Topic

Computer Vision.

Computer vision is one of Remiam's deeper specialisms — across CV-in-retail experiments, ML-on-device live activations, and post-hoc image analysis pipelines. Face the Date used facial-emotion recognition projected onto a heritage venue on UK Brexit night; the Westfield Ocean Explorers activation pose-tracked children inside the booth using TensorFlow.js + MediaPipe; the Segment Analyzer batches retail interior photography through GPT-4 Vision for label-and-percentage extraction; the Trax roadkill app uses image tagging server-side to enrich GPS-located records.

3 client works·1 note
Client work3
FACE-RECOG · LIVEPROJECT · PROJECTION08
Bargate Event·2019·Installation · Web App

Face the Date

A live Brexit-date event. Selfies uploaded via a Nuxt.js web app, projected onto the historic Bargate, with facial-emotion recognition analysing public sentiment in realtime.

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SERPAPI · GPT-4 VISION · BATCH · USAEXPERIMENTALUSA · LOCATIONSLOCATION + SECTOR INPUTSCRAPEINTERIORSS3 · BATCHGPT-4 VISIONp-limit · BATCHLABELLABELS · LOCATION AWarm palette72%Pendant lighting61%Exposed brick48%Communal seating37%INDUSTRY COMPAREA · CAFEB · RETAILC · BANKTRENDS · GUIDANCEWEEKS OF FIELDWORK → MINUTESPROJECT · ANALYZER19
US Brand Strategy Firm · Confidential·2024·Experimental Product · AI Vision · Market Research

Segment Analyzer

An experimental AI product built for a US strategy client. Type a location and an industry sector — the tool scrapes that location, gathers interior photos, runs them through GPT-4 Vision to label features and surface percentage breakdowns, then lets you compare industries head-to-head on interior-design trends. Replaced weeks of in-person fieldwork with minutes of automated analysis.

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FISH-EYE CAPTURE · POSE DETECT · 2022FAMILY ACTIVATIONPOSE DETECT · TENSORFLOW · MEDIAPIPEUPLOADPARENTAL CONSENTSCAN TO VIEWALLOWPARENT · QR · CHILDPERMISSION · UNLOCKVIEWVIEWING PLATFORMDOWNLOADSHAREMUX · FIREBASE · S3FIRESTORE · CLOUD FUNCTIONSFISH-EYE · POSE · CONSENT · STREAMPROJECT · REEF22
UK Shopping Mall Group · Family Activation·2022·Live Installation · Pose Detection · Family Activation

The Discovery Reef

A pose-tracked, fish-eye-camera-captured kids activation built for a major UK shopping mall group in summer 2022. Children played a sequence of physical activities inside the activation zone, the camera and TensorFlow-powered pose detection recorded their session, and parents scanned a QR code to give permission and unlock the recorded clip for viewing online through a hosted family platform.

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Field notes1