Collie for Higher Education
One campus. One platform. Everything logged.
Gates, parking, attendance, labs, libraries, dorms, all the way to graduation ceremonies — Collie unifies access control, AI video analytics, IoT sensors, and license plate recognition into a single dashboard. Not five separate systems whose data never meet.
Why This Matters
Five things that hassle campus managers
The daily, still-manual work of general affairs, security, academic administration, and facility management.
Who entered campus today?
Students, lecturers, staff, guests, vendors, ride-hailing drivers — all pass through the same gates, recorded in visitor logs that are never opened again.
Falsified attendance records
Paper signatures, borrowed access cards, manual month-end recap. Attendance data is never ready when needed for audits or accreditation.
Full parking, missing bikes, sticker disputes
No record of who entered at what time or what vehicle they left with. When something goes missing, CCTV footage has to be watched for hours.
CCTV is present, but unmonitored
Dozens of cameras record 24/7, but incidents are only discovered after they are reported — not while they are happening.
Lab assets and research equipment move without a trace
Projectors, testing instruments, and expensive research units move between buildings. Annual inventory stocktakes always find unexplained discrepancies.
Use Cases by Area
Campus map and Collie modules at each point
Select an area to view the modules used, the problems solved, and the most concise way to explain them.
Gates & Parking Area
The first and last point everyone touches on campus. This is where record-keeping leaks most often — and where fixes show results fastest.
ANPR & Vehicle Recognition
License plates are read automatically as vehicles enter and exit. Parking stickers are replaced by a plate database — registered vehicles open automatically, outside vehicles are directed to the guard post.
Vehicle Transaction
Every plate read becomes a complete record: time, gate, and vehicle photo. A missing motorbike case is searched in seconds, not by watching hours of footage.
Speeding Detection
Motorbikes speeding on the campus ring road are detected and logged, complete with visual evidence for follow-up action.
Visitor Management
Guests, parents, and vendors self-register via QR — complete data, automatic expiry, no guest book needed.
Lecture Buildings & Labs
Spaces with rules on who can enter, when, and with what safeguards — and the long-standing source of attendance data that's still collected manually.
Access Control Management
Lab doors, server rooms, and chemical storage only open for authorized faces or cards, on schedule. Inactive students' access is automatically revoked.
Attendance & Reports
Student, lecturer, and staff attendance is recorded by face — it can't be signed on someone else's behalf. Reports by class, program, or period are export-ready.
No Helmet / PPE Detection
Mandatory PPE zones in engineering labs, workshops, and campus construction projects are monitored automatically. Violations become trends that safety teams can act on.
Asset & Personnel Tracking
Small BLE beacons are attached to projectors, measuring equipment, and research units. Last known position appears on the floor plan, with movement history saved.
Air Quality Monitoring
CO₂, PM2.5, and PM10 in air-conditioned classrooms and chemistry labs are monitored in real time, with alerts when thresholds are exceeded.
Library & Canteen
Spaces with rules on who can enter, when, and with what safeguards — and the long-standing source of attendance data that's still collected manually.
People Counting
Library visitor counts by hour, day, and semester — real data for facility utilization reports, not estimates.
Crowd Detection
Canteen crowd density during break times and academic service queues are read in real time, forming the basis for adjusting service hours.
Smoke Detection
No-smoking zones are monitored by camera, along with early fire smoke detection in open areas that point-type smoke detectors can't reach.
Library Access
Small BLE beacons are attached to projectors, measuring equipment, and research units. Last known position appears on the floor plan, with movement history saved.
Dormitory & Night Areas
The highest-risk area with the least supervision. Security guards can't be everywhere at 2am.
Stranger Detection
Faces not in the resident database are immediately flagged, with notifications sent to staff — via web app or Telegram, complete with location and photo.
Human Intrusion
Zones that should be empty — research buildings on weekends, server rooms at night — trigger an alarm as soon as a person is detected.
Loitering Detection
People lingering in parking areas or quiet corners are flagged after exceeding a time limit you set — not everyone who simply passes through.
Automatic Curfew
Small BLE beacons are attached to projectors, measuring equipment, and research units. Last known position appears on the floor plan, with movement history saved.
Auditorium, Graduation & Events
The most visible day of the year, with thousands of guests the system doesn't recognize — and one small mistake families will remember for years.
Name Reader & Display
Graduates' names are read aloud from a correctly pronounced recording, and displayed on screen alongside their program and honors. Includes green screen for broadcast overlay.
Crowd Detection
Crowd density at the hall entrance and guest areas is read in real time — organizers can open additional lanes before congestion builds up.
Guest & Invitation Registration
Invited guests are registered before the event day, enter via quick scanning, and attendance numbers are recorded automatically.
Event Parking Setup
VIP guest vehicle plates are recognized at the gate and directed to a dedicated area without a guard needing to check a list.
Green Campus & Utilities
Campuses in sustainability rankings need numbers, not claims. And facilities teams need to know before equipment fails, not after.
Solar Panel Monitoring
Campus solar power production is monitored down to the panel level. Output drops are caught the same day, not at quarterly reporting.
Air Quality Monitoring
Continuous air quality data that can be used directly for campus sustainability ranking reports.
Equipment Monitoring
Generators, chillers, pumps, and workshop machinery are monitored for vibration and temperature. Anomalies appear before they become failures, with downtime logged per unit.
