Kim Dave Torres

Key Skills

Software

Clickworker

CloudFactory

CVAT

iMerit

Labelbox

LabelImg

Label Studio

Lionbridge

Remotasks

Roboflow

Scale AI

SuperAnnotate

Supervisely

Toloka

Top Subject Matter

Autonomous Driving

Sports

Agriculture

Top Data Types

Image

3D Sensor

Video

Top Task Types

Segmentation

Polygon

Object Detection

Point/Key Point

Classification

Bounding Box

Cuboid

Polyline

Freelancer Overview

With over 5 years of experience I specialize in annotating and labeling images for machine learning and AI applications. With a proven track record in creating accurate high-quality datasets across diverse domains.

Labeling Experience

Image Annotation Specialist

Scale AIImageSegmentation

As an AI Trainer Specialist at Scale AI, I segmented and labeled collections of driveway images from various road scenes for an autonomous driving application. My work involved ensuring accurate object detection and scene understanding in 2D images to support the development of robust autonomous vehicle systems. I collaborated with domain experts to refine labeling criteria and identify relevant objects with precision. • Segmented over 1,000 images of driveways and roads for object identification • Contributed to improving the label precision and recall for vision datasets • Refined annotation protocols to achieve project quality requirements • Facilitated clear communication with QA and development teams

As an AI Trainer Specialist at Scale AI, I segmented and labeled collections of driveway images from various road scenes for an autonomous driving application. My work involved ensuring accurate object detection and scene understanding in 2D images to support the development of robust autonomous vehicle systems. I collaborated with domain experts to refine labeling criteria and identify relevant objects with precision. • Segmented over 1,000 images of driveways and roads for object identification • Contributed to improving the label precision and recall for vision datasets • Refined annotation protocols to achieve project quality requirements • Facilitated clear communication with QA and development teams

2023 - 2024

LiDAR Annotator

Scale AI3D SensorSegmentation

As a LiDAR Annotator at Scale AI, I performed high-precision annotations on LiDAR sensor data to support autonomous vehicle system development. This involved drawing segments and marking objects to train machine learning models for improved object detection accuracy. My role required strict adherence to best annotation practices and frequent collaboration with QA to ensure dataset quality. • Achieved a 20% increase in object detection accuracy for client models • Enhanced annotation productivity by refining workflow practices by 15% • Met strict quality assurance metrics for data usability and model integration • Supported seamless integration of labeled data into machine learning pipelines

As a LiDAR Annotator at Scale AI, I performed high-precision annotations on LiDAR sensor data to support autonomous vehicle system development. This involved drawing segments and marking objects to train machine learning models for improved object detection accuracy. My role required strict adherence to best annotation practices and frequent collaboration with QA to ensure dataset quality. • Achieved a 20% increase in object detection accuracy for client models • Enhanced annotation productivity by refining workflow practices by 15% • Met strict quality assurance metrics for data usability and model integration • Supported seamless integration of labeled data into machine learning pipelines

2022 - 2022

Education

Work History