AI Applications
for RZ/V series

AI Applications are provided with pre-trained AI models.

Select each application to access the source code.


To run the AI Applications without constructing the AI SDK environment, refer to Demo.

Agriculture

Defense wild animals for crop

Detect the types of animals that enter your farm or barn for pest control.

Supported AI SDK: v2.10
Function: 07_Animal_detection
Model: YOLOv3
Dataset: Animals Detection Images Dataset+Images.cv+Coco Dataset

RZ/V2L >

Fruit and Vegetable Plant Disease Check

Supports farmer by classifying whether the plant has a disease or not.

Supported AI SDK: v2.10
Function: Q07_plant_disease_classification
Model: Custom
Dataset: New Plant Diseases Dataset

RZ/V2L >

Ranch Livestock Management

New!

Counts the number of livestock to help monitor the number of animals bred in a ranch.

Supported AI SDK: v2.10
Function: Q08_object_counter (Animal Counting)
Model: TinyYOLOv3
Dataset: Custom

RZ/V2L >

Smart Building

Elevator passengers Counting

Issues alerts if the elevator is overcrowded and exceeds its capacity.

Supported AI SDK: v2.10
Function: 01_Head_count
Model: YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

Conference Room Usage Monitor

Monitors if the meeting room is vacant by counting the number of people in the room.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

Lighting Control

Automatically controls the lighting according to the situation by counting the number of people in the room.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

Security Area Intrusion Detection

Detects illegal intrusions to security area in the office.

Supported AI SDK: v2.10
Function: 02_Line_crossing_object_counting
Model: TinyYOLOv2
Dataset: COCO

RZ/V2L >

Wear management at construction sites

Analyzes the equipment of workers before entering the construction site by detecting the necessary equipment such as helmet or vest. It can be used to reduce the overload of monitoring person and ensure workers to wear appropriate equipment.

Supported AI SDK: v2.10
Function: 04_Safety_helmet_vest_detection
Model: YOLOv3
Dataset: Safety Helmet Detection on kaggle

RZ/V2L >

Touchless Controller for elevator

By using hand gestures, elevator operation can be done without touching the buttons.

Supported AI SDK: v2.10
Function: 12_Hand_gesture_recognition_v2
Model: TinyYOLOv2+ResNet18
Dataset: YOLO-Hand-Detection for hand detection and HAgrid for classifier

RZ/V2L >

Employee ID check for Restricted Area

Checks the employee ID and the person matches before entering to restricted area.

Supported AI SDK: v2.10
Function: Q02_face_authentication
Model: FaceNet
Dataset: FaceNet

RZ/V2L >

Smart City

Congestion Detection in Railway Station

Monitors the congestion level on trains and buses by detecting the number of passengers.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

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Prohibited Area Management

Prevents accidents and detects illegal intrusions in construction site by detecting the entry to prohibited areas.

Supported AI SDK: v2.10
Function: 02_Line_crossing_object_counting
Model: TinyYOLOv2
Dataset: COCO

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Distracted driving detection

Issues an alert when the driver is distracted by detecting the line of sight.

Supported AI SDK: v2.10
Function: 09_Human_gaze_detection
Model: ResNet-18+Tiny YOLOv2
Dataset: ETH-XGaze+WIDERFACE

RZ/V2L >

Duration monitoring for surveillance camera

Prevents the theft by monitoring whether there is a suspicious person wandering around the specified area. Can be used in car dealer, housing, etc.

Supported AI SDK: v2.10
Function: Q01_footfall_counter
Model: TinyYOLOv3
Dataset: COCO

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Parking Spot Reservation

Detects the occupancy of parking spot for reservation system.

Supported AI SDK: v2.10
Function: Q03_smart_parking
Model: Custom
Dataset: Custom

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Illegal Parking Check

Detects the parking violation by monitoring the car presence in a restricted area.

Supported AI SDK: v2.10
Function: Q03_smart_parking
Model: Custom
Dataset: Custom

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Passport check support

Supports passport check in airport immigration by checking the match of users face and their passport.

