Multimodal Graph Representation Learning for Robust Surgical Workflow Recognition with Adversarial Feature Disentanglement

3 May 2025

Papers citing "Multimodal Graph Representation Learning for Robust Surgical Workflow Recognition with Adversarial Feature Disentanglement"

50 / 62 papers shown

Title
SurgSora: Object-Aware Diffusion Model for Controllable Surgical Video Generation Tong Chen Shuya Yang Junyi Wang Long Bai Hongliang Ren Luping Zhou VGen MedIm 167 4 0 18 Dec 2024
Wavelet-based Mamba with Fourier Adjustment for Low-light Image Enhancement Junhao Tan Songwen Pei Wei Qin Bo Fu Ximing Li Libo Huang Mamba 57 3 0 27 Oct 2024
CoPESD: A Multi-Level Surgical Motion Dataset for Training Large Vision-Language Models to Co-Pilot Endoscopic Submucosal Dissection Guankun Wang Han Xiao Huxin Gao Renrui Zhang Long Bai Xiaoxiao Yang Zhen Li Hongsheng Li Hongliang Ren 84 7 0 10 Oct 2024
Impact of Regularization on Calibration and Robustness: from the Representation Space Perspective Jonghyun Park Juyeop Kim Jong-Seok Lee 72 1 0 05 Oct 2024
Post-hoc Reward Calibration: A Case Study on Length Bias Zeyu Huang Zihan Qiu Zili Wang Edoardo M. Ponti Ivan Titov 86 6 0 25 Sep 2024
Surgformer: Surgical Transformer with Hierarchical Temporal Attention for Surgical Phase Recognition Shu Yang Luyang Luo Qiong Wang Hao Chen MedIm 65 13 0 07 Aug 2024
Masked Graph Learning with Recurrent Alignment for Multimodal Emotion Recognition in Conversation Tao Meng Fuchen Zhang Yuntao Shou Hongen Shao Wei Ai Keqin Li 94 17 0 23 Jul 2024
Uncertainty Calibration with Energy Based Instance-wise Scaling in the Wild Dataset Mijoo Kim Junseok Kwon UQCV 66 1 0 17 Jul 2024
LighTDiff: Surgical Endoscopic Image Low-Light Enhancement with T-Diffusion Tong Chen Qingcheng Lyu Long Bai Erjian Guo Huxin Gao Xiaoxiao Yang Hongliang Ren Luping Zhou MedIm 75 5 0 17 May 2024
HecVL: Hierarchical Video-Language Pretraining for Zero-shot Surgical Phase Recognition Kun Yuan V. Srivastav Nassir Navab N. Padoy 107 13 0 16 May 2024
Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach Linyu Liu Yu Pan Xiaocheng Li Guanting Chen 100 39 0 24 Apr 2024
Surgical-LVLM: Learning to Adapt Large Vision-Language Model for Grounded Visual Question Answering in Robotic Surgery Guan-Feng Wang Long Bai Wan Jun Nah Jie Wang Zhaoxi Zhang Zhen Chen Jinlin Wu Mobarakol Islam Hongbin Liu Hongliang Ren 114 17 0 22 Mar 2024
OSSAR: Towards Open-Set Surgical Activity Recognition in Robot-assisted Surgery Long Bai Guan-Feng Wang Jie Wang Xiaoxiao Yang Huxin Gao Xin Liang An-Chi Wang Mobarakol Islam Hongliang Ren 65 8 0 10 Feb 2024
Pixel-Wise Recognition for Holistic Surgical Scene Understanding Nicolás Ayobi Santiago Rodríguez Alejandra Pérez Isabela Hernández Nicolás Aparicio ... Sebastián Pena J. Santander J. Caicedo Nicolás Fernández Pablo Arbelaez ViT MedIm 86 52 0 20 Jan 2024
Surgical-DINO: Adapter Learning of Foundation Models for Depth Estimation in Endoscopic Surgery Beilei Cui Mobarakol Islam Long Bai Hongliang Ren MedIm 100 40 0 11 Jan 2024
SAR-RARP50: Segmentation of surgical instrumentation and Action Recognition on Robot-Assisted Radical Prostatectomy Challenge Dimitrios Psychogyios Emanuele Colleoni Beatrice van Amsterdam Chih-Yang Li Shu-Yu Huang ... Santiago Rodriguez Juanita Puentes Pablo Arbelaez Omid Mohareri Danail Stoyanov 72 28 0 31 Dec 2023
Beyond Classification: Definition and Density-based Estimation of Calibration in Object Detection Teodora Popordanoska A. Tiulpin Matthew B. Blaschko 106 8 0 11 Dec 2023
Classifier Calibration with ROC-Regularized Isotonic Regression Eugene Berta Francis Bach Michael I. Jordan 24 9 0 21 Nov 2023
Visual-Kinematics Graph Learning for Procedure-agnostic Instrument Tip Segmentation in Robotic Surgeries Jiaqi Liu Yonghao Long Kai-xiang Chen Cheuk Hei Leung Zerui Wang Qi Dou 85 2 0 02 Sep 2023
Calibration in Deep Learning: A Survey of the State-of-the-Art Cheng Wang UQCV 106 43 0 02 Aug 2023
Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures Kun Yuan V. Srivastav Tong Yu Joël L. Lavanchy J. Marescaux Pietro Mascagni Nassir Navab N. Padoy 150 23 0 27 Jul 2023
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery Long Bai Mobarakol Islam Hongliang Ren 66 20 0 11 Jul 2023
LLCaps: Learning to Illuminate Low-Light Capsule Endoscopy with Curved Wavelet Attention and Reverse Diffusion Long Bai Tong Chen Yanan Wu An-Chi Wang Mobarakol Islam Hongliang Ren DiffM MedIm 79 18 0 05 Jul 2023
Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery Long Bai Mobarakol Islam Lalithkumar Seenivasan Hongliang Ren 73 32 0 19 May 2023
LoViT: Long Video Transformer for Surgical Phase Recognition Yang Liu Maxence Boels Luis C. Garcia-Peraza-Herrera Tom Vercauteren P. Dasgupta Alejandro Granados Sebastien Ourselin 116 35 0 15 May 2023
What Makes Graph Neural Networks Miscalibrated? Hans Hao-Hsun Hsu Yuesong Shen Christian Tomani Daniel Cremers 87 41 0 12 Oct 2022
On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis Dominik Rivoir Isabel Funke Stefanie Speidel 76 19 0 15 Mar 2022
Transformer Uncertainty Estimation with Hierarchical Stochastic Attention Jiahuan Pei Cheng-Yu Wang Gyuri Szarvas 58 23 0 27 Dec 2021
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration Xiao Wang Hongrui Liu Chuan Shi Cheng Yang UQCV 178 121 0 29 Sep 2021
Class-Distribution-Aware Calibration for Long-Tailed Visual Recognition Mobarakol Islam Lalithkumar Seenivasan Hongliang Ren Ben Glocker 63 19 0 11 Sep 2021
CAT: Cross Attention in Vision Transformer Hezheng Lin Xingyi Cheng Xiangyu Wu Fan Yang Dong Shen Zhongyuan Wang Qing Song Wei Yuan ViT 65 155 0 10 Jun 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya Zhang Yanfeng Wang Qi Tian OOD 135 441 0 24 May 2021
Temporal Memory Relation Network for Workflow Recognition from Surgical Video Yueming Jin Yonghao Long Cheng Chen Zixu Zhao Qi Dou Pheng-Ann Heng 88 92 0 30 Mar 2021
MIcro-Surgical Anastomose Workflow recognition challenge report Arnaud Huaulmé Duygu Sarikaya Kévin Le Mut Fabien Despinoy Yonghao Long ... Pablo Arbelaez Wolfgang Reiter M. Mitsuishi K. Harada Pierre Jannin 59 35 0 24 Mar 2021
Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery Yonghao Long Jinlin Wu Bo Lu Yueming Jin Mathias Unberath Yunhui Liu Pheng Ann Heng Qi Dou 84 39 0 03 Nov 2020
Attentional Feature Fusion Yimian Dai Fabian Gieseke Stefan Oehmcke Yiquan Wu Kobus Barnard 3DPC 74 642 0 29 Sep 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 95 899 0 11 Apr 2020
TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional Networks Tobias Czempiel Magdalini Paschali Matthias Keicher Walter Simson H. Feußner S. T. Kim Nassir Navab 80 186 0 24 Mar 2020
Temporal Segmentation of Surgical Sub-tasks through Deep Learning with Multiple Data Sources Yidan Qin Sahba Aghajani Pedram Seyedshams Feyzabadi M. Allan A. J. McLeod J. W. Burdick M. Azizian 141 38 0 07 Feb 2020
Modality to Modality Translation: An Adversarial Representation Learning and Graph Fusion Network for Multimodal Fusion Sijie Mai Haifeng Hu Songlong Xing GAN 120 190 0 18 Nov 2019
Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video Analysis Yueming Jin Huaxia Li Qi Dou Hao Chen J. Qin Chi-Wing Fu Pheng-Ann Heng 69 178 0 13 Jul 2019
Are Graph Neural Networks Miscalibrated? Leonardo Teixeira B. Jalaeian Bruno Ribeiro AI4CE 73 22 0 07 May 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 196 3,458 0 28 Mar 2019
Deep Reinforcement Learning for Surgical Gesture Segmentation and Classification Daochang Liu Tingting Jiang 83 63 0 21 Jun 2018
Bilinear Attention Networks Jin-Hwa Kim Jaehyun Jun Byoung-Tak Zhang AIMat 96 877 0 21 May 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 484 20,265 0 30 Oct 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 129 4,224 0 25 Jul 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,877 0 14 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 811 132,725 0 12 Jun 2017
Bayesian Recurrent Neural Networks Meire Fortunato Charles Blundell Oriol Vinyals BDL 76 186 0 10 Apr 2017