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What the AI Detects

VYROXQuarry AI
A mining dump truck parked at the tipping bay with its body down, outlined by the detector Truck
1

Truck

A mining dump truck with its body raised to tip, outlined by the detector Truck Tipping
2

Truck Tipping

Blasted rock falling from the raised body into the crusher hopper, outlined by the detector Rock Flow
3

Rock Flow

An overhead camera view of the heaped rock load in the truck body, outlined by the detector Load
4

Load

A dump truck leaving the tipping bay, its front number plate boxed and read by the detector Plate VKT 482199%
5

Plate Recognition

Rock still stuck in the truck body after tipping, outlined by the detector Carryback
6

Carryback

AI Watches Every Truck Dump

VYROXQuarry AI
CAM 01 Plate
CAM 02 Load
StatusEmptyRigid Haul Truck 55 t
Payload
0%0.0 / 55 t
Body Angle0°
Into Crusher0.0t
Detecting
Truck Truck Tipping Rock Flow Load Carryback · Plate

Prototype. 3D simulation with demo detection boxes.

From 3D Model to Real Photo

VYROXQuarry AI
  1. 1
    Simulate in 3DFind the best angle and height
  2. 2
    Render Real PhotosSame view, real materials
  3. 3
    Train on BoxesEvery photo comes labelled
3D model of blasted rock falling into the crusher hopper, seen by CAM 02
3D ModelCAM 02 · 9.5 m High
Realistic photo of blasted rock falling into the crusher hopper, seen by CAM 02, with the training box Rendering Rock Flow
Realistic PhotoTraining Image

Thousands of Rendered Training Photos

VYROXQuarry AI
2,400+
Rendered Photos Used in Training
RainDustMudSunriseMany Angles

Generated photos of the HOWO 70 truck: sample of the training set.

Real Photos Lift Detection to 95%

VYROXQuarry AI
Accuracy Targets
30%
70%
95%
~100%
3D Model Only
Add Rendered PhotosRealistic rendering
Add Site PhotosFrom the site cameras
Tune at Site
A Little Longer
Detection DifficultyEasiest First
RankDetectionDifficulty
1
Truck
Easy
2
Truck Tipping
Easy
3
Rock Flow
Medium
4
Carryback
Hard
5
Load
Hard

Every Truck Visit, Timed

VYROXQuarry AI
Tipping Time0:00
Wait Before Tipping0:00
Visit Time0:00

Prototype. 3D simulation, fast forward. Clock shows real site time.

End-of-Day Report to the Manager

VYROXQuarry AI
Every Day At
6:00PM
Set by YouEvery Day
The Report Holds
  • Every tipping, listed
  • A truck photo for each
  • Payload and tipping time

Daily Tipping Report

Monday, 2 November
VYROXQuarry AI
38Tippings
1,842Tonnes Delivered
1:18Avg Tipping Time
Tippings per Hour
7
8
9
10
11
12
13
14
15
16
17
PhotoTimeTruckPayload (Est.)TippingResult
Photo of Truck 04 tipping at 08:3308:33Truck 0497%1:12Dumped
Photo of Truck 04 tipping at 07:1207:12Truck 0498%1:12Dumped
Photo of Truck 11 tipping at 09:3009:30Truck 1199%1:30Dumped
Photo of Truck 07 tipping at 08:0508:05Truck 07100%1:18Dumped
Photo of Truck 02 tipping at 09:0209:02Truck 02101%1:18Dumped
Photo of Truck 11 tipping at 07:4107:41Truck 11104%1:24Overload
+ 32 more tippings
VYROX Quarry AIPage 1 of 3
Email to the Manager
Sent 6:00 PM
FromVVYROX Quarry AI
ToMSite Manager
Daily Tipping Report, 2 November
Good evening. Today's summary is attached, with a photo of every tipping: 38 tippings, 1,842 t delivered.
  1. Report Built
  2. PDF Saved
  3. Email Sent
Daily Tipping Report 2 Nov.pdfPDF, ready to read

Sample report. Figures are an example day.

One AiVisionBot Runs the Whole Site

VYROXQuarry AI

Proposed layout. Animated view of the data path; counters are illustrative.

The Hardware Behind AiVisionBot

VYROXQuarry AI
A white bullet IP camera on a wall bracket

4 MP IP Camera

PoE
  • 4 Megapixel Picture
  • Power and Video on One Cable
  • Night Vision (IR)
A white outdoor camera housing with a sun hood and a front glass wiper

Camera Casing with Wiper

Outdoor
  • Wiper Clears Dust and Rain
  • Sun Hood Cuts Glare
  • Weatherproof Housing
A black fanless industrial computer with two network ports, two USB ports, HDMI, VGA and a 12 V power input

Industrial AI Computer

AiVisionBot
  • Fanless Metal Body
  • 2 LAN, 2 USB 3.0
  • 12 V DC Power

Camera Poles Already Running

VYROXQuarry AI
Hills and Plantations
A camera pole on a concrete base on a hilltop above a plantation
A camera pole with a dome camera on red earth under a stormy sky
A camera pole with twin panels and a cabinet beside an oil palm plantation
Open Ground
A technician installing a camera pole on open cleared ground
A tall pole with twin panels and cameras on open land
Housing Estates
A camera pole on a housing estate street corner
A camera pole with a cabinet beside a housing estate road