Supported AI SDK: v2.10
Function: Q02_face_authentication
Model: FaceNet
Dataset: FaceNet

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Bus passenger counting

Counts the number of passengers on public transportation. It is also effective in preventing children from being left behind on school buses.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

Backtravel Detection

Detects people going backwards on one-way stairs, aisles, or escalators. Helps preventing congestion and accidents.

Supported AI SDK: v2.10
Function: 02_Line_crossing_object_counting
Model: TinyYOLOv2
Dataset: COCO

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Violence Activity Check in Surveillance Camera

Supports the surveillance system by monitoring the suspicious/violent activity.

Supported AI SDK: v2.10
Function: Q05_suspicious_activity
Model: EfficientNet+MLP
Dataset: Real Life Violence Situations Dataset

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Bird Damage Prevention

New!

Counts birds captured by the camera and alerts the user. It can be used to prevent bird damage in parks, residential areas, or fields.

Supported AI SDK: v2.10
Function: Q08_object_counter (Animal Counting)
Model: TinyYOLOv3
Dataset: Custom

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Blind Spot Monitor

New!

Detects vehicles that enter the driver's blind spot. It can detect motorcycles and bicycles to help prevent accidents when turning a corner.

Supported AI SDK: v2.10
Function: Q08_object_counter (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Preceding Vehicle Movement Alert

New!

Detects the departure of the preceding vehicle. It prevents the driver from a delayed start when waiting at a traffic light or in a traffic jam.

Supported AI SDK: v2.10
Function: 13_Car_ahead_departure_detection (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Emergency Vehicles Detector

New!

Detects an emergency vehicle approaching from behind and alerts the driver. The driver can notice the emergency vehicle at an early stage.

Supported AI SDK: v2.10
Function: Q08_object_counter (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Illegal Bicycle Approach Detection

New!

Detects whether motorcycles are in pedestrian-only areas. It can prevent illegal parking or accidents.

Supported AI SDK: v2.10
Function: Q08_object_counter (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Bicycle Rental Stock Management

New!

Counts the number of bicycles that are not being used in bicycle rental shops to support bicycle inventory management.

Supported AI SDK: v2.10
Function: Q08_object_counter (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Illegal Bicycle Parking Monitor Support

New!

Detects illegally abandoned bicycles in front of train stations or other locations to reduce burdens on patrols.

Supported AI SDK: v2.10
Function: Q08_object_counter (Vehicle Counting)
Model: TinyYOLOv3
Dataset: Custom

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Infrastructure Defect Prevention

New!

Detect cracks in tunnels or road surfaces. It helps to find deterioration and damage to infrastructure.

Supported AI SDK: v2.10
Function: Q09_crack_segmentation
Model: Unet
Dataset: Crack Segmentation Dataset

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Crime Prevention Support for School

New!

Detects suspiciously dressed persons at schools or cram schools to help prevent crimes in which dangerous individuals attempt to harm students.

Supported AI SDK: v2.10
Function: Q10_suspicious_person_detection
Model: TinyYOLOv3
Dataset: Custom

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Healthcare

Physical Condition Monitor

Updated!

Support the early rescue by detecting any changes in the body condition of patients/users in the hospitals and care facility when they are alone.

Supported AI SDK: v2.10
Function: 03_Elderly_fall_detection
Model: TinyYOLOv2+HRNet
Dataset: PASCAL VOC+COCO

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Smart Home

Air Conditioner Control

Automatically controls the air conditioning according to the situation by counting the number of people in the room.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

Smart TV

Provides smart TV system, which switches to favorite TV channel by collecting the data of family members and TV contents that they watched.

Supported AI SDK: v2.10
Function: 06_Face_recognition_spoof_detection
Model: ResNet-50
Dataset: VGGFace2

RZ/V2L >

Pet Detection in Kitchen and Child's Room

Issues an alert when your pets have entered dangerous areas such as kitchen or children room.

Supported AI SDK: v2.10
Function: 07_Animal_detection
Model: YOLOv3
Dataset: Animals Detection Images Dataset+Images.cv+Coco Dataset

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Touchless Controller for Kitchen Appliance

Allows you to control electrical appliances by the hand gestures without touching them.

