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.

To see the overview about AI Applications, please refer to About AI Applications page.

About AI Applications
What is AI Applications?
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Agriculture

Defense wild animals for crop

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 07_Animal_detection
Model: YOLOv3
Dataset: Animals Detection Images Dataset+Images.cv+Coco Dataset

RZ/V2L >

3fps

RZ/V2H >

38fps

Fruit and Vegetable Plant Disease Check

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q07_plant_disease_classification
Model: Custom
Dataset: New Plant Diseases Dataset

RZ/V2L >

9fps

Ranch Livestock Management

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Animal Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Smart Building

Elevator passengers Counting

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 01_Head_count
Model: YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

3fps

RZ/V2H >

40fps

Conference Room Usage Monitor

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Lighting Control

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Security Area Intrusion Detection

Detects illegal intrusions to security area in the office.

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 02_Line_crossing_object_counting
Model: Tiny YOLOv3 | YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

13fps

RZ/V2H >

40fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 04_Safety_helmet_vest_detection
Model: YOLOv3
Dataset: Safety Helmet Detection on kaggle

RZ/V2L >

3fps

Touchless Controller for elevator

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 12_Hand_gesture_recognition_v2
Model: Tiny YOLOv2+ResNet-18 | YOLOv3
Dataset: YOLO-Hand-Detection/HaGRID | HaGRID

RZ/V2L >

11~20fps
for single hand

RZ/V2H >

38fps

Employee ID check for Restricted Area

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q02_face_authentication
Model: FaceNet
Dataset: FaceNet

RZ/V2L >

2fps

Smart City

Congestion Detection in Railway Station

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Prohibited Area Management

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 02_Line_crossing_object_counting
Model: Tiny YOLOv3 | YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

13fps

RZ/V2H >

40fps

Distracted driving detection

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 09_Human_gaze_detection
Model: ResNet-18+Tiny YOLOv2
Dataset: ETH-XGaze/WIDERFACE

RZ/V2L >

3fps

RZ/V2H >

125fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q01_footfall_counter
Model: Tiny YOLOv3 | YOLOv3
Dataset: COCO

RZ/V2L >

9fps

RZ/V2H >

33fps

Parking Spot Reservation

Detects the occupancy of parking spot for reservation system.

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q03_smart_parking
Model: Custom
Dataset: Custom

RZ/V2L >

4-7 msec
per slot

Illegal Parking Check

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q03_smart_parking
Model: Custom
Dataset: Custom

RZ/V2L >

4-7 msec
per slot

Passport check support

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q02_face_authentication
Model: FaceNet
Dataset: FaceNet

RZ/V2L >

2fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Backtravel Detection

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 02_Line_crossing_object_counting
Model: Tiny YOLOv3 | YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

13fps

RZ/V2H >

40fps

Violence Activity Check in Surveillance Camera

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q05_suspicious_activity
Model: EfficientNet+MLP
Dataset: Real Life Violence Situations Dataset

RZ/V2L >

2fps

Bird Damage Prevention

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Animal Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Blind Spot Monitor

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Vehicle Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Preceding Vehicle Movement Alert

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 13_Car_ahead_departure_detection
Model: Tiny YOLOv3
Dataset: COCO

RZ/V2L >

20fps

Emergency Vehicles Detector

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Vehicle Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Illegal Bicycle Approach Detection

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Vehicle Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Bicycle Rental Stock Management

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Vehicle Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Illegal Bicycle Parking Monitor Support

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q08_object_counter (Vehicle Counting)
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

38fps

Infrastructure Defect Prevention

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q09_crack_segmentation
Model: Unet
Dataset: Crack Segmentation Dataset

RZ/V2L >

8fps

RZ/V2H >

40fps

Crime Prevention Support for School

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q10_suspicious_person_detection
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

40fps

Healthcare

Physical Condition Monitor

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 03_Elderly_fall_detection
Model: Tiny YOLOv2+HRNet
Dataset: PASCAL VOC/COCO

