October 21, 2016 / Last updated : February 21, 2021 irfan MICCAI

Paper in M2CAI 2016 (MICCAI workshop) on “Fine-tuning Deep Architectures for Surgical Tool Detection and results of Tool Detection Challange”

Paper A. Zia, D. Castro, and I. Essa (2016), “Fine-tuning Deep Architectures for Surgical Tool Detection,” in Workshop and Challenges on Modeling and Monitoring of Computer Assisted Interventions (M2CAI), Held in Conjunction with International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Athens, Greece, 2016. [PDF] [WEBSITE] [BIBTEX] @InProceedings{ 2016-Zia-FDASTD, address = {Athens, […]

October 6, 2015 / Last updated : February 21, 2021 irfan MICCAI

Paper in MICCAI (2015): "Automated Assessment of Surgical Skills Using Frequency Analysis"

Paper Abstract We present an automated framework for a visual assessment of the expertise level of surgeons using the OSATS (Objective Structured Assessment of Technical Skills) criteria. Video analysis technique for extracting motion quality via frequency coefficients is introduced. The framework is tested in a case study that involved analysis of videos of medical students with different expertise levels performing basic […]

September 14, 2014 / Last updated : February 22, 2021 irfan MICCAI

Paper in M2CAI 2014: “Video Based Assessment of OSATS Using Sequential Motion Textures”

Paper Abstract A fully automated framework for video-based surgical skill assessment is presented that incorporates the sequential and qualitative aspects of surgical motion in a data-driven manner. The Objective Structured Assessment of Technical Skills (OSATS) assessments is replicated, which provides both an overall and in-detail evaluation of basic suturing skills required for surgeons. Video analysis […]

November 1, 2007 / Last updated : February 21, 2021 irfan MICCAI

Paper in MICCAI (2007) on “A Boosted Segmentation Method for Surgical Workflow Analysis”

Abstract As demands on hospital efficiency increase, there is a stronger need for automatic analysis, recovery, and modification of surgical workflows. Even though most of the previous work has dealt with higher level and hospital-wide workflow including issues like document management, the workflow is also an important issue within the surgery room. Its study has […]