Supported AI SDK: v2.10
Function: 12_Hand_gesture_recognition_v2
Model: TinyYOLOv2+ResNet18
Dataset: YOLO-Hand-Detection for hand detection and HAgrid for classifier

RZ/V2L >

Food Package Expiry Date Check

Monitors the expiry date of food placed in the refrigerator.

Supported AI SDK: v2.10
Function: Q06_expiry_date_detection
Model: TinyYOLOv3+Tesseract
Dataset: ExpDate

RZ/V2L >

Industrial

Work Area Personnel Management

Monitors attendance of workers by counting their number entered in the work area.

Supported AI SDK: v2.10
Function: 01_Head_count
Model: YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

Access Control

Monitors the total number of visitors by counting the number of people who have passed through the entrance/exit.

Supported AI SDK: v2.10
Function: 02_Line_crossing_object_counting
Model: TinyYOLOv2
Dataset: COCO

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Helmet and safety vest wearing monitor

Increase the safety level in the factory by monitoring the helmet use.

Supported AI SDK: v2.10
Function: 04_Safety_helmet_vest_detection
Model: YOLOv3
Dataset: Safety Helmet Detection on kaggle

RZ/V2L >

Touchless Controller for Industrial machine

Machine button operation can be done without contact using gestures in factory.

Supported AI SDK: v2.10
Function: 12_Hand_gesture_recognition_v2
Model: TinyYOLOv2+ResNet18
Dataset: YOLO-Hand-Detection for hand detection and HAgrid for classifier

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Driver Monitoring System

Detects whether the driver is looking aside, yawning or closing his eyes. Prevents car accidents by detecting when the driver is getting sleepy while driving.

Supported AI SDK: v2.10
Function: 10_Driver_monitoring_system
Model: TinyYOLOv2+DeepPose
Dataset: WIDERFACE/WFLW

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Species check support in Fish Factory

Classifies the fish species shown in the camera to support the fish processing industry.

Supported AI SDK: v2.10
Function: Q04_fish_classification
Model: EfficientNet based
Dataset: Fish Dataset

RZ/V2L >

Defect Inspection Support

New!

Monitors the factory production line to detect cracks in the manufactured products. It supports the product inspection process.

Supported AI SDK: v2.10
Function: Q09_crack_segmentation
Model: Unet
Dataset: Crack Segmentation Dataset

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Aquaculture Industrial Support

New!

Monitors fish to help aquaculture operators to manage their resources.

Supported AI SDK: v2.10
Function: Q11_fish_detection
Model: TinyYOLOv3
Dataset: Custom

RZ/V2L >

Retail

Congestion Detection

Issues an alert when the store is overcrowded with more customers.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

Smart POS

Supports checking ages of customers by checking their age in front of the casher and linking the information with their purchase.

Supported AI SDK: v2.10
Function: 05_Age_gender_detection
Model: ResNet-18/ResNet-50
Dataset: Unknown

RZ/V2L >

Marketing Interest Analysis

"Monitors the gaze direction of customer in the retail store, which can be used to collect marketing information."

Supported AI SDK: v2.10
Function: 09_Human_gaze_detection
Model: ResNet-18+Tiny YOLOv2
Dataset: ETH-XGaze+WIDERFACE

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Staying and flow line monitoring

Collects marketing data by monitoring the number of people and duration of their stay in a certain place.

Supported AI SDK: v2.10
Function: Q01_footfall_counter
Model: TinyYOLOv3
Dataset: COCO

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Exhibition Participants Monitoring

Monitor the number of visitors to an exhibition or other open space. Changes in the number of participants can also be detected since it counts the number of participants in real time.

Supported AI SDK: v2.10
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

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Store Crime Prevention

New!

Detects suspiciously dressed persons in convenience stores or unmanned stores to prevent theft.

Supported AI SDK: v2.10
Function: Q10_suspicious_person_detection
Model: TinyYOLOv3
Dataset: Custom

RZ/V2L >

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