Health Monitoring
Staff working alone in remote or hot areas have their vital signs monitored via wearables.
Full Catalog
All Collie modules, and their campus equivalent
Gates, turnstiles, lab and dorm doors — face, card, or both. Includes self-registration.
Facial attendance for students, lecturers, and staff. Daily to semester recaps, export-ready.
Three distinct populations: campus community, vendors/project workers, and guests — each with their own registration flow and access rights.
Print student ID cards and access cards directly from registered data, with your campus design template.
The core engine that turns camera footage into structured events in real time.
One face registration is used for identity verification, touchless access, and attendance recording.
Room density during graduation, orientation, the canteen, and academic service waiting areas.
People lingering too long in sensitive areas, with an adjustable time threshold.
PPE compliance in engineering labs, workshops, and campus building projects.
Vehicles exceeding the speed limit on the campus ring road and parking areas.
Automatic license plate reading at campus gates, parking, and logistics areas.
Complete history for every vehicle: time, gate, direction, and photo evidence — searchable and exportable.
Count visitors to the library, hall, canteen, and corridors for facility utilization data.
Faces outside the database are immediately flagged in restricted areas like dormitories and research buildings.
CO₂, PM2.5, PM10 in classrooms, labs, and public areas — with history and alert thresholds.
BLE beacons for lab assets, research equipment, and personnel — live position on the floor plan.
Condition of generators, chillers, pumps, and workshop machinery; anomalies before failure.
Graduates' names are played from a pronunciation recording, with name and program shown on a customizable banner, including green screen.
The same Collie intelligence, but mobile — night patrols, welcoming guests in the rector's office lobby, inspecting areas fixed cameras can't reach.
One platform, four configurations: stationary, bipedal, wheeled, and quadruped. Flexible for locomotion and control research.
Bipedal humanoid, wheeled manipulator, and precision hand for human-robot interaction, grasping, and AI embodiment research.
Heavy-payload transport robot for intralogistics research, AMR navigation, and teaching factory simulation.
Robotic arm with up to 180 kg payload, 3.3 m reach, for palletizing and material handling practicals.
6-axis welding cell (arc, MIG, TIG, CO₂) for manufacturing labs, mechanical engineering, and welding competency certification.
Supporting hardware — turnstiles, swing gates, facial recognition terminals, and card printers — is available as a single procurement package with the system.
Robot Modules
Robot units for campus laboratories
Beyond running as an operational campus system, Collie robots are available as laboratory learning tools — a physical platform that students can program, faculty can use for research, and institutions can feature during accreditation site visits or industry tours. Open SDKs and access control mean these are not just display pieces.
LimX TRON2
One robot that can be reconfigured into bipedal, wheeled, quadruped, or stationary arm form. Students can test locomotion and balance algorithms across four forms without buying four robots.
Electrical Engineering · Mechanical Engineering · Computer Science (robotics, control, reinforcement learning)
CASBOT
From full-size humanoid to precision robotic hand. Used for human-robot interaction research, grasping, applied computer vision, and embodied AI experiments.
Informatics & AI · Biomedical Engineering · Engineering Psychology · Interaction Design
iBEN X300
Autonomous transport robot for logistics labs and teaching factories. Usable for AMR navigation research, fleet scheduling, and production flow simulation — while actually moving goods in the campus warehouse.
Industrial Engineering · Logistics Management · Computer Science (SLAM, path planning)
XinBaidong
Industrial robotic arm for palletizing, pick-and-place, and PLC integration practicals. The same standard used in real factories, so graduates are already familiar with real working equipment.
Mechanical Engineering · Mechatronics · Industrial Automation · Vocational/Polytechnic
Star Rising SR Series
A complete robotic welding cell for manufacturing labs. Used for automated welding practicals, welding parameter research, and certified competency testing.
Mechanical Engineering · Welding Engineering · Polytechnic & Competency Testing Center
Patrol & Service Robot
A unit that doesn't stay in the lab: patrolling campus areas at night, welcoming guests in the rector's office lobby, and sending its findings to the same Collie dashboard as other cameras and sensors.
General Affairs & Security Bureau · Public Relations · Campus Showcase
Frequently Asked Questions (FAQ)
Usually not. Collie's AI video analytics can run on top of your existing cameras as long as the resolution and mounting position are adequate. What's typically needed is dedicated cameras at license plate reading points and IoT sensors, since both measure things regular cameras can't capture.
Yes. Attendance, access, and vehicle data are available for export or integration, so attendance records don't need to be re-typed into your existing academic or payroll systems.
Facial data is stored as encrypted templates on a server you designate, not as a collection of photos anyone can access. Access rights are role-based, every data access is logged, and inactive student accounts can be deleted. We help prepare consent documents and notification flows in line with personal data protection regulations.
Both are possible. Many campuses choose an on-premise server in their own server room so biometric data never leaves the campus environment, while multi-location campuses usually choose cloud so all campuses appear in a single dashboard.
No. Most campuses start with access control and attendance, then add other modules the following semester. Since everything runs on the same platform, adding modules doesn't mean re-registering people's data or retraining the system from scratch.
Day-to-day operations are handled by existing security staff — the interface is web-based and notifications can be sent to Telegram. We provide admin training and hands-on support during the first semester of use.
We come to you and tour your campus
The demo is free of charge. You'll get a site map of installation points, recommended modules, and a phased budget estimate you can bring straight into a meeting.
Request a Campus Survey →