Confidence-Aware Paced-Curriculum Learning by Label Smoothing for Surgical Scene Understanding

22 December 2022

Hongliang Ren

Papers citing "Confidence-Aware Paced-Curriculum Learning by Label Smoothing for Surgical Scene Understanding"

45 / 45 papers shown

Title
Surpassing the Human Accuracy: Detecting Gallbladder Cancer from USG Images with Curriculum Learning Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora 61 32 0 25 Apr 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models Conglong Li Minjia Zhang Yuxiong He 63 38 0 13 Aug 2021
Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Mengya Xu Mobarakol Islam C. Lim Hongliang Ren MedIm 59 32 0 23 Jul 2021
Knowledge Distillation via Instance-level Sequence Learning Haoran Zhao Xin Sun Junyu Dong Zihe Dong Qiong Li 50 23 0 21 Jun 2021
Spatially Varying Label Smoothing: Capturing Uncertainty from Expert Annotations Mobarakol Islam Ben Glocker UQCV 39 45 0 12 Apr 2021
Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation Subhankar Roy E. Krivosheev Zhun Zhong N. Sebe Elisa Ricci 106 62 0 01 Apr 2021
Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery Mengya Xu Mobarakol Islam C. Lim Hongliang Ren OOD MedIm 55 29 0 31 Mar 2021
Temporal Memory Relation Network for Workflow Recognition from Surgical Video Yueming Jin Yonghao Long Cheng Chen Zixu Zhao Qi Dou Pheng-Ann Heng 71 91 0 30 Mar 2021
Delving Deep into Label Smoothing Chang-Bin Zhang Peng-Tao Jiang Qibin Hou Yunchao Wei Qi Han Zhen Li Ming-Ming Cheng 102 212 0 25 Nov 2020
Learn like a Pathologist: Curriculum Learning by Annotator Agreement for Histopathology Image Classification Jerry W. Wei A. Suriawinata Bing Ren Xiaoying Liu Mikhail Lisovsky ... Mustafa Nasir-Moin Naofumi Tomita Lorenzo Torresani Jason W. Wei Saeed Hassanpour 86 49 0 29 Sep 2020
ISINet: An Instance-Based Approach for Surgical Instrument Segmentation Cristina González Laura Bravo-Sánchez Pablo Arbeláez 76 81 0 10 Jul 2020
Learning and Reasoning with the Graph Structure Representation in Robotic Surgery Mobarakol Islam Seenivasan Lalithkumar Lim Chwee Ming Hongliang Ren 59 41 0 07 Jul 2020
X-Linear Attention Networks for Image Captioning Yingwei Pan Ting Yao Yehao Li Tao Mei 111 513 0 31 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
2018 Robotic Scene Segmentation Challenge M. Allan S. Kondo S. Bodenstedt S. Leger Rahim Kadkhodamohammadi ... Sang Hyun Park M. Azizian Danail Stoyanov Lena Maier-Hein Stefanie Speidel 61 136 0 30 Jan 2020
Meshed-Memory Transformer for Image Captioning Marcella Cornia Matteo Stefanini Lorenzo Baraldi Rita Cucchiara 75 882 0 17 Dec 2019
Causality matters in medical imaging Daniel Coelho De Castro Ian Walker Ben Glocker CML 43 344 0 17 Dec 2019
Symmetric Cross Entropy for Robust Learning with Noisy Labels Yisen Wang Xingjun Ma Zaiyi Chen Yuan Luo Jinfeng Yi James Bailey NoLa 88 900 0 16 Aug 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 195 1,950 0 06 Jun 2019
Curriculum Learning for Domain Adaptation in Neural Machine Translation Xuan Zhang Pamela Shapiro Manish Kumar Paul McNamee Marine Carpuat Kevin Duh 61 124 0 14 May 2019
Making Convolutional Networks Shift-Invariant Again Richard Y. Zhang OOD 91 797 0 25 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 172 3,435 0 28 Mar 2019
Competence-based Curriculum Learning for Neural Machine Translation Emmanouil Antonios Platanios Otilia Stretcu Graham Neubig Barnabás Póczós Tom Michael Mitchell 86 343 0 23 Mar 2019
2017 Robotic Instrument Segmentation Challenge M. Allan Alexey A. Shvets T. Kurmann Zichen Zhang Rahul Duggal ... Jian Yang Danail Stoyanov Lena Maier-Hein Stefanie Speidel M. Azizian 87 230 0 18 Feb 2019
Dynamic Curriculum Learning for Imbalanced Data Classification Yiru Wang Weihao Gan Jie Yang Wei Wu Junjie Yan 70 222 0 21 Jan 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 183 1,478 0 11 Dec 2018
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 103 2,670 0 29 Nov 2018
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift Stephan Rabanser Stephan Günnemann Zachary Chase Lipton 59 368 0 29 Oct 2018
CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images Sheng Guo Weilin Huang Haozhi Zhang Chenfan Zhuang Dengke Dong Matthew R. Scott Dinglong Huang SSL 60 343 0 03 Aug 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 108 343 0 03 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 439 13,143 0 07 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 160 3,031 0 05 Feb 2018
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 177 5,603 0 21 Jul 2017
LinkNet: Exploiting Encoder Representations for Efficient Semantic Segmentation Abhishek Chaurasia Eugenio Culurciello SSeg 76 1,382 0 14 Jun 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,833 0 14 Jun 2017
Certified Defenses for Data Poisoning Attacks Jacob Steinhardt Pang Wei Koh Percy Liang AAML 95 755 0 09 Jun 2017
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods Nicholas Carlini D. Wagner AAML 126 1,857 0 20 May 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 772 36,813 0 25 Aug 2016
Defensive Distillation is Not Robust to Adversarial Examples Nicholas Carlini D. Wagner 56 338 0 14 Jul 2016
DisturbLabel: Regularizing CNN on the Loss Layer Lingxi Xie Jingdong Wang Zhen Wei Meng Wang Qi Tian 131 252 0 30 Apr 2016
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 238 862 0 09 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 883 27,373 0 02 Dec 2015
CIDEr: Consensus-based Image Description Evaluation Ramakrishna Vedantam C. L. Zitnick Devi Parikh 292 4,488 0 20 Nov 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 275 14,927 1 21 Dec 2013