Reshma R.

Key Skills

Software

No software listed

Top Subject Matter

CBCT-based dental periapical lesion segmentation and volumetric analysis

Volumetric periapical lesion segmentation and volume analysis (CBCT)

Top Data Types

Image

Top Task Types

Segmentation

Freelancer Overview

Senior Lecturer / PhD research work on AI-augmented segmentation of CBCT periapical lesions. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include ITK-SNAP and 3D Slicer. Education includes Doctor of Philosophy, Sankalchand Patel University (2027) and Master of Dental Surgery, Pushpagiri College of Dental Sciences (2019). AI-training focus includes data types such as Medical and DICOM and labeling workflows including Segmentation.

Labeling Experience

PhD Scholar — Volumetric Periapical Lesion Segmentation and Volume Analysis

Segmentation

Engaged in ongoing PhD research focused on volumetric periapical lesion segmentation and volume analysis. Uses ITK-SNAP and 3D Slicer to perform segmentation and derive lesion volume metrics from CBCT data. Applies AI-augmented approaches to streamline segmentation and support quantitative analysis in dental research. • Develops and refines segmentation/analysis pipeline for periapical lesion volumes • Generates quantitative volumetric outputs for ongoing studies • Performs workflow validation to support peer-reviewed publication quality • Utilizes ITK-SNAP and 3D Slicer for repeatable CBCT volume processing.

2022 - Present

Senior Lecturer / PhD research work on AI-augmented segmentation of CBCT periapical lesions

Segmentation

Conducted AI-augmented image segmentation and 3D volumetric analysis workflows using ITK-SNAP and 3D Slicer for CBCT-based assessment of periapical lesions. Produced and validated periapical lesion volume measurements for research studies. Supported repeatable analysis steps to improve reliability of lesion segmentation outcomes. • Used ITK-SNAP and 3D Slicer to prepare and segment CBCT volumes • Performed volumetric measurements of periapical lesions for longitudinal/research evaluation • Adapted workflows to study design requirements across multiple publications • Ensured segmentation outputs were consistent for scientific reporting.

2019 - 2024

Education

Work History