Akshan L.

Key Skills

Software

AWS SageMaker

Top Subject Matter

Remote Sensing

Road Extraction

Geospatial Analysis

Top Data Types

Image

Top Task Types

Segmentation

Freelancer Overview

Dataset Annotation and Segmentation for Road Extraction Project. Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Engineering, Guilin University of Technology (2026). AI-training focus includes data types such as Geospatial and Tiled Imagery and labeling workflows including Segmentation.

Labeling Experience

Dataset Annotation and Segmentation for Road Extraction Project

Segmentation

Performed manual annotation correction and segment label revision on high-resolution road extraction datasets for a semantic segmentation project. Created and refined training, validation, and test dataset splits and implemented preprocessing routines in Python. Supported machine learning workflow for benchmarking algorithms and improving model accuracy. • Annotated and corrected road labels on satellite images using segmentation tools • Processed geospatial data, normalized images, and managed label consistency • Utilized Python-based internal tools for data labeling and split management • Improved local dataset quality with two rounds of systematic annotation revision.

2025 - 2026

Education

Work History