Economic activity park
A plate recognition system driving three barriers from six video streams, with a model trained specifically on Tunisian plates.
Model trained on Tunisian plates
Same cameras, same conditions
Collected on site
RTSP, dedicated GPU workstation
Challenge. Secure vehicle access to an economic activity park without physical badges, with reliable passage traceability.
Our work. Deployment of an ANPR system: camera streams, plate reading, barrier control and real-time access history for PAEB operations.
The model trained on Tunisian plates reaches approximately 95% recognition accuracy, against 50-65% for a generic model under the same conditions. The three barriers are driven automatically from the reads, and every movement is recorded with its timestamp and the vehicle image.
A detection model learns the appearance of what it has seen. Tunisian plates differ from European ones in format, typography and the presence of Arabic characters; a model that has never seen them fails predictably. Building a local dataset is an upfront cost, but it is the only lever that genuinely moves accuracy.
Six continuous video streams are a volume you do not push over an internet link without consequences for cost and latency. Processing locally means a barrier opens without waiting for a network round trip, and the system keeps working if the connection drops.
Ministry of Education programme, DRC
Ministère de l'Éducation — PAAF / FOADE
Complete customisation of a Moodle platform for a national teacher training programme in the Democratic Republic of the Congo, with production, test and staging environments.
Education
Ride-hailing operator
Winween
The super-app that brings value back to local communities. Ride-hailing drivers, shopkeepers, artisans, and service providers: Winween brings local economic players together in a single app. 0% commission, €0 subscription fee, and direct payment between customer and partner. France, not Silicon Valley.
Ride-hailing
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