shot Image Recognition Using Relational Matching, Adaptation and Calibration Debasmit Das C. S. George Lee VLM 68 30 0 27 Mar 2019
Calibration of Encoder Decoder Models for Neural Machine Translation Aviral Kumar Sunita Sarawagi 179 100 0 03 Mar 2019
Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem Matthias Hein Maksym Andriushchenko Julian Bitterwolf OODD 170 558 0 13 Dec 2018
Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition Hui Li Peng Wang Chunhua Shen Guyu Zhang 67 379 0 02 Nov 2018
ESPnet: End-to-End Speech Processing Toolkit Shinji Watanabe Takaaki Hori Shigeki Karita Tomoki Hayashi Jiro Nishitoba ... Jahn Heymann Sanjeev Khudanpur Nanxin Chen Adithya Renduchintala Tsubasa Ochiai VLM 109 1,507 0 30 Mar 2018
Advancing Acoustic-to-Word CTC Model Jinyu Li Guoli Ye Amit Das Rui Zhao Jiawei Liu 55 98 0 15 Mar 2018
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 163 1,141 0 23 Jan 2017