RZ/V2L >

5fps

Smart Home

Air Conditioner Control

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 06_Face_recognition_spoof_detection
Model: ArcFace/ResNet-50
Dataset: VGGFace2

RZ/V2L >

11fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 07_Animal_detection
Model: YOLOv3
Dataset: Animals Detection Images Dataset+Images.cv+Coco Dataset

RZ/V2L >

3fps

RZ/V2H >

38fps

Touchless Controller for Kitchen Appliance

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 12_Hand_gesture_recognition_v2
Model: Tiny YOLOv2+ResNet-18 | YOLOv3
Dataset: YOLO-Hand-Detection/HaGRID | HaGRID

RZ/V2L >

11~20fps
for single hand

RZ/V2H >

38fps

Food Package Expiry Date Check

Updated!

Monitors the expiry date of food placed in the refrigerator.

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q06_expiry_date_detection
Model: Tiny YOLOv3+Tesseract | YOLOv3+Tesseract
Dataset: ExpDate

RZ/V2L >

9fps for
Tiny YOLOv3

RZ/V2H >

40fps for
YOLOv3

Industrial

Work Area Personnel Management

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 01_Head_count
Model: YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

3fps

RZ/V2H >

40fps

Access Control

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 02_Line_crossing_object_counting
Model: Tiny YOLOv3 | YOLOv3
Dataset: HollywoodHeads

RZ/V2L >

13fps

RZ/V2H >

40fps

Helmet and safety vest wearing monitor

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 04_Safety_helmet_vest_detection
Model: YOLOv3
Dataset: Safety Helmet Detection on kaggle

RZ/V2L >

3fps

Touchless Controller for Industrial machine

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 12_Hand_gesture_recognition_v2
Model: Tiny YOLOv2+ResNet-18 | YOLOv3
Dataset: YOLO-Hand-Detection/HaGRID | HaGRID

RZ/V2L >

11~20fps
for single hand

RZ/V2H >

38fps

Driver Monitoring System

Updated!

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 10_Driver_monitoring_system
Model: Tiny YOLOv2+DeepPose | YOLOv3+DeepPose
Dataset: WIDERFACE/WFLW | Various dataset/WFLW

RZ/V2L >

6fps

RZ/V2H >

32fps

Species check support in Fish Factory

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: Q04_fish_classification
Model: Custom
Dataset: Fish Dataset

RZ/V2L >

15fps

Defect Inspection Support

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q09_crack_segmentation
Model: Unet
Dataset: Crack Segmentation Dataset

RZ/V2L >

8fps

RZ/V2H >

40fps

Aquaculture Industrial Support

Updated!

Monitors fish to help aquaculture operators to manage their resources.

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q11_fish_detection
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

7fps

RZ/V2H >

38fps

Retail

Congestion Detection

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Smart POS

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: -
Function: 05_Age_gender_detection
Model: Tiny YOLOv2+FairFace
Dataset: WIDERFACE/FairFace

RZ/V2L >

9fps

Marketing Interest Analysis

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 09_Human_gaze_detection
Model: ResNet-18+Tiny YOLOv2
Dataset: ETH-XGaze/WIDERFACE

RZ/V2L >

3fps

RZ/V2H >

125fps

Staying and flow line monitoring

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q01_footfall_counter
Model: Tiny YOLOv3 | YOLOv3
Dataset: COCO

RZ/V2L >

9fps

RZ/V2H >

33fps

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 RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: 11_Head_count_topview
Model: YOLOv3
Dataset: Various dataset

RZ/V2L >

3fps

RZ/V2H >

40fps

Store Crime Prevention

Updated!

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

Supported RZ/V2L AI SDK: v2.10
Supported RZ/V2H AI SDK: v4.00
Function: Q10_suspicious_person_detection
Model: Tiny YOLOv3 | YOLOv3
Dataset: Custom

RZ/V2L >

6fps

RZ/V2H >

40fps

For license information, please see About AI Applications.

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ResNet-50

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Animal

Crack

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Updated!