LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in
Cataract Surgery Videos

LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery Videos

2 July 2021

Negin Ghamsarian

Doris Putzgruber-Adamitsch

Stephanie Sarny

Klaus Schoeffmann

ArXiv (abs)PDF HTML

Papers citing "LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery Videos"

12 / 12 papers shown

Title
GynSurg: A Comprehensive Gynecology Laparoscopic Surgery Dataset Sahar Nasirihaghighi Negin Ghamsarian Leonie Peschek Matteo Munari Heinrich Husslein Raphael Sznitman Klaus Schoeffmann 13 0 0 12 Jun 2025
WetCat: Automating Skill Assessment in Wetlab Cataract Surgery Videos Negin Ghamsarian Raphael Sznitman Klaus Schoeffmann Jens Kowal 18 0 0 10 Jun 2025
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining Ming Hu Kun Yuan Yaling Shen Feilong Tang Xiaohao Xu ... Jin Ye N. Padoy Nassir Navab Junjun He Zongyuan Ge VLM CLIP 176 12 0 23 Nov 2024
Artificial Intelligence for Biomedical Video Generation Linyuan Li Jianing Qiu Anujit Saha Lin Li Poyuan Li Mengxian He Ziyu Guo Wu Yuan VGen 172 0 0 12 Nov 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 248 4 0 16 Jul 2024
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding Ming Hu Peng Xia Lin Wang Siyuan Yan Feilong Tang ... Xuelian Cheng Jun Cheng Chi Liu Kaijing Zhou Zongyuan Ge 98 21 0 11 Jun 2024
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection Negin Ghamsarian Y. El-Shabrawi Sahar Nasirihaghighi Doris Putzgruber-Adamitsch M. Zinkernagel Sebastian Wolf Klaus Schoeffmann Raphael Sznitman 53 7 0 11 Dec 2023
Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning Negin Ghamsarian Doris Putzgruber-Adamitsch Stephanie Sarny Raphael Sznitman Klaus Schoeffmann Y. El-Shabrawi 76 3 0 06 Dec 2023
Event Recognition in Laparoscopic Gynecology Videos with Hybrid Transformers Sahar Nasirihaghighi Negin Ghamsarian Heinrich Husslein Klaus Schoeffmann 50 4 0 01 Dec 2023
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-Training Negin Ghamsarian Javier Gamazo Tejero Pablo Márquez-Neila Sebastian Wolf M. Zinkernagel Klaus Schoeffmann Raphael Sznitman OOD 85 10 0 31 Jul 2023
ReCal-Net: Joint Region-Channel-Wise Calibrated Network for Semantic Segmentation in Cataract Surgery Videos Negin Ghamsarian M. Taschwer Doris Putzgruber-Adamitsch Stephanie Sarny Y. El-Shabrawi Klaus Schoeffmann 54 10 0 25 Sep 2021
DeepPyram: Enabling Pyramid View and Deformable Pyramid Reception for Semantic Segmentation in Cataract Surgery Videos Negin Ghamsarian M. Taschwer Klaus Schoeffmann 63 12 0 11 Sep 2021