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Why Deep Surgical Models Fail?: Revisiting Surgical Action Triplet Recognition through the Lens of Robustness

18 September 2022

Carola-Bibiane Schönlieb

Angelica I. Aviles-Rivero

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Papers citing "Why Deep Surgical Models Fail?: Revisiting Surgical Action Triplet Recognition through the Lens of Robustness"

25 / 25 papers shown

Title
Leveraging Surgical Activity Grammar for Primary Intention Prediction in Laparoscopy Procedures Jie Zhang Song Zhou Yiwei Wang Chidan Wan Huan Zhao Xiong Cai Han Ding 63 0 0 29 Sep 2024
Data Splits and Metrics for Method Benchmarking on Surgical Action Triplet Datasets C. Nwoye N. Padoy 80 18 0 11 Apr 2022
Salient ImageNet: How to discover spurious features in Deep Learning? Sahil Singla Soheil Feizi AAML VLM 79 120 0 08 Oct 2021
Rendezvous: Attention Mechanisms for the Recognition of Surgical Action Triplets in Endoscopic Videos C. Nwoye Tong Yu Cristians Gonzalez B. Seeliger Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 64 140 0 07 Sep 2021
Leveraging Sparse Linear Layers for Debuggable Deep Networks Eric Wong Shibani Santurkar Aleksander Madry FAtt 56 91 0 11 May 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 447 21,439 0 25 Mar 2021
Understanding Failures of Deep Networks via Robust Feature Extraction Sahil Singla Besmira Nushi S. Shah Ece Kamar Eric Horvitz FAtt 53 84 0 03 Dec 2020
Recognition of Instrument-Tissue Interactions in Endoscopic Videos via Action Triplets C. Nwoye Cristians Gonzalez Tong Yu Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 58 82 0 10 Jul 2020
Evaluations and Methods for Explanation through Robustness Analysis Cheng-Yu Hsieh Chih-Kuan Yeh Xuanqing Liu Pradeep Ravikumar Seungyeon Kim Sanjiv Kumar Cho-Jui Hsieh XAI 50 58 0 31 May 2020
Feature Purification: How Adversarial Training Performs Robust Deep Learning Zeyuan Allen-Zhu Yuanzhi Li MLT AAML 74 150 0 20 May 2020
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted Interventions Tom Vercauteren Mathias Unberath N. Padoy Nassir Navab 96 112 0 20 Oct 2019
On the (In)fidelity and Sensitivity for Explanations Chih-Kuan Yeh Cheng-Yu Hsieh A. Suggala David I. Inouye Pradeep Ravikumar FAtt 75 453 0 27 Jan 2019
Structured Adversarial Attack: Towards General Implementation and Better Interpretability Kaidi Xu Sijia Liu Pu Zhao Pin-Yu Chen Huan Zhang Quanfu Fan Deniz Erdogmus Yanzhi Wang Xinyu Lin AAML 111 161 0 05 Aug 2018
DeepPhase: Surgical Phase Recognition in CATARACTS Videos Odysseas Zisimopoulos Evangello Flouty Imanol Luengo Petros Giataganas J. Nehme Andre Chow Danail Stoyanov 36 118 0 17 Jul 2018
Model Agnostic Supervised Local Explanations Gregory Plumb Denali Molitor Ameet Talwalkar FAtt LRM MILM 110 198 0 09 Jul 2018
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 201 3,873 0 10 Apr 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 213 2,894 0 14 Mar 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 188 5,989 0 04 Mar 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
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 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
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 250 9,319 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 312 7,295 0 20 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 595 15,882 0 12 Nov 2013