iMerit collaborates to deploy AI and Machine Learning in the Computer Vision, Natural Language Processing and Content Services ecosystems by enriching, annotating and labeling data.

iMerit’s secure and monitored facilities offer a reliable and efficient solution for sensitive data that requires processing for the public sector at the federal, state and local level, and helps institutions leverage Machine Learning for public good.


Bounding boxes

iMerit’s CV experts use rectangular box annotation to illustrate objects and train data, enabling algorithms to identify and localize objects during the ML processes.

Polygon Annotation

Expert annotators plot points on each vertex of the target object within an image. Polygon annotation allows all of the object’s exact edges to be annotated, regardless of shape.

Semantic Segmentation

An image can be segmented into component objects, by the iMerit team, and annotated. iMerit CV experts detect desired objects within an image at the pixel level.

Keypoint Annotation

iMerit teams outline objects and shape variations by connecting individual points across images. This annotation type detects body features, and could include facial expressions and emotions.

Audio & Handwriting Transcription

iMerit language experts transcribe text documents and audio clips including domain-specific material, such as earnings calls in the financial services sector and doctor prescriptions for medical AI.

Named Entity Recognition

iMerit provides the human nuance data scientists need by extracting and classifying relevant named entities in varieties of text sources. iMerit’s custom tooling streamlines this extraction process.

Sentiment Analysis

Domain experts review vast numbers of documents and provide sentiment judgments using three-way classification: positive, negative and neutral. Jobs often include intensity of sentiment.

Salience Analysis

Identifying the most relevant elements of a text can make a difference in triggering the appropriate response. iMerit teams subjectively rate salience of entities with single or multiple judgments.

"iMerit’s solution becomes more critical and valued as we deliver more impactful geopolitical and economic insights to customers. iMerit is a true, long-term technology partner."

Glenn Sterenborg, VP of Data Science and Data Operations, Orbital Insight


The need for speed in high-quality data annotation has never been greater. iMerit combines the best of predictive and automated annotation technology with world-class data annotation and subject matter experts to deliver the data you need to get to production, fast.

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