Himmank G.

Key Skills

Software

Other

iMerit

Top Subject Matter

Radiology imaging and clinical findings

Radiology report generation evaluation

Brain MRI parcellation and tumor annotation

Top Data Types

Image

Top Task Types

Diagnosis

Segmentation

Classification

Entity (NER) Classification

Freelancer Overview

Subject Matter Expert (Radiologist) & Labeler at CogitoTech Company. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include CogitoTech, Outlier.ai, and Other. Education includes Bachelor of Medicine and Bachelor of Surgery, Guru Gobind Singh Medical College & Hospital, Faridkot (2020) and Doctor of Medicine (Radiology), Government Medical College & Hospital, Patiala (2025). AI-training focus includes data types such as Medical, DICOM, and Image and labeling workflows including Diagnosis, Evaluation, and Rating.

Labeling Experience

Work as Subject Matter Expert (Radiologist) & Labeler in CogitoTech Company. (From

ImageEntity (NER) Classification

No description provided.

2026 - Present

Subject Matter Expert (Radiologist) & Labeler at CogitoTech Company

Diagnosis

Worked as a Subject Matter Expert (Radiologist) and labeler for radiology-related AI data projects. Labeled radiological findings and reviewed imaging-related outputs to support model training and dataset curation. Focused on producing accurate, clinically aligned annotations for downstream ML use. • Annotation and review responsibilities as SME • Radiology image data labeling for AI model training • Dataset curation with clinical correlation • Quality focused labeling for training readiness

2026 - Present

AI Trainer (Freelance) at Outlier.ai

Provided AI training support by evaluating and validating AI-generated radiology reports. Reviewed outputs for correctness and consistency against radiological expectations. Used evaluation feedback to refine model performance and reporting quality. • Evaluation and validation of AI generated reports • Consistency checking against expected radiology content • Feedback loop for model improvement • Training/assessment focused on report quality

2026 - 2026

Freelance annotation project at iMerit

iMeritClassification

Contributed to pulmonary vessel anatomy annotation as part of a freelance labeling engagement. Produced structured anatomical labels to support downstream computer vision or ML tasks. Focused on accurate vessel labeling aligned with radiology anatomy conventions. • Pulmonary vessels anatomy annotation • Anatomy-focused labeling for training datasets • Radiology-informed annotation consistency • Support for ML model development

2026

Freelance annotation project at Uber.ai

OtherClassification

Worked on cervical spine pathology annotation for an AI labeling project. Produced pathology-related labels from CT imaging context to support training data preparation. Applied radiology expertise to improve label relevance and clinical interpretability. • C spine pathology annotation • Radiology pathology labeling for training data • Ensured clinically meaningful annotation targets • Supported dataset creation for ML models

2026

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Education